diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -1 +1,557 @@
-# cogitate-fmri-analysis
\ No newline at end of file
+# Introduction
+
+Here we provide an overview of the preprocessing and analysis pipeline for the fMRI modality, as well as a description and instructions to use the provided code.
+
+**Authors:** *Yamil Vidal, David Richter, Aya Khalaf*
+
+The code for different preprocessing steps and analyses are provided in different folders:
+
+- bidscoin: primarily contains the custom yaml map mapping the raw dicom data to BIDS converted nifti data on the project (MPI) HPC. For more information on bidscoin see: [bidscoin.readthedocs.io](bidscoin.readthedocs.io)
+- data_rejection: scripts to assess data quality and flag datasets/participants to be rejected from analysis.
+- dicom2bids: script that runs the dicom to BIDS converter.
+- glm: scripts to (1) extract confound regressors from fmriprep and (2) run/submit 1st (run) level GLMs, as well as 2nd (subject) and 3rd (group) level GLMs using FSL FEAT. Also contains subfolder with fsf templates used by FEAT.
+- logfiles_and_checks: scripts to (1) create events.tsv files from experiment log files per experiment (exp1, exp2, evcLoc). The resulting events.tsv + assocaited .json sidecar are BIDS compliant. Also performs various sanity checks on MRI data and logs. Another set of scripts (2) creates regressor event txt files as required by MRI analysis software (e.g. FSL FEAT; 3 column format).
+- masks: script to create (anatomical) ROI masks.
+- putative_ncc: scripts to run putative NCC analysis (assumes that FSL FEAT outputs already exist; see scripts in ./glm folder).
+- decoding: scripts to (1) obtain single trial estimates, (2) run subject level and group level searchlight and ROI decoding analyses, (3) plot group level searchlight accuracy maps on axial brain slices and brain surfaces, and (4) plot group level ROI accuracies on brain surfaces.
+- gppi: scripts to (1) convert 4D nifiti files to 3D nifti files, (2) smooth 3D nifti files, (3) run subject level GLMs, (4) run subject level and group level gppi analyses, and (5) plot group level gppi stats maps on axial brain slices and brain surfaces.
+
+# Installation and running instructions
+
+1. Clone this repository to the computer where you intend to run the analysis.
+2. Create a new conda environment by running the following (requires [Anaconda](https://www.anaconda.com/download)):
+```
+conda env create --file=requirements_cogitate_fmri.yaml
+```
+
+3. What the command above did was create the env in your user directory. You should then activate the environment to start working with it. To do so, execute the following command:
+```
+module purge; module load Anaconda3/2020.11; source /hpc/shared/EasyBuild/apps/Anaconda3/2020.11/bin/activate; conda activate /hpc/users/$USER/.conda/envs/cogitate_fmri
+```
+
+The environments are tailored for Linux and the HPC, so some things might break a little if you use windows or Mac (not tested very thoroughly). Other required software includes can be found in the analysis instructions below.
+
+4. Download either the sample data to run a demo (see below), or the full dataset available in YYY.
+5. Edit the scripts so that the bids paths point to where you have placed the data. Some scripts require functions defined in `./cogitate-msp1/coglib/fmri/helper_functions_MRI.py`.
+6. Follow the instructions bellow to run the analyses. Note that several analyses depend on the output of previous analyses and therefore there should be run in the specified order.
+
+# Sample data and demo
+
+Sample data, used to run a demo of the analysis pipeline, can be found [here](https://keeper.mpdl.mpg.de/d/ec345ac7b65e490cb59d/)
+
+fMRI data from four subjects (two per data collection site) are provided. We provide bids converted data (in `./bids/`) as well as preprocessed data (in `./bids/derivatives/fmriprep/` and `./bids/derivatives/freesurfer/`). We also provide data quality measures that can be found in `./bids/derivatives/mriqc/`.
+
+In order to run the demo, besides editing the scripts so that the bids paths point to the downloaded data. A list of subjects for the demo (`participants_fMRI_QC_included_demo_sesV1.tsv`) can be found in `./bids/`. If a script uses `subjects = get_subject_list(bids_dir,subject_list_type)` to get the list of subjects to be used, please set `subject_list_type = 'demo'`. If instead a script loads the subjects' list directly, please point the script to the abovementioned list.
+
+# fMRI data pipeline overview
+
+## Preprocessing
+
+As the shared data is already converted to bids, steps 0 to 3 are not needed. These steps are provided to facilitate the application of our pipeline to other datasets.
+
+0. Setup dicom to BIDS converter (once); BIDSMAPPER
+1. Conversion of MRI DICOM data to BIDS; BIDSCOINER
+2. Creation of events.tsv files; PYTHON CODE
+3. BIDS validation; BIDSVALIDATOR
+
+
+Start here to test the code with the demo dataset, or to perform a full replication, including preprocessing.
+
+5. MRI data quality checks; MRIQC
+6. Data rejection; PYTHON CODE
+7. MRI preprocessing & visual data/preprocessing quality checks; FMRIPREP
+
+## Analysis
+
+Start here to test the code with the demo dataset, or to perform a full replication, starting from already preprocessed data.
+
+7. Create (anatomical) ROI masks
+8. Create regressor event txt files (3 column format)
+9. Run 1st, 2nd and 3rd level GLMs
+10. Create Decoding ROIs
+11. Create seeds for GPPI analysis
+12. Run Putative NCC analysis
+13. Putative NCC analysis: Generate data for tables
+14. Putative NCC analysis: Generate figures
+15. Decoding Analyses
+16. GPPI Analyses
+
+# fMRI data pipeline details
+
+0. BIDS COIN SETUP (https://github.com/Donders-Institute/bidscoin)
+Setup of data processing: Run only once during setup (requires sample dataset).
+
+```
+ module purge
+ module load bidscoin/3.6.3
+ bidsmapper ./raw ./bids
+```
+
+Run time ~= < 1 minute
+
+1. DICOM TO BIDS
+Converts DICOM to BIDS compliant niftis.
+
+```
+ module purge
+ module load bidscoin/3.6.3
+ cd ./cogitate-msp1/coglib/fmri/dicom_to_bids
+ python 01_convert_dicom_to_bids.py
+```
+
+Run time ~= 5 minutes per subject
+
+2. Create `events.tsv` files & perform MRI log file checks.
+Create `events.tsv` files per run from experiment native log files
+
+```
+ module purge
+ module load Python/3.8.6-GCCcore-10.2.0
+ cd ./cogitate-msp1/coglib/fmri/logfiles_and_checks
+ python 01_exp1_create_events_tsv_file.py
+```
+
+Run time ~= < 1 minute
+
+3. BIDS Validator (https://neuroimaging-core-docs.readthedocs.io)
+Validate BIDS compliance of dataset
+
+```
+ module purge
+ module load nodejs/12.16.1-GCCcore-7.3.0
+ cd ./ # this should be the directory that contains the bids directory
+ bids-validator bids
+```
+
+Run time ~= < 1 minute
+
+4. a) MRI QC (https://mriqc.readthedocs.io; https://github.com/marcelzwiers/mriqc_sub)
+Run MRI QC for visual inspection of (f)MRI data quality. Perform visual inspection of each runs data (see `./bids/derivatives/mriqc`).
+
+```
+ module purge
+ module load mriqc
+ cd ./ # this should be the directory that contains the bids directory
+ mriqc_sub.py ./bids -t 48 -w ./scratch/mriqc_workdir -o ./bids/derivatives
+```
+
+Run time ~= 6 hours per subject (subjects can be run in parallel)
+
+4. b) MRI QC group level
+Run MRI QC at the group level
+
+```
+ module purge
+ module load mriqc
+ cd ./ # this should be the directory that contains the bids directory
+ mriqc_group.py bids
+```
+
+Run time ~= < 1 minute
+
+5. Data rejection using MRI QC IQMs
+Extract IQMs of interest from MRI QC and reject runs/participants from further analysis (run only AFTER all data has been processed with MRIQC)
+
+```
+ module purge
+ module load Python/3.8.6-GCCcore-10.2.0
+ cd ./cogitate-msp1/coglib/fmri/qc
+ python 01_analyze_MRIQC_IQMs.py
+```
+
+Run time ~= < 1 minute
+
+6. fMRIprep. (https://fmriprep.org; https://github.com/marcelzwiers/fmriprep_sub)
+Preprocess (f)MRI data. Perform visual inspection of each runs data (see `./bids/derivatives/fmriprep`)
+
+```
+ module purge
+ module load fmriprep/20.2.3
+ cd ./ # this should be the directory that contains the bids directory
+ fmriprep_sub.py ./bids -w ./scratch/fmriprep_workdir --time 80 --mem_mb 30000 -n 6 -a " --ignore sbref slicetiming --output-spaces T1w MNI152NLin2009cAsym"
+```
+
+Run time ~= 2 days per subject (subjects can be run in parallel)
+
+7. a) Create anatomical ROI masks
+Besides running this code for the desired participants, it should be also run for the *MNI152NLin2009cAsym* standard brain (for group lvl analyses).
+For this we used the precomputed FreeSurfer output that can be found here: https://figshare.com/articles/dataset/FreeSurfer_reconstruction_of_the_MNI152_ICBM2009c_asymmetrical_non-linear_atlas/4223811
+
+```
+ module purge
+ module load Python/3.8.6-GCCcore-10.2.0
+ module load FreeSurfer
+ module load FSL
+ cd ./cogitate-msp1/coglib/fmri/masks
+ python 01_create_ROI_masks.py
+```
+
+Run time ~= 40 minutes per subject
+
+7. b) Resample anatomical ROI masks to target space
+The standard space used is MNI152NLin2009cAsym
+
+```
+ module purge
+ module load ANTs
+ cd ./cogitate-msp1/coglib/fmri/masks
+ python 02_resample_ROI_masks_to_target_space.py
+```
+
+Run time ~= 2 minutes per subject
+
+7. c) Combine ROIs to create theory specific ROIs
+This also creates FFA and LOC masks used for the creation of GPPI seeds
+
+```
+ module purge
+ cd ./cogitate-msp1/coglib/fmri/masks
+ python 03_create_theory_ROI_masks.py
+```
+
+Run time ~= < 1 minute per subject
+
+7. d) Resample group level anatomical ROI masks to target space
+The standard space used is MNI152NLin2009cAsym
+
+```
+ cd ./cogitate-msp1/coglib/fmri/masks
+ bash 04_resample_MNI152_ROIs.sh
+```
+
+Run time ~= 2 minutes
+
+7. e) Combine ROIs to create theory specific ROIs (group level)
+
+```
+ cd ./cogitate-msp1/coglib/fmri/masks
+ python 05_create_theory_ROI_masks_MNI152.py
+```
+
+Run time ~= < 1 minute
+
+8. Create regressor event txt file
+Create regressor event txt files; 3 column format; 1 per regressors (FSL FEAT compliant) from information in `events.tsv` files per run.
+
+```
+ module purge
+ module load Python/3.8.6-GCCcore-10.2.0
+ cd ./cogitate-msp1/coglib/fmri/logfiles_and_checks
+ python 02_exp1_create_regressor_txt_files.py
+```
+
+Run time ~= < 1 minute
+
+9. Run 1st, 2nd and 3rd level GLMs using FSL (https://fsl.fmrib.ox.ac.uk/fsl/fslwiki/)
+Create confound regressor files to be used in 1st level GLMs. Then run first and second level GLMs using FSL FEAT; adjust analysis level in python script. Perform visual inspection of each run's output data (see `./bids/derivatives/fslFeat`).
+
+```
+ module purge
+ module load Python/3.8.6-GCCcore-10.2.0
+ module load Spyder/4.1.5-foss-2019a-Python-3.7.2
+ module load FSL
+ cd ./cogitate-msp1/coglib/fmri/glm
+ python 01_create_confound_regressor_ev_file.py
+ python 02_run_fsf_feat_analyses.py # Do for each GLM lvl
+```
+
+Run time 1st level ~= 2 hours per subject
+Run time 2nd level ~= 2:30 hours per subject
+Run time 3rd level ~= 2 hours
+
+10. Create Decoding ROIs
+Requires anatomical ROIs (step 7) and GLMs (step 9).
+
+```
+ module purge
+ module load Python/3.8.6-GCCcore-10.2.0
+ cd ./cogitate-msp1/coglib/fmri/decoding_rois
+ python 01_create_decoding_rois_all_runs.py
+ python 02_create_decoding_rois_leave_one_run_out.py
+```
+
+Run time ~= 3 minutes per subject
+
+11. Create seeds for GPPI analysis
+Requires anatomical ROIs (step 7) and GLMs (step 9).
+
+```
+ module purge
+ module load Python/3.8.6-GCCcore-10.2.0
+ cd ./cogitate-msp1/coglib/fmri/seeds_for_gppi
+ python 01_create_gppi_seeds.py
+```
+
+Run time ~= < 1 minute per subject
+
+12. Run Putative NCC analysis
+Run putative NCC analysis on FSL Feat outputs.
+
+```
+ module purge
+ module load Python/3.8.6-GCCcore-10.2.0
+ module load FSL
+ cd ./cogitate-msp1/coglib/fmri/putative_ncc
+
+ python 01_PutativeNCC_analysis_on_FEAT_copes.py # Group lvl univariate
+ python 02_putative_ncc_create_C_not_A_or_B_maps.py # Exclude voxels responsive to task goals and task relevance (Group level univariate)
+
+# Run time ~= 10 minutes per subject
+
+ python 03_putative_ncc_analysis_on_FEAT_copes_subject_level.py # Subject lvl univariate
+ python 04_putative_ncc_subject_level_create_C_not_A_or_B_maps.py # Exclude voxels responsive to task goals and task relevance (Subject lvl univariate)
+
+# Run time ~= 10 minutes per subject
+
+ python 05_multivariate_putative_ncc_analysis.py # Group lvl multivariate
+ python 06_multivariate_putative_ncc_create_C_not_A_or_B_maps.py # Exclude voxels responsive to task goals and task relevance (Group level multivariate)
+
+# Run time ~= < 1 minute per subject
+
+ python 07_putative_ncc_merge_phases.py # Combine optimization and replication phases, for plotting purposes
+
+# Run time ~= < 1 minute
+
+```
+
+
+13. Putative NCC analysis: Generate data for tables
+Count detected voxels in each anatomical ROI and save data to csv files (used to produce tables).
+Requires anatomical masks (7) and the results of putative NCC analyses (12).
+
+```
+ module purge
+ module load Python/3.8.6-GCCcore-10.2.0
+ cd ./cogitate-msp1/coglib/fmri/putative_ncc_tables
+ python 01_putative_ncc_group_level_tables.py
+ python 02_putative_ncc_subject_level_tables.py
+ python 03_multivariate_putative_ncc_group_level_tables.py
+```
+
+Run time ~= 3 minutes per subject
+
+14. Putative NCC analysis: Generate figures
+Requires Slice Display (https://github.com/bramzandbelt/slice_display), and MATLAB (https://www.mathworks.com/products/matlab.html).
+The following scripts should be run from within MATLAB. Please adjust the paths of the scripts to point to the required data (found in `./bids/derivatives/putative_ncc/`).
+
+```
+ cd ./cogitate-msp1/coglib/fmri/putative_ncc_plotting
+ Putative_NCC_01_univariate.m # Univariate pNCC, main figure (5) and individual stimulus categories
+ Putative_NCC_02_AB.m # Areas responsive to task goals and task relevance
+ Putative_NCC_03_multivariate.m # Multivariate pNCC
+ Putative_NCC_04_z_maps.m # Individual z maps for each stimulus category and condition (relevant and irrelevant)
+```
+
+Run time ~= < 1 minute
+
+15. Decoding Analysis
+
+**a)** Resolve compatibility issues between fmriprep and NiBetaseries that will be used to obtain single trial estimates
+
+Rename confounds tsv files generated by fmriprep for compatibility with NiBetaseries
+```
+ cd ./cogitate-msp1/coglib/fmri/decoding
+ rename_confounds_tsv_files.m
+```
+
+Add the following information under the "BIDSVersion" field in the dataset_description.json located in the fmriprep dir.
+
+```
+ "PipelineDescription": {
+ "Name": "fMRIPrep",
+ "Version": "20.2.3",
+ "Container": {
+ "Type": "docker",
+ "Tag": "poldracklab/fmriprep:20.2.3"
+ }
+ },
+```
+
+
+**b)** Obtain single trial estimates which are required for all the rest of the decoding analyses
+
+Run time ~= 240 minutes per subject
+
+Requires NiBetaSeries (https://nibetaseries.readthedocs.io/en/stable/)
+```
+ module load nibetaseries/0.6.0
+ singularity run --cleanenv -B /mnt/beegfs:/mnt/beegfs -B /hpc:/hpc ${NIBETASERIES_SIMG} nibs -c trans_x trans_x_derivative1 trans_x_power2 trans_x_derivative1_power2 trans_y trans_y_derivative1 trans_y_power2 trans_y_derivative1_power2 trans_z trans_z_derivative1 trans_z_power2 trans_z_derivative1_power2 rot_x rot_x_derivative1 rot_x_power2 rot_x_derivative1_power2 rot_y rot_y_derivative1 rot_y_power2 rot_y_derivative1_power2 rot_z rot_z_derivative1 rot_z_power2 rot_z_derivative1_power2 csf white_matter --participant-label PARTICIPANT_LABEL --session-label V1 --nthreads 32 --normalize-betas --estimator lss --hrf-model 'spm' -w ./bids/derivatives/betaseries ./bids fmriprep ./bids/derivatives/ participant
+```
+
+
+**c)** Run searchlight decoding
+
+Run time ~= 180 minutes per subject
+
+Requires mansfield (https://github.com/mekman/mansfield)
+
+Subject level category decoding
+```
+ module purge
+ cd ./cogitate-msp1/coglib/fmri/decoding
+ python searchlight_category_decoding_subject_level.py
+```
+
+Subject level orientation decoding
+```
+ module purge
+ cd ./cogitate-msp1/coglib/fmri/decoding
+ python searchlight_orientation_decoding_subject_level.py
+```
+
+Subject level stim vs baseline decoding to be used as input for multivariate putative NCC analysis
+```
+ module purge
+ cd ./cogitate-msp1/coglib/fmri/decoding
+ python searchlight_stim_baseline_decoding_subject_level.py
+```
+
+Group level analysis
+
+Run time ~= 60 minutes
+```
+ module purge
+ cd ./cogitate-msp1/coglib/fmri/decoding
+ python searchlight_decoding_group_analysis.py # Plots group level accuracy maps on axial brain slices
+```
+
+**d)** Obtain searchlight decoding tables
+
+Run time ~= 1 minutes
+
+Searchlight tables based on the group level searchlight accuracy maps
+```
+ module purge
+ cd ./cogitate-msp1/coglib/fmri/decoding
+ python searchlight_group_level_tables.py
+```
+
+**e)** Run ROI decoding
+
+Run time ~= 10 minutes per subject
+
+Subject level category decoding
+```
+ module purge
+ cd ./cogitate-msp1/coglib/fmri/decoding
+ python roi_category_decoding_subject_level.py
+```
+
+Subject level orientation decoding
+```
+ module purge
+ cd ./cogitate-msp1/coglib/fmri/code/decoding
+ python roi_orientation_decoding_subject_level.py
+```
+
+Group level analysis
+
+Run time ~= 10 minutes
+```
+ module purge
+ cd ./cogitate-msp1/coglib/fmri/decoding
+ python roi_decoding_group_analysis.py
+```
+
+**f)** Test IIT decoding predictions
+
+Run time ~= 10 minutes per subject
+
+Subject level category decoding evaluating accuracies obtained with IIT ROIs only vs accuracies obtained with IIT+PFC ROIs
+```
+ module purge
+ cd ./cogitate-msp1/coglib/fmri/decoding
+ python roi_category_decoding_testing_IIT_predictions_combined_features.py
+```
+
+Group level analysis to determine if the difference between IIT+PFC accuracies and IIT accuracies is statistically significant
+
+Run time ~= 10 minutes
+```
+ module purge
+ cd ./cogitate-msp1/coglib/fmri/decoding
+ python roi_decoding_group_analysis_IIT_predictions.py
+```
+
+**g)** Plot searchlight and ROI decoding results on a brain surface
+
+Run time ~= 5 minutes per decoding problem
+
+Plot group level searchlight decoding accuracy maps on a brain surface
+```
+ module purge
+ cd ./cogitate-msp1/coglib/fmri/decoding
+ python MSP1_searchlight_decoding_plots.py
+```
+
+Plot group level ROI accuracies on a brain surface
+```
+ module purge
+ cd ./cogitate-msp1/coglib/fmri/decoding
+ python MSP1_roi_decoding_plots.py
+```
+
+16. gppi Analysis
+Requires MATLAB (https://www.mathworks.com/products/matlab.html) and SPM (https://www.fil.ion.ucl.ac.uk/spm/)
+
+**a)** Apply 3D nifti conversion and smoothing
+
+Run time ~= 200 minutes per subject
+```
+ cd ./cogitate-msp1/coglib/fmri/gppi
+ nifti3D_conversion.m # Convert 4D niftis to 3D niftis for SPM analaysis
+ smoothing.m # Smooth 3D niftis
+```
+
+**b)** Run gppi on combined conditions
+
+Run time ~= 240 minutes per subject
+```
+ cd ./cogitate-msp1/coglib/fmri/gppi
+ glm_subject_level_combined.m # Subject level GLM with category regressors collapsed across the relevant and irrelevant conditions (i.e face, object, letter, and false font regressors)
+ gppi_subject_level_combined.m # Subject level gppi analysis
+```
+
+Group level gppi analysis
+
+Run time ~= 60 minutes per subject
+```
+ module purge
+ cd ./cogitate-msp1/coglib/fmri/gppi
+ python gppi_group_analysis.py # Plots group level stats map on axial brian slices
+```
+
+**c)** Run gppi on separate conditions
+
+Run time ~= 240 minutes per subject
+```
+ cd ./cogitate-msp1/coglib/fmri/gppi
+ glm_subject_level.m # Subject level GLM with separate category regressors for the relevant and irrelevant conditions (i.e relevant_face, relevant_object, relevant_letter, and relevant_false font)
+ gppi_subject_level.m # Subject level gppi analysis
+```
+
+Group level gppi analysis
+
+Run time ~= 60 minutes per subject
+```
+ module purge
+ cd ./cogitate-msp1/coglib/fmri/gppi
+ python gppi_group_analysis.py # Plots group level stats map on axial brian slices
+```
+
+**d)** Obtain gppi tables
+
+Run time ~= 1 minutes
+```
+ module purge
+ cd ./cogitate-msp1/coglib/fmri/gppi
+ python gppi_group_level_tables.py # gppi tables obtained based on the group level analysis
+```
+
+**e)** Plot gppi analysis results on a brain surface
+
+Run time ~= 5 minutes per contrast
+```
+ cd ./cogitate-msp1/coglib/fmri/gppi
+ MSP1_gppi_plots.py # Plot group level gppi stats map on a brain surface
+```
diff --git a/about.md b/about.md
new file mode 100644
index 0000000..30b1921
--- /dev/null
+++ b/about.md
@@ -0,0 +1,18 @@
+# About
+
+General information regarding the fMRI analysis pipeline. A comprehensive description of the pipeline and running instructions can be found in `readme.md`
+
+## Information
+
+| | |
+| --- | --- |
+author_name | *Yamil Vidal1, David Richter1, Aya Khalaf2*
+author_email | *, , *
+PI_name | *Floris de Lange1, Hal Blumenfeld2*
+affiliation | *1Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen, 6500 HB Nijmegen, The Netherlands. 2Department of Neurology, Yale University School of Medicine, New Haven, CT*
+PI_email | *, *
+programming_language | *Bash, Python, MATLAB*
+Is a readme file included with detailed instructions for running the code? | *Yes. readme.md*
+Is the environment file provided? | *Yes*
+Is there a config file provided to change runtime parameters? | *No*
+Does the code run on the sample dataset? | *Yes*
diff --git a/decoding/Helvetica.ttf b/decoding/Helvetica.ttf
new file mode 100644
index 0000000..7aec6f3
Binary files /dev/null and b/decoding/Helvetica.ttf differ
diff --git a/decoding/MSP1_roi_decoding_plots.py b/decoding/MSP1_roi_decoding_plots.py
new file mode 100644
index 0000000..04c889c
--- /dev/null
+++ b/decoding/MSP1_roi_decoding_plots.py
@@ -0,0 +1,103 @@
+"""
+Plots ROI accuracy results on a brain surface
+
+Author: Aya Khalaf
+Email: aya.khalaf@yale.edu
+Date created: 03-04-2023
+"""
+
+import numpy as np
+import matplotlib.pyplot as plt
+from plotters import plot_time_series, plot_matrix, plot_rasters, plot_brain
+import config
+import os
+import pandas as pd
+# get the parameters dictionary
+param = config.param
+
+# =================================================================================
+# Select whether to apply plotting to category or orientation decoding problems - options 'category' and 'orientation'
+decoding_problem = 'category'
+#decoding_problem = 'orientation'
+#Select within condition decoding or generalization across conditions - options 'within_condition' and 'generalization'
+# For orientation decoding, approach should be set to 'within_condition'
+approach = 'generalization'
+approach = 'within_condition'
+# if approach = 'within_condition', the line below selects relevant or irrelevant condition - options 'relevant' and 'irrelevant'
+# if approach = 'generalization', the line below selects generalization direction - options 'relevant-irrelevant' and 'irrelevant-relevant'
+condition = 'relevant'
+condition = 'relevant-irrelevant'
+classifier = 'SVM'
+# Stimulus categories - options include 'face', 'object', 'letter' , and 'falseFont'
+stimulus_categories = ['face', 'object']
+stimulus_categories = ['letter', 'falseFont']
+#stimulus_categories = ['letter', 'falsefont']
+# Number of voxels per ROI (ROI size)
+n_voxels = 300
+# Chance level (50% for category decoding (binary) and 33.33% for orientation decoding (3-class) )
+chance_level = 0.5
+csv_dir = os.path.join('/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/roi_decoding/',approach, classifier, decoding_problem, stimulus_categories[0] + '_' + stimulus_categories[1] + '_' + str(n_voxels))
+if decoding_problem == 'orientation':
+ condition = 'relevant+irrelevant'
+ chance_level = 0.33
+ stimulus_category = 'face'
+ #stimulus_category = 'object'
+ #stimulus_category = 'letter'
+ #stimulus_category = 'falseFont'
+ csv_dir = os.path.join('/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/roi_decoding/', approach, classifier, decoding_problem, stimulus_category + '_' + str(n_voxels))
+
+if decoding_problem == 'category':
+ vmin=0.5
+ vmax=0.85
+ if ((condition=='relevant') | (condition=='irrelevant-relevant')):
+ cmaps = 'Oranges'
+ cmap_start = 0.1
+ cmap_end = 1
+ elif ((condition == 'irrelevant') | (condition == 'relevant-irrelevant')):
+ cmaps = 'Purples'
+ cmap_start = 0.5
+ cmap_end = 1
+elif decoding_problem == 'orientation':
+ cmaps = 'Purples'
+ vmin=0.33
+ vmax=0.40
+ cmap_start = 0.5
+ cmap_end = 1
+
+# Plotting brain surface:
+acc_values = {'G_front_middle': 0.9, 'Pole_temporal': 0.7, 'G_occipital_middle': 0.6}
+#IIT_roi_list = ['GNW','IIT','IIT_excluded', 'IIT_extended', 'G_and_S_frontomargin', 'G_and_S_transv_frontopol', 'G_front_sup', 'G_rectus', 'G_subcallosal', 'S_orbital_lateral', 'S_orbital_med-olfact', 'S_orbital-H_Shaped', 'S_suborbital']
+GNW_roi_list = ['G_and_S_cingul-Ant', 'G_and_S_cingul-Mid-Ant', 'G_and_S_cingul-Mid-Post', 'G_front_inf-Opercular', 'G_front_inf-Orbital', 'G_front_inf-Triangul', 'G_front_middle', 'Lat_Fis-ant-Horizont', 'Lat_Fis-ant-Vertical', 'S_front_inf', 'S_front_middle', 'S_front_sup']
+# IIT Basic ROI list
+IIT_roi_list_1 = ['G_temporal_inf', 'Pole_temporal', 'G_cuneus', 'G_occipital_sup', 'G_oc-temp_med-Lingual', 'Pole_occipital', 'S_calcarine', 'G_and_S_occipital_inf', 'G_occipital_middle', 'G_oc-temp_lat-fusifor', 'G_oc-temp_med-Parahip', 'S_intrapariet_and_P_trans', 'S_oc_middle_and_Lunatus', 'S_oc_sup_and_transversal', 'S_temporal_sup']
+roi_list = GNW_roi_list + IIT_roi_list_1
+
+csv_file = os.path.join(csv_dir, 'accuracy_stats_' + condition + '.csv')
+save_file= os.path.join(csv_dir, condition + '.eps')
+data_df = pd.read_csv(csv_file)
+rois = (data_df['ROI']).tolist()
+accuracies= (data_df['Average Accuracy']).array
+Significance = (data_df['Significance']).array
+#Significance[10]=0
+#Significance[36]=0
+#G_orbital
+#Significance[18]=0
+#Significance[16]=0
+rois_dict = {}
+k=0
+for roi in rois:
+ if roi in roi_list:
+ if Significance[k]:
+ rois_dict[roi] =accuracies[k]
+ k=k+1
+
+
+plot_brain( roi_map=rois_dict, subject='fsaverage', surface='inflated', hemi='lh', sulc_map='curv', parc='aparc.a2009s',
+ views=['lateral',(90, -30, 0)],cmap_start=cmap_start, cmap_end=cmap_end,
+ cmap=cmaps, colorbar=True, colorbar_title='ACC', vmin=vmin, vmax=vmax, outline_overlay=True, overlay_method='overlay',
+ brain_cmap='Greys', brain_alpha=1, save_file=os.path.join(csv_dir, condition + '_lh_outline_30deg.png'))
+
+#roi_map_edge_color = [0, 0, 0] to add borders around rois
+
+
+
diff --git a/decoding/MSP1_searchlight_decoding_plots.py b/decoding/MSP1_searchlight_decoding_plots.py
new file mode 100644
index 0000000..44991aa
--- /dev/null
+++ b/decoding/MSP1_searchlight_decoding_plots.py
@@ -0,0 +1,97 @@
+"""
+Plots searchlight accuracy maps on a brain surface
+
+Author: Aya Khalaf
+Email: aya.khalaf@yale.edu
+Date created: 03-04-2023
+"""
+
+from plotters import plot_brain
+import matplotlib
+import matplotlib.pyplot as plt
+import os
+import config
+
+# Select whether to apply plotting to category or orientation decoding problems - options 'category' and 'orientation'
+decoding_problem = 'category'
+decoding_problem = 'orientation'
+# Select within condition decoding or generalization across conditions - options 'within_condition' and 'generalization'
+# For orientation decoding, approach should be set to 'within_condition'
+approach = 'generalization'
+approach = 'within_condition'
+# if approach = 'within_condition', the line below selects relevant or irrelevant condition - options 'relevant' and 'irrelevant'
+# if approach = 'generalization', the line below selects generalization direction - options 'relevant-irrelevant' and 'irrelevant-relevant'
+# For orientation decoding, no need to change 'condition' as it will be specified at line 40.
+condition = 'irrelevant-relevant'
+#condition ='relevant'
+
+classifier = 'SVM'
+
+# Stimulus categories - options include 'face', 'object', 'letter' , and 'falseFont'
+# For orientation decoding, do not change 'stimulus_categories' here and change line 42 instead.
+stimulus_categories = ['face', 'object']
+#stimulus_categories = ['letter', 'falseFont']
+#stimulus_categories = ['face', 'baseline']
+#stimulus_categories = ['object', 'baseline']
+#stimulus_categories = ['letter', 'baseline']
+#stimulus_categories = ['falseFont', 'baseline']
+#stimulus_categories = ['falseFonts', 'baseline']
+# Radius of searchlight sphere
+searchlight_radius = 4
+# Chance level (50% for category decoding (binary) and 33.33% for orientation decoding (3-class) )
+chance_level = 0.5
+
+data_dir = os.path.join('/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/searchlight_decoding',approach, condition, classifier, str(searchlight_radius) + 'mm', 'category/' + stimulus_categories[0] + '_' + stimulus_categories[1])
+
+if decoding_problem == 'orientation':
+ condition = 'relevant+irrelevant'
+ chance_level = 0.33
+ stimulus_category = 'face'
+ #stimulus_category = 'object'
+ #stimulus_category = 'letter'
+ #stimulus_category = 'falseFont'
+ data_dir = os.path.join( '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/searchlight_decoding',approach, condition, classifier, str(searchlight_radius) + 'mm', 'Orientation/' + stimulus_category)
+
+
+if decoding_problem == 'category':
+ if ((condition == 'relevant') | (condition == 'irrelevant-relevant')):
+ cmaps = 'Oranges'
+ cmap_start = 0.1
+ cmap_end = 1
+ elif ((condition == 'irrelevant') | (condition == 'relevant-irrelevant')):
+ cmaps = 'Purples'
+ cmap_start = 0.5
+ cmap_end = 1
+ #plot_brain( surface='inflated', cmap=cmaps, cmap_start=0.5, cmap_end=1, overlays=[os.path.join(data_dir, 'searchlight_group_accuracy_map_nonparametric.nii')], overlay_threshold=0, vmin=chance_level, vmax=0.75, outline_overlay=True, save_file=os.path.join(data_dir, condition + '_' + 'lh_outline.png'))
+ ## for the right side
+ #plot_brain( surface='inflated', cmap=cmaps, cmap_start=0.5, cmap_end=1, hemi='rh', overlays=[os.path.join(data_dir, 'searchlight_group_accuracy_map_nonparametric.nii')], overlay_threshold=0, vmin=chance_level, vmax=0.75, outline_overlay=True, views=['medial', 'lateral'], save_file=os.path.join(data_dir, condition + '_' + 'rh_outline.png'))
+ plot_brain( surface='inflated', cmap=cmaps, overlays=[os.path.join(data_dir, 'searchlight_group_accuracy_map_nonparametric.nii')], overlay_threshold=0, vmin=chance_level, vmax=0.75, cmap_start=cmap_start, cmap_end=cmap_end, outline_overlay=True, views=['lateral',(90, -30, 0)], save_file=os.path.join(data_dir, condition + '_' + 'lh_outline_30deg.png'))
+ ## for the right side
+ plot_brain( surface='inflated', cmap=cmaps, hemi='rh', overlays=[os.path.join(data_dir, 'searchlight_group_accuracy_map_nonparametric.nii')], overlay_threshold=0, vmin=chance_level, vmax=0.75, cmap_start=cmap_start, cmap_end=cmap_end, outline_overlay=True, views=[(-90, 30, 0), 'lateral'], save_file=os.path.join(data_dir, condition + '_' + 'rh_outline_30deg.png'))
+
+elif decoding_problem == 'orientation':
+ param = config.param
+ colors = [(1, 1, 1), param['colors']['face']]
+ cmaps = matplotlib.colors.LinearSegmentedColormap.from_list('Custom', colors, N=128)
+
+ """
+ plot_brain(surface='inflated', cmap=cmaps, cmap_start=0.5, cmap_end=1,
+ overlays=[os.path.join(data_dir, 'searchlight_group_accuracy_map_nonparametric.nii')],
+ overlay_threshold=0, vmin=chance_level, vmax=0.45, outline_overlay=True, views=['lateral', (180, 20, -10)],
+ save_file=os.path.join(data_dir, 'orientation_lh_inf_outline_posterior.png'))
+ # for the right side
+ plot_brain(surface='inflated', cmap=cmaps, cmap_start=0.5, cmap_end=1, hemi='rh',
+ overlays=[os.path.join(data_dir, 'searchlight_group_accuracy_map_nonparametric.nii')],
+ overlay_threshold=0, vmin=chance_level, vmax=0.45, outline_overlay=True, views=[(180, 20, -10), 'lateral'],
+ save_file=os.path.join(data_dir, 'orientation_rh_inf_outline_posterior.png'))
+"""
+plot_brain(surface='inflated', cmap=cmaps, cmap_start=0.5, cmap_end=1,
+ overlays=[os.path.join(data_dir, 'searchlight_group_accuracy_map_nonparametric.nii')],
+ overlay_threshold=0, vmin=chance_level, vmax=0.45, outline_overlay=True, views=['lateral', 'medial'],
+ save_file=os.path.join(data_dir, 'orientation_lh_inf_outline.png'))
+# for the right side
+plot_brain(surface='inflated', cmap=cmaps, cmap_start=0.5, cmap_end=1, hemi='rh',
+ overlays=[os.path.join(data_dir, 'searchlight_group_accuracy_map_nonparametric.nii')],
+ overlay_threshold=0, vmin=chance_level, vmax=0.45, outline_overlay=True, views=['medial', 'lateral'],
+ save_file=os.path.join(data_dir, 'orientation_rh_inf_outline.png'))
+
diff --git a/decoding/config.py b/decoding/config.py
new file mode 100644
index 0000000..74edeac
--- /dev/null
+++ b/decoding/config.py
@@ -0,0 +1,63 @@
+param = {
+ "font": "helvetica",
+ "font_size": 22,
+ "figure_size_mm": [183, 108],
+ "fig_res_dpi": 300,
+ "colors": {
+ "iit": [
+ 0.00392156862745098,
+ 0.45098039215686275,
+ 0.6980392156862745],
+ "gnw": [
+ 0.00784313725490196,
+ 0.6196078431372549,
+ 0.45098039215686275
+ ],
+ "task relevant": [
+ 0.8352941176470589,
+ 0.3686274509803922,
+ 0.0
+ ],
+ "Irrelevant": [
+ 0.5450980392156862,
+ 0.16862745098039217,
+ 0.8862745098039215
+ ],
+ "face": [
+ 0/255,
+ 53/255,
+ 68/255
+ ],
+ "object": [
+ 173/255,
+ 80/255,
+ 29/255
+ ],
+ "letter": [
+ 57/255,
+ 115/255,
+ 132/255
+ ],
+ "false": [
+ 97/255,
+ 15/255,
+ 0/255
+ ],
+ "500ms": [
+ 1.0,
+ 0.48627450980392156,
+ 0.0
+ ],
+ "1000ms": [
+ 0.6235294117647059,
+ 0.2823529411764706,
+ 0.0
+ ],
+ "1500ms": [
+ 1.0,
+ 0.7686274509803922,
+ 0.0
+ ],
+ "cmap": "RdYlBu_r"
+ }
+}
\ No newline at end of file
diff --git a/decoding/mni_icbm152_t1_tal_nlin_asym_09c.nii b/decoding/mni_icbm152_t1_tal_nlin_asym_09c.nii
new file mode 100644
index 0000000..5be851c
Binary files /dev/null and b/decoding/mni_icbm152_t1_tal_nlin_asym_09c.nii differ
diff --git a/decoding/plotters.py b/decoding/plotters.py
new file mode 100644
index 0000000..f71d188
--- /dev/null
+++ b/decoding/plotters.py
@@ -0,0 +1,1010 @@
+import os
+import numpy as np
+import matplotlib
+import matplotlib.pyplot as plt
+import config
+from matplotlib import font_manager
+# for plot_brain
+from mne import read_surface
+from mne.utils import get_subjects_dir, run_subprocess
+from mne.label import _read_annot
+from mne.surface import read_curvature, _mesh_borders
+from mne.transforms import apply_trans
+from matplotlib.cm import ScalarMappable
+from matplotlib.colors import LinearSegmentedColormap, ListedColormap, Normalize
+from matplotlib import cm, colors
+from matplotlib.collections import PolyCollection
+
+# import nilearn.image
+# import nilearn.surface
+from nilearn.image import load_img
+from nilearn.surface import vol_to_surf
+from nilearn.regions import Parcellations
+from nilearn.plotting.surf_plotting import _get_faces_on_edge
+
+# get the parameters dictionary
+param = config.param
+
+# Set Helvetica as the default font:
+font_path = os.path.join(os.path.dirname(__file__), "Helvetica.ttf")
+font_manager.fontManager.addfont(font_path)
+prop = font_manager.FontProperties(fname=font_path)
+plt.rcParams["font.family"] = "sans-serif"
+plt.rcParams["font.sans-serif"] = prop.get_name()
+
+matplotlib.rcParams['pdf.fonttype'] = 42
+matplotlib.rcParams['ps.fonttype'] = 42
+matplotlib.rcParams['svg.fonttype'] = 'none'
+
+fig_size = param["figure_size_mm"]
+def_cmap = param["colors"]["cmap"]
+plt.rcParams["font.family"] = "sans-serif"
+plt.rcParams["font.sans-serif"] = param["font"]
+plt.rc('font', size=param["font_size"]) # controls default text sizes
+plt.rc('axes', titlesize=param["font_size"]) # fontsize of the axes title
+plt.rc('axes', labelsize=param["font_size"]) # fontsize of the x and y labels
+plt.rc('xtick', labelsize=param["font_size"]) # fontsize of the tick labels
+plt.rc('ytick', labelsize=param["font_size"]) # fontsize of the tick labels
+plt.rc('legend', fontsize=param["font_size"]) # legend fontsize
+plt.rc('figure', titlesize=param["font_size"]) # fontsize of the fi
+
+
+def mm2inch(val):
+ return val / 25.4
+
+
+def plot_matrix(data, x0, x_end, y0, y_end, mask=None, cmap=None, ax=None, ylim=None, midpoint=None, transparency=1.0,
+ interpolation='lanczos',
+ xlabel="Time (s)", ylabel="Time (s)", xticks=None, yticks=None, cbar_label="Accuracy", filename=None,
+ vline=0,
+ title=None, square_fig=False):
+ """
+ This function plots 2D matrices such as temporal generalization decoding or time frequency decompositions with or
+ without significance. If a significance mask is passed, the significance pixels will be surrounded with significance
+ line. The significance parts will be fully opaque but the non-significant patches transparency can be controlled
+ by the transparency parameter
+ :param data: (2D numpy array) data to plot
+ :param x0: (float) first sample value for the x axis, for ex the first time point in the data to be able to
+ create meaningful axes
+ :param x_end: (float) final sample value for the x axis, for ex the last time point in the data to be able to create
+ meaningful axes.
+ :param y0: (float) first sample value for the y axis, for ex the first time point in the data to be able to
+ create meaningful axes or the first frequency of a frequency decomposition...
+ :param y_end: (float) final sample value for the y axis, for ex the last time point in the data to be able to
+ create meaningful axes or the first frequency of a frequency decomposition...
+ :param mask: (2D numpy array of booleans) significance mask. MUST BE THE SAME SIZE as data. True where the data
+ are significance, false elsewhere
+ :param cmap: (string) name of the color map
+ :param ax: (matplotlib ax object) ax on which to plot the data. If not passed, a new figure will be created
+ :param ylim: (list of 2 floats) limits of the data for the plotting. If not passed, taking the 5 and 95 percentiles
+ of the data
+ :param midpoint: (float) midpoint of the data. Centers the color bar on this value.
+ :param transparency: (float) transparency of the non-significant patches of the matrix
+ :param xlabel: (string) xlabel fo the data
+ :param ylabel: (string) ylabel fo the data
+ :param xticks: (list of strings) xtick label names
+ :param yticks: (list of strings) ytick label names
+ :param cbar_label: (string) label of the color bar
+ :param filename: (string or pathlib path object) name of the file to save the figures to. If not passed, nothing
+ will be saved. Must be the full name with png extension. The script will take care of saving the data to svg as well
+ and as csv
+ :param vline: (float) coordinates of vertical and horizontal lines to plot
+ :param title: (string) title of the figure
+ :param square_fig: (boolean) whether or not to have the figure squared proportions. Useful for temporal
+ generalization plots that are usually square!
+ :return:
+ """
+ if ax is None:
+ if square_fig:
+ fig, ax = plt.subplots(figsize=[mm2inch(fig_size[0]),
+ mm2inch(fig_size[0])])
+ else:
+ fig, ax = plt.subplots(figsize=[mm2inch(fig_size[0]),
+ mm2inch(fig_size[1])])
+ if ylim is None:
+ ylim = [np.percentile(data, 5), np.percentile(data, 95)]
+
+ if midpoint is None:
+ midpoint = np.mean([ylim[0], ylim[1]])
+
+ try:
+ norm = matplotlib.colors.TwoSlopeNorm(vmin=ylim[0], vcenter=midpoint, vmax=ylim[1])
+ except ValueError:
+ print("WARNING: The midpoint is outside the range defined by ylim[0] and ylim[1]! We will continue without"
+ "normalization")
+ norm = None
+
+ if cmap is None:
+ cmap = def_cmap
+ if square_fig:
+ aspect = "equal"
+ else:
+ aspect = "auto"
+ # Plot matrix with transparency:
+ im = ax.imshow(data, cmap=cmap, norm=norm,
+ extent=[x0, x_end, y0, y_end],
+ origin="lower", alpha=transparency, aspect=aspect, interpolation=interpolation)
+ # Plot the significance mask on top:
+ if mask is not None:
+ sig_data = data
+ sig_data[~mask] = np.nan
+ if not np.isnan(mask).all():
+ # Plot only the significant bits:
+ ax.imshow(sig_data, cmap=cmap, origin='lower', norm=norm,
+ extent=[x0, x_end, y0, y_end],
+ aspect=aspect, interpolation=interpolation)
+ ax.contour(mask > 0, mask > 0, colors="k", origin="lower",
+ extent=[x0, x_end, y0, y_end])
+
+ # Add the axis labels and so on:
+ ax.set_xlim([x0, x_end])
+ ax.set_ylim([y0, y_end])
+ ax.set_xlabel(xlabel)
+ ax.set_ylabel(ylabel)
+ if xticks is not None:
+ ax.set_xticks(xticks)
+ if yticks is not None:
+ ax.set_yticks(yticks)
+ if title is not None:
+ ax.set_title(title)
+ ax.axvline(vline, color='k')
+ ax.axhline(vline, color='k')
+ plt.tight_layout()
+ cb = plt.colorbar(im)
+ cb.ax.set_ylabel(cbar_label)
+ cb.ax.set_yscale('linear') # To make sure that the spacing is correct despite normalization
+ if filename is not None:
+ # Save to png
+ plt.savefig(filename, transparent=True, dpi=param["fig_res_dpi"])
+ # Save to svg:
+ filename, file_extension = os.path.splitext(filename)
+ plt.savefig(filename + ".svg", transparent=True)
+ # Save all inputs to csv:
+ np.savetxt(filename + "_data" + ".csv", data, delimiter=",")
+ if mask is not None:
+ np.savetxt(filename + "_mask" + ".csv", mask, delimiter=",")
+
+ return ax
+
+
+def plot_pcolormesh(data, xs, ys, mask=None, cmap=None, ax=None, vlim=None, transparency=1.0,
+ xlabel="Time (s)", ylabel="Time (s)", cbar_label="Accuracy", filename=None, vline=0,
+ title=None, square_fig=False):
+ if ax is None:
+ if square_fig:
+ fig, ax = plt.subplots(figsize=[mm2inch(fig_size[0]),
+ mm2inch(fig_size[0])])
+ else:
+ fig, ax = plt.subplots(figsize=[mm2inch(fig_size[0]),
+ mm2inch(fig_size[1])])
+
+ if vlim is None:
+ vlim = [np.percentile(data, 5), np.percentile(data, 95)]
+
+ if cmap is None:
+ cmap = def_cmap
+
+ im = ax.pcolormesh(xs, ys, data,
+ cmap=cmap, vmin=vlim[0], vmax=vlim[1],
+ alpha=transparency, rasterized=True)
+
+ if mask is not None:
+ sig_data = data
+ sig_data[~mask] = np.nan
+ if not np.isnan(mask).all():
+ ax.pcolormesh(xs, ys, sig_data,
+ cmap=cmap, vmin=vlim[0], vmax=vlim[1], rasterized=True)
+ ax.contour(xs, ys, mask > 0, colors="k")
+
+ # Add the axis labels and so on:
+ ax.set_xlim([xs[0], xs[-1]])
+ ax.set_ylim([ys[0], ys[-1]])
+ ax.set_xlabel(xlabel)
+ ax.set_ylabel(ylabel)
+ if title is not None:
+ ax.set_title(title)
+ ax.axvline(vline, color='k')
+ ax.axhline(vline, color='k')
+ plt.tight_layout()
+ cb = plt.colorbar(im)
+ cb.ax.set_ylabel(cbar_label)
+ cb.ax.tick_params(labelsize=12)
+ cb.ax.set_yscale('linear') # To make sure that the spacing is correct despite normalization
+ if filename is not None:
+ # Save to png
+ plt.savefig(filename, transparent=True, dpi=param["fig_res_dpi"])
+ # Save to svg:
+ filename, file_extension = os.path.splitext(filename)
+ plt.savefig(filename + ".svg", transparent=True)
+ plt.savefig(filename + ".pdf", transparent=True)
+ # Save all inputs to csv:
+ np.savetxt(filename + "_data" + ".csv", data, delimiter=",")
+ if mask is not None:
+ np.savetxt(filename + "_mask" + ".csv", mask, delimiter=",")
+
+ return ax
+
+
+def plot_time_series(data, t0, tend, ax=None, err=None, colors=None, vlines=None, xlim=None, ylim=None,
+ xlabel="Time (s)", ylabel="Activation", err_transparency=0.2,
+ filename=None, title=None, square_fig=False, conditions=None, do_legend=True,
+ patches=None, patch_color="r", patch_transparency=0.2):
+ """
+ This function plots times series such as average of iEEG activation across trials and/or electrodes... If the error
+ parameter is passed, the error will be plotted as shaded around the main line. Additionally, patches
+ can be plotted over the data to represent significance or time windows of interest... Additionally, vertical lines
+ can be plotted to delimitate relevant time points.
+ :param data: (2D numpy array) contains time series to plot. The first dimension should be different conditiosn
+ and the last dimension is time! The first dimension here should be ordered according to the other parameters,
+ such as the conditions, errors...
+ :param t0: (float) time 0, i.e. the first time point in the data to be able to create meaningful axes
+ :param tend: (float) final time point, i.e. the last time point in the data to be able to create meaningful axes
+ :param ax: (matplotlib ax object) ax on which to plot the data. If not passed, a new figure will be created
+ :param err: (2D numpy array) contains errors of the time series to plot. The first dimension should be different
+ conditions and the last dimension is time! The first dimension here should be ordered according to the other
+ parameters, such as the data, conditions...
+ :param colors: (list of string or RGB float triplets) colors of each condition. There should be as many as there
+ are rows in the data
+ :param vlines: (list of floats) x coordinates at which to draw the vertical lines
+ :param xlim: (list of 2 floats) limits of the x axis if any
+ :param ylim: (list of 2 floats) limits of the y axis if any
+ :param xlabel: (string) xlabel fo the data
+ :param ylabel: (string) ylabel fo the data
+ :param filename: (string or pathlib path object) name of the file to save the figures to. If not passed, nothing
+ will be saved. Must be the full name with png extension. The script will take care of saving the data to svg as well
+ and as csv
+ :param title: (string) title of the figure
+ :param square_fig: (boolean) whether or not to have the figure squared proportions. Useful for temporal
+ generalization plots that are usually square!
+ :param err_transparency: (float) transparency of the errors around the mean
+ :param conditions: (list of strings) name of each condition to be plotted, for legend
+ :param do_legend: (boolean) whether or not to plot the legend
+ :param patches: (list of 2 floats of list of list) x coordinates of the start and end of a patch
+ :param patch_color: (string or RGB triplet) color of the patch
+ :param patch_transparency: (float) transparency of the patch
+ :return:
+ """
+ if ax is None:
+ if square_fig:
+ fig, ax = plt.subplots(figsize=[mm2inch(fig_size[0]),
+ mm2inch(fig_size[0])])
+ else:
+ fig, ax = plt.subplots(figsize=[mm2inch(fig_size[0]),
+ mm2inch(fig_size[1])])
+ if conditions is None:
+ conditions = ["" for i in range(data.shape[0])]
+ if colors is None:
+ colors = [None for i in range(data.shape[0])]
+ # Create the time axis:
+ times = np.linspace(t0, tend, num=data.shape[1])
+ # Plot matrix with transparency:
+ for ind in range(data.shape[0]):
+ ax.plot(times, data[ind], color=colors[ind],
+ label=conditions[ind])
+ # Plot the errors:
+ if err is not None:
+ ax.fill_between(times, data[ind] - err[ind], data[ind] + err[ind],
+ color=colors[ind], alpha=err_transparency)
+ # Set the x limits:
+ ax.set_xlim(times[0], times[-1])
+ if xlim is not None:
+ ax.set_xlim(xlim[0], xlim[-1])
+ if ylim is not None:
+ ax.set_ylim(ylim[0], ylim[-1])
+ # Adding vlines:
+ if vlines is not None:
+ ax.vlines(vlines, ax.get_ylim()[0], ax.get_ylim()[1], linestyles='dashed', linewidth=1.5, colors='k')
+ # Adding patches:
+ if patches is not None:
+ if not isinstance(patches[0], list):
+ ax.axvspan(patches[0], patches[1], fc=patch_color, alpha=patch_transparency)
+ else:
+ for patch in patches:
+ ax.axvspan(patch[0], patch[1], fc=patch_color, alpha=patch_transparency)
+
+ # Add the labels title and so on:
+ ax.set_xlabel(xlabel)
+ ax.set_ylabel(ylabel)
+ if title is not None:
+ ax.set_title(title)
+ if do_legend:
+ ax.legend()
+ plt.tight_layout()
+ if filename is not None:
+ # Save to png
+ plt.savefig(filename, transparent=True, dpi=param["fig_res_dpi"])
+ # Save to svg:
+ filename, file_extension = os.path.splitext(filename)
+ plt.savefig(filename + ".svg", transparent=True)
+ # Save all inputs to csv:
+ np.savetxt(filename + "_data" + ".csv", data, delimiter=",")
+ np.savetxt(filename + "_error" + ".csv", err, delimiter=",")
+
+ return ax
+
+
+def plot_rasters(data, t0, tend, cmap=None, ax=None, ylim=None, midpoint=None, transparency=1.0,
+ xlabel="Time (s)", ylabel="Time (s)", cbar_label="Accuracy", filename=None, vlines=0,
+ title=None, square_fig=False, conditions=None, cond_order=None):
+ """
+ This function plots 2D matrices such as temporal generalization decoding or time frequency decompositions with or
+ without significance. If a significance mask is passed, the significance pixels will be surrounded with significance
+ line. The significance parts will be fully opaque but the non-significant patches transparency can be controlled
+ by the transparency parameter
+ :param data: (2D numpy array) data to plot
+ :param t0: (float) time 0, i.e. the first time point in the data to be able to create meaningful axes
+ :param tend: (float) final time point, i.e. the last time point in the data to be able to create meaningful axes
+ :param cmap: (string) name of the color map
+ :param ax: (matplotlib ax object) ax on which to plot the data. If not passed, a new figure will be created
+ :param ylim: (list of 2 floats) limits of the data for the plotting. If not passed, taking the 5 and 95 percentiles
+ of the data
+ :param midpoint: (float) midpoint of the data. Centers the color bar on this value.
+ :param transparency: (float) transparency of the non-significant patches of the matrix
+ :param xlabel: (string) xlabel fo the data
+ :param ylabel: (string) ylabel fo the data
+ :param cbar_label: (string) label of the color bar
+ :param filename: (string or pathlib path object) name of the file to save the figures to. If not passed, nothing
+ will be saved. Must be the full name with png extension. The script will take care of saving the data to svg as well
+ and as csv
+ :param vlines: (float) coordinates of vertical and horizontal lines to plot
+ :param title: (string) title of the figure
+ :param square_fig: (boolean) whether or not to have the figure squared proportions. Useful for temporal
+ generalization plots that are usually square!
+ :param conditions: (list or iterable of some sort) condition of each trial to order them properly.
+ :param cond_order: (list) order in which to sort the conditions. So say you are trying to plot faces,
+ objects, letters and so on, and you want to enforce that in the plot the faces appear first, then the objects,
+ then the letters, pass the list ["face", "object", "letter"]
+ :return:
+ """
+ if ax is None:
+ if square_fig:
+ fig, ax = plt.subplots(figsize=[mm2inch(fig_size[0]),
+ mm2inch(fig_size[0])])
+ else:
+ fig, ax = plt.subplots(figsize=[mm2inch(fig_size[0]),
+ mm2inch(fig_size[1])])
+ if ylim is None:
+ ylim = [np.percentile(data, 5), np.percentile(data, 95)]
+ if midpoint is not None:
+ try:
+ norm = matplotlib.colors.TwoSlopeNorm(vmin=ylim[0], vcenter=midpoint, vmax=ylim[1])
+ except ValueError:
+ print("WARNING: The midpoint is outside the range defined by ylim[0] and ylim[1]! We will continue without"
+ "normalization")
+ norm = None
+ else:
+ norm = None
+ if cmap is None:
+ cmap = def_cmap
+ if square_fig:
+ aspect = "equal"
+ else:
+ aspect = "auto"
+ # Sorting the epochs if not plotting:
+ if conditions is not None:
+ conditions = np.array(conditions)
+ if cond_order is not None:
+ inds = []
+ for cond in cond_order:
+ inds.append(np.where(conditions == cond)[0])
+ inds = np.concatenate(inds)
+ else:
+ inds = np.argsort(conditions)
+ data = data[inds, :]
+ # Plot matrix with transparency:
+ im = ax.imshow(data, cmap=cmap, norm=norm,
+ extent=[t0, tend, 0, data.shape[0]],
+ origin="lower", alpha=transparency, aspect=aspect)
+ # Sort the conditions accordingly:
+ if conditions is not None:
+ conditions = conditions[inds]
+ if cond_order is not None:
+ y_labels = cond_order
+ else:
+ y_labels = np.unique(conditions)
+ # Convert the conditions to numbers:
+ for ind, cond in enumerate(y_labels):
+ conditions[np.where(conditions == cond)[0]] = ind
+ hlines_loc = np.where(np.diff(conditions.astype(int)) == 1)[0] + 1
+ # Plot horizontal lines to delimitate the conditions:
+ [ax.axhline(loc, color='k', linestyle=":") for loc in hlines_loc]
+ # Add the tick marks in between each hline:
+ ticks = []
+ for ind, loc in enumerate(hlines_loc):
+ if ind == 0:
+ ticks.append(loc / 2)
+ else:
+ ticks.append(loc - ((loc - hlines_loc[ind - 1]) / 2))
+ # Add the last tick:
+ ticks.append(hlines_loc[-1] + ((data.shape[0] - hlines_loc[-1]) / 2))
+ ax.set_yticks(ticks)
+ ax.set_yticklabels(y_labels)
+
+ # Add the axis labels and so on:
+ ax.set_xlabel(xlabel)
+ ax.set_ylabel(ylabel)
+ if title is not None:
+ ax.set_title(title)
+ if vlines is not None:
+ ax.vlines(vlines, ax.get_ylim()[0], ax.get_ylim()[1], linestyles='dashed', linewidth=1, colors='k')
+ plt.tight_layout()
+ cb = plt.colorbar(im)
+ cb.ax.set_ylabel(cbar_label)
+ cb.ax.set_yscale('linear') # To make sure that the spacing is correct despite normalization
+ if filename is not None:
+ # Save to png
+ plt.savefig(filename, transparent=True, dpi=param["fig_res_dpi"])
+ # Save to svg:
+ filename, file_extension = os.path.splitext(filename)
+ plt.savefig(filename + ".svg", transparent=True)
+ # Save all inputs to csv:
+ np.savetxt(filename + "_data" + ".csv", data, delimiter=",")
+
+ return ax
+
+
+# plot_brain - surface plots
+# credit where credit is due:
+# This script heavily adapted from https://github.com/greydongilmore/seeg2bids-pipeline/blob/9055da475411032a49685ab6552253843b63b042/workflow/scripts/brain4views.py
+
+# transformations from 3D -> 2D using PolyCollection
+# see also: https://matplotlib.org/matplotblog/posts/custom-3d-engine/
+
+EPSILON = 1e-12 # small value to add to avoid division with zero
+
+
+def normalize_v3(arr):
+ """Normalize a numpy array of 3 component vectors shape=(n,3)"""
+ lens = np.sqrt(arr[:, 0] ** 2 + arr[:, 1] ** 2 + arr[:, 2] ** 2)
+ arr[:, 0] /= lens + EPSILON
+ arr[:, 1] /= lens + EPSILON
+ arr[:, 2] /= lens + EPSILON
+ return arr
+
+
+def normal_vectors(vertices, faces):
+ tris = vertices[faces]
+ n = np.cross(tris[::, 1] - tris[::, 0], tris[::, 2] - tris[::, 0])
+ n = normalize_v3(n)
+ return n
+
+
+def frustum(left, right, bottom, top, znear, zfar):
+ M = np.zeros((4, 4), dtype=np.float32)
+ M[0, 0] = +2.0 * znear / (right - left)
+ M[1, 1] = +2.0 * znear / (top - bottom)
+ M[2, 2] = -(zfar + znear) / (zfar - znear)
+ M[0, 2] = (right + left) / (right - left)
+ M[2, 1] = (top + bottom) / (top - bottom)
+ M[2, 3] = -2.0 * znear * zfar / (zfar - znear)
+ M[3, 2] = -1.0
+ return M
+
+
+def perspective(fovy, aspect, znear, zfar):
+ h = np.tan(0.5 * np.radians(fovy)) * znear
+ w = h * aspect
+ return frustum(-w, w, -h, h, znear, zfar)
+
+
+def translate(x, y, z):
+ return np.array(
+ [[1, 0, 0, x], [0, 1, 0, y], [0, 0, 1, z], [0, 0, 0, 1]], dtype=float
+ )
+
+
+def xrotate(theta):
+ t = np.pi * theta / 180
+ c, s = np.cos(t), np.sin(t)
+ return np.array(
+ [[1, 0, 0, 0], [0, c, -s, 0], [0, s, c, 0], [0, 0, 0, 1]], dtype=float
+ )
+
+
+def yrotate(theta):
+ t = np.pi * theta / 180
+ c, s = np.cos(t), np.sin(t)
+ return np.array(
+ [[c, 0, s, 0], [0, 1, 0, 0], [-s, 0, c, 0], [0, 0, 0, 1]], dtype=float
+ )
+
+
+def zrotate(theta):
+ t = np.pi * theta / 180
+ c, s = np.cos(t), np.sin(t)
+ return np.array(
+ [[c, -s, 0, 0], [s, c, 0, 0], [0, 0, 1, 0], [0, 0, 0, 1]], dtype=float
+ )
+
+
+def shading_intensity(vertices, faces, light=np.array([0, 0, 1]), shading=0.7):
+ """shade calculation based on light source
+ default is vertical light.
+ shading controls amount of shading.
+ Also saturates so top 20 % of vertices all have max intensity."""
+ face_normals = normal_vectors(vertices, faces)
+ intensity = np.dot(face_normals, light)
+ intensity[np.isnan(intensity)] = 1
+ shading = 0.7
+ # top 20% all become fully coloured
+ intensity = (1 - shading) + shading * (intensity - np.min(intensity)) / (
+ (np.percentile(intensity, 80) - np.min(intensity)))
+ # saturate
+ intensity[intensity > 1] = 1
+
+ return intensity
+
+
+def plot_brain(subject='fsaverage', subjects_dir=None, surface='inflated', hemi='lh', sulc_map='curv',
+ parc='aparc.a2009s', roi_map=None, roi_map_edge_color=None, roi_map_transparency=1.,
+ views=['lateral', 'medial'],
+ cmap='Oranges', colorbar=True, colorbar_title='ACC', colorbar_title_position='top', cmap_start=0.1,
+ cmap_end=1.,
+ vmin=None, vmax=None, overlay_method='overlay',
+ overlays=None, overlay_threshold=None, outline_overlay=False,
+ electrode_activations=None, vertex_distance=10., vertex_scaling='linear', vertex_scale=(1.0, 0.),
+ vertex_method='max',
+ scanner2tkr=(0, 0, 0), brain_cmap='Greys', brain_color_scale=(0.42, 0.58), brain_alpha=1, figsize=(8, 6),
+ save_file=None, dpi=300):
+ # plot brain surfaces and roi map overlays
+ #
+ # options:
+ # roi_map: dict of rois and associated values (e.g. ACC), example: {'G_front_middle': 0.98, 'Pole_temporal': 0.54, 'G_cuneus': 0.75}
+ # subject: freesurfer subject [default: fsaverage]
+ # subjects_dir: freesurfer subjects directory [default: none, find default freesurfer directory]
+ # surface: surface type to use, e.g., inflated, pial [default: 'inflated' ]
+ # hemi: hemisphere to use [default='lh']
+ # sulc_map: sulcus mapping to use, default is to use the curvature file [default: lh.curv]
+ # parc: parcellation file to use for roi_map. It should include the names of the roi_map keys [default: 'aparc.a2009s']
+ # views: views to show as strings [ 'lateral', 'medial'] or list of tuples as (x,y [,z]), x=rotation around horizontal plane, y = rotation on vertical plane, z = rotation on anterior/posterior plane
+ # colorbar: Add colorbar [default: True]
+ # cmap: colormap to use for roi_map [default: 'Oranges']
+ # overlay: load overlay (e.g. activation map) for coloring faces
+ # overlay_method: 'overlay' or 'blend' colors onto the brain [default: overlay]
+ #
+ # electrode_activations: Nx4 numpy array of electrodes coordinates (columsn 1-3) and activations (4th column)
+ # vertex_distance: distance (in mm) of activation extent
+ # vertex_scaling: method of activation decrease with distance (linear, gaussian, or exponential decay) [default: linear]
+ # vertex_scale: tuple or list of float shape (scale_at_center, scale_at_distance). Extent of scaling [default: (1., 0.)]
+ # vertex_method: Method for combining vertices [default: max]
+ #
+ # brain_cmap: colormap used for brain [default: 'Greys']
+ # brain_color_scale: range of cmap values to use [default: (0.42, 0.58) produces narrow grey range used for standrd inflated surfaces]
+ # brain_alpha: transparency of the surface
+ # figsize: sigure size
+ # save_file: filename to save figure to
+ # dpi: dpi to save with
+
+ # TODO: need to update lighting for non-standard views, (e.g., ventral, dorsal)
+
+ # some checks
+ assert type(figsize) is tuple and len(figsize) == 2, 'figsize must be tuple of length 2'
+ if roi_map is not None:
+ assert (parc is not None), 'Parcelelation file is required to map rois'
+ if subjects_dir is None:
+ subjects_dir = get_subjects_dir(raise_error=True)
+
+ if not os.path.exists(surface):
+ # generate from freesurfer folder
+ surface = os.path.join(subjects_dir, subject, 'surf', hemi + os.path.extsep + surface)
+ vertices, faces = read_surface(surface)
+ if scanner2tkr is None:
+ # get from original mri
+ mri_orig = os.path.join(subjects_dir, subject, 'mri', 'orig.mgz')
+ scanner2tkr, _ = run_subprocess(['mri_info', '--scanner2tkr', mri_orig])
+ scanner2tkr = np.fromstring(scanner2tkr, sep=' ').astype(float)
+ scanner2tkr = scanner2tkr.reshape(4, 4)
+ scanner2tkr = scanner2tkr[0:3, -1]
+ vertices -= scanner2tkr
+
+ vertices_orig, faces_orig = vertices, faces # needed by overlays in original form
+
+ # read in annotation file
+ if parc is not None:
+ if not os.path.exists(parc):
+ parc = os.path.join(subjects_dir, subject, 'label', hemi + os.path.extsep + parc + '.annot')
+ assert os.path.exists(parc), ('could not locate parcellation file at %s' % parc)
+ annot_vert, annot_tbl, annot_anatomy = _read_annot(parc)
+
+ # parse views
+ view_strings = {'lh': {'lateral': (-90, 0, 0), 'medial': (90, 0, 0), 'rostral': (0, 0, 0), 'caudal': (180, 0, 0),
+ 'dorsal': (180, 0, 90), 'ventral': (0, 0, 90)},
+ 'rh': {'lateral': (90, 0, 0), 'medial': (-90, 0, 0), 'rostral': (0, 0, 0), 'caudal': (180, 0, 0),
+ 'dorsal': (180, 0, 90), 'ventral': (0, 0, 90)},
+ }
+ v = []
+ for vv in views:
+ if type(vv) == str:
+ v.append(view_strings[hemi][vv])
+ else:
+ v.append(vv + (0,)) # append tuple(0) to ensure at least 3 dims
+ views = v
+
+ ##################################
+ # eletrode activations.
+ # Needs to be done before any scaling of vertices since distances are computed
+ vertex_activations = []
+ if electrode_activations is not None:
+
+ # Needs to be done on the pial surface since electrode distance to pial surface is required to map activation.
+ # But after that it can be applied to the inflated since the vertex indices are the same
+ if os.path.splitext(surface)[1] == '.pial':
+ vertices_pial = vertices
+ else:
+ surface = os.path.join(subjects_dir, subject, 'surf', hemi + os.path.extsep + 'pial')
+ vertices_pial, _ = read_surface(surface)
+ vertices_pial -= scanner2tkr
+
+ # find closest vertex
+ for i in range(electrode_activations.shape[0]):
+ coords = electrode_activations[i, 0:3]
+ val = electrode_activations[i, 3]
+ tmp = np.sqrt((vertices_pial[:, 0] - coords[0]) ** 2 + (vertices_pial[:, 1] - coords[1]) ** 2 + (
+ vertices_pial[:, 2] - coords[2]) ** 2)
+ vertex_id = np.argmin(tmp)
+ tmp = np.sqrt((vertices_pial[:, 0] - vertices_pial[vertex_id, 0]) ** 2 + (
+ vertices_pial[:, 1] - vertices_pial[vertex_id, 1]) ** 2 + (
+ vertices_pial[:, 2] - vertices_pial[vertex_id, 2]) ** 2)
+ vertex_nbrs = np.where(tmp < vertex_distance)[0]
+ vertex_nbrs = vertex_nbrs[np.argsort(tmp[vertex_nbrs])]
+
+ # update this to be based on distance from center vertex
+ if vertex_scaling == 'guassian':
+ mx = np.max(tmp[vertex_nbrs])
+ sigma = 0.8 / 2
+ vertex_vals = np.exp(-(((tmp[vertex_nbrs] / mx) ** 2) / (2 * sigma ** 2)));
+ else: # linear
+ vertex_vals = val * (1 - tmp[vertex_nbrs] / vertex_distance)
+ vertex_activations.append([vertex_nbrs, vertex_vals])
+
+ vert_range = max(vertices.max(0) - vertices.min(0))
+ vertices = (vertices - (vertices.max(0) + vertices.min(0)) / 2) / vert_range
+
+ face_normals = normal_vectors(vertices, faces)
+ light = np.array([0, 0, 1])
+ intensity = np.dot(face_normals, light)
+ shading = 0.7 # shading 0-1. 0=none. 1=full
+ # top 20% all become fully colored
+ denom = np.percentile(intensity, 80) - np.min(intensity)
+ intensity = (1 - shading) + shading * (intensity - np.min(intensity)) / denom
+ intensity[intensity > 1] = 1
+
+ # instantiate face colors
+ face_colors = np.ones((faces.shape[0], 4))
+
+ # generate sulcal map definition
+ sulc = np.ones(vertices.shape[0]) * 0.5
+ if sulc_map is not None:
+ # read in sulcal file (typically curv file)
+ if os.path.exists(sulc_map):
+ # full path file
+ sulc_file = sulc_map
+ else:
+ sulc_file = os.path.join(subjects_dir, subject, 'surf', hemi + os.path.extsep + sulc_map)
+ assert os.path.exists(sulc_file), ('could not locate sulc_map file at %s' % sulc_file)
+ sulc = read_curvature(sulc_file, binary=False)
+ sulc_faces = np.mean(sulc[faces], axis=1)
+
+ # binarize sulcal map
+ if sulc_faces.min() != sulc_faces.max():
+ neg_sulc = np.where(sulc_faces <= 0)
+ pos_sulc = np.where(sulc_faces > 0)
+ sulc_faces[neg_sulc] = 0
+ sulc_faces[pos_sulc] = 1
+
+ # mask, unused for now
+ # mask = np.zeros(vertices.shape[0]).astype(bool)
+
+ # assign greyscale colormap to sulcal map faces
+ greys = plt.get_cmap(brain_cmap, 512)
+ greys_narrow = ListedColormap(greys(np.linspace(brain_color_scale[0], brain_color_scale[1], 256)))
+ face_colors = greys_narrow(sulc_faces)
+
+ ##################################
+ # nifti overlays
+ overlay = []
+ avg_method = "mean"
+ if overlays is not None:
+ kept_indices = np.arange(sulc_faces.shape[0])
+ img = load_img(overlays[0])
+
+ # we ned the pial surface to do the proper mapping
+ if os.path.splitext(surface)[1] == '.pial':
+ surf = surface
+ else:
+ surf = os.path.join(subjects_dir, subject, 'surf', hemi + os.path.extsep + 'pial')
+
+ overlay = vol_to_surf(img, surf) # Open brain plot:
+ # create face values from vertex values by selected avg methods
+ if avg_method == "mean":
+ overlay_faces = np.mean(overlay[faces], axis=1)
+ elif avg_method == "median":
+ overlay_faces = np.median(overlay[faces], axis=1)
+
+ # if no vmin/vmax are passed figure them out from the data
+ if vmin is None:
+ vmin = np.nanmin(overlay_faces)
+ if vmax is None:
+ vmax = np.nanmax(overlay_faces)
+
+ # colors for roi map based on cmap provided
+ norm = colors.Normalize(vmin=vmin, vmax=vmax)
+ # reindex the colormap so it starts deeper into the colorscale (e.g. color values = 0.1-1 over the scale of vmin-vmax (ACC) of purple)
+ if isinstance(cmap, list):
+ cmap = ListedColormap(cmap)
+ else:
+ cmap = ListedColormap(cm.get_cmap(cmap)(np.linspace(cmap_start, cmap_end, 128)))
+
+ # threshold if indicated
+ if overlay_threshold is not None:
+ valid_indices = np.where(np.abs(overlay_faces) > overlay_threshold)[0]
+ kept_indices = [i for i in kept_indices if i in valid_indices]
+
+ # assign colormap to overlay
+ overlay_faces = overlay_faces - vmin
+ overlay_faces = overlay_faces / (vmax - vmin)
+ face_colors[kept_indices] = cmap(overlay_faces[kept_indices])
+
+ if outline_overlay:
+ ward = Parcellations(method='ward', n_parcels=50,
+ standardize=False, smoothing_fwhm=None,
+ memory='nilearn_cache', memory_level=1,
+ verbose=0)
+ ward.fit(img)
+ ward_labels_img = ward.labels_img_
+ texture = vol_to_surf(ward_labels_img, surf)
+ texture[overlay == 0] = 0
+ texture[overlay > overlay_threshold] = 1
+
+ levels = np.unique(texture)
+ labels = [None] * len(levels)
+ for level, label in zip(levels, labels):
+ roi_indices = np.where(texture == level)[0]
+ faces_outside = _get_faces_on_edge(faces, roi_indices)
+ face_colors[faces_outside] = [0., 0., 0., 1.]
+
+ ##################################
+ # roi labeling/coloring
+ label_masks = []
+ label_val = []
+ label_outlines = []
+ if roi_map is not None:
+
+ vals = [val for val in roi_map.values()]
+ # figure out vmin/vmax from label_val, if vmin/vmax not provided
+ if vmin is None:
+ vmin = np.min(vals)
+ if vmax is None:
+ vmax = np.max(vals)
+
+ # colors for roi map based on cmap provided
+ norm = colors.Normalize(vmin=vmin, vmax=vmax)
+ # reindex the colormap so it starts deeper into the colorscale (e.g. color values = 0.1-1 over the scale of vmin-vmax (ACC) of purple)
+ if isinstance(cmap, list):
+ cmap = ListedColormap(cmap)
+ else:
+ cmap = ListedColormap(cm.get_cmap(cmap)(np.linspace(cmap_start, cmap_end, 128)))
+
+ # loop through the dictionary and color rois
+ for i, roi in enumerate(roi_map):
+ L_mask = np.zeros(vertices.shape[0]).astype(bool)
+ idx_ = annot_anatomy.index(roi.encode())
+ vertex_val = annot_tbl[idx_, -1]
+ vertex_idx = np.where(annot_vert == vertex_val)[0]
+
+ L_mask[vertex_idx] = 1 # label vertices = 1
+ label_masks.append(L_mask)
+ label_val.append(roi_map[roi])
+
+ if roi_map_edge_color is not None:
+ L_outline = np.zeros(vertices.shape[0]).astype(bool)
+ # get edges of this label
+ scalars = np.zeros(vertices.shape[0])
+ scalars[vertex_idx] = 1
+ keep_idx = _mesh_borders(faces, scalars)
+ keep_idx = np.in1d(faces.ravel(), keep_idx)
+ keep_idx.shape = faces.shape
+ keep_idx = faces[np.any(keep_idx, axis=1)]
+ keep_idx = np.unique(keep_idx)
+ vertex_idx = keep_idx
+ L_outline[vertex_idx] = 1
+
+ label_outlines.append(L_outline)
+
+ label_mask_faces = [np.median(L[faces], axis=1) for L in label_masks]
+
+ # assign label faces to appropriate color
+ for i, L in enumerate(label_mask_faces):
+ L_idx = np.where(L >= 0.5)
+ # blend (multiply) label color with underlying color
+ # face_colors[L_idx] = face_colors[L_idx] * [1., 0., 0., 1.]
+ if overlay_method == 'blend':
+ face_colors[L_idx] = face_colors[L_idx] * cmap(norm(label_val[i])) * np.array(
+ (1, 1, 1, roi_map_transparency))
+ else:
+ face_colors[L_idx] = cmap(norm(label_val[i])) * np.array((1, 1, 1, roi_map_transparency))
+
+ if roi_map_edge_color is not None:
+ if isinstance(roi_map_edge_color, str) and (roi_map_edge_color == 'thin'):
+ texture = np.zeros(vertices.shape[0]).astype(bool)
+ texture[faces[:, 0]] = (face_colors[:, 0] != face_colors[:, 1])
+ levels = np.unique(texture)
+ labels = [None] * len(levels)
+ for level, label in zip(levels, labels):
+ roi_indices = np.where(texture == level)[0]
+ faces_outside = _get_faces_on_edge(faces, roi_indices)
+ face_colors[faces_outside] = [0., 0., 0., 1.]
+ else:
+ label_outline_faces = [np.median(L[faces], axis=1) for L in label_outlines]
+ # assign label faces to appropriate color
+ for i, L in enumerate(label_outline_faces):
+ L_idx = np.where(L >= 0.5)
+ # blend (multiply) label color with underlying color
+ # face_colors[L_idx] = face_colors[L_idx] * [1., 0., 0., 1.]
+ face_colors[L_idx] = roi_map_edge_color + list([1])
+
+ ##################################
+ # vertex coloring for activations
+ if len(vertex_activations):
+
+ # figure out vmin/vmax from activation values
+ if vmin is None:
+ vmin = np.min(electrode_activations[:, 3].min())
+ if vmax is None:
+ vmax = np.max(electrode_activations[:, 3].max())
+
+ norm = colors.Normalize(vmin=vmin, vmax=vmax)
+ cmap = ListedColormap(cm.get_cmap(cmap)(np.linspace(0.1, 1, 128)))
+ # compile all vertex indices into a dict and then get mean value per index
+ indices = []
+ for vertex_nbrs, vertex_vals in vertex_activations:
+ indices.append(vertex_nbrs)
+ indices = np.concatenate(indices)
+ vert_indices = {k: [] for k in indices}
+
+ # now add values to them
+ for vertex_nbrs, vertex_vals in vertex_activations:
+ for i, idx in enumerate(vertex_nbrs):
+ vert_indices[idx].append(vertex_vals[i])
+
+ # finally add the face color based on these indices
+ for idx in vert_indices.keys():
+ idx_ = np.where(faces == idx)[0]
+ if overlay_method == 'blend':
+ face_colors[idx_] = face_colors[idx_] * cmap(norm(np.max(vert_indices[idx])))
+ else:
+ face_colors[idx_] = cmap(norm(np.max(vert_indices[idx])))
+
+ # apply shading after the facecolors are set
+ # face_colors[:, 0] *= intensity
+ # face_colors[:, 1] *= intensity
+ # face_colors[:, 2] *= intensity
+
+ ##################################
+ # Draw the plot
+ fig = plt.figure(figsize=figsize)
+ axwidth = 1 / len(views)
+ for i, view in enumerate(views):
+ MVP = (
+ perspective(25, 1, 1, 100)
+ @ translate(0, 0, -3 - (view[2] > 0) * 1) # adjust if z-axis roated TODO: make more dynamic
+ # the coordinate system is not like in mni space (e.g. x = left-to-right, y=anterior-to-posterior, z = ventral-to-dorsal)
+ # first 2 rotaions, put in back in this type of coordinate systems. The view=[rotation_around_horizontal_pane rotation_around_vertical_plane]
+ @ xrotate(-90)
+ @ zrotate(180)
+ @ zrotate(view[0]) # around horizontal
+ @ yrotate(view[1]) # around vertical
+ @ xrotate(view[2]) # around other vertical
+ )
+ # adapt lighting
+ light = np.array([0, 0, 1, 1]) @ zrotate(view[0]) @ yrotate(view[1]) @ xrotate(view[2])
+ intensity = shading_intensity(vertices, faces, light=light[:3], shading=0.7)
+ fcolor = face_colors.copy()
+ fcolor[:, 0] *= intensity
+ fcolor[:, 1] *= intensity
+ fcolor[:, 2] *= intensity
+
+ # translate coordinates based on viewing position
+ V = np.c_[vertices, np.ones(len(vertices))] @ MVP.T
+ V /= V[:, 3].reshape(-1, 1)
+ V = V[faces]
+
+ # triangle coordinates
+ T = V[:, :, :2]
+ # get Z values for ordering triangle plotting
+ Z = -V[:, :, 2].mean(axis=1)
+ # sort the triangles based on their z coordinate
+ Zorder = np.argsort(Z)
+ T, C = T[Zorder, :], fcolor[Zorder, :]
+
+ # add subplot and plot PolyCollection
+ # ax = fig.add_subplot(
+ # 1,
+ # 2,
+ # i + 1,
+ # xlim=[-1, +1],
+ # ylim=[-0.6, +0.6],
+ # frameon=False,
+ # aspect=1,
+ # xticks=[],
+ # yticks=[],
+ # )
+ ax = fig.add_axes(
+ ((i) * axwidth, 0, axwidth, 1),
+ xlim=[-1, +1],
+ ylim=[-0.6, +0.6],
+ frameon=False,
+ aspect=1,
+ xticks=[],
+ yticks=[],
+ label=('mesh'),
+ )
+ collection = PolyCollection(
+ T, closed=True, antialiased=False, facecolor=C, edgecolor=C, linewidth=0
+ )
+ collection.set_alpha(brain_alpha)
+ # collection.set_rasterized(True)
+ ax.add_collection(collection)
+ plt.subplots_adjust(wspace=0)
+
+ threshold = None
+ if colorbar:
+
+ our_cmap = plt.get_cmap(cmap)
+ norm = Normalize(vmin=vmin, vmax=vmax)
+ bounds = np.linspace(vmin, vmax, our_cmap.N)
+
+ if threshold is None:
+ ticks = [vmin, vmax]
+ elif threshold == vmin:
+ ticks = [vmin, vmax]
+ else:
+ if vmin >= 0:
+ ticks = [vmin, threshold, vmax]
+ else:
+ ticks = [vmin, -threshold, threshold, vmax]
+
+ cmaplist = [our_cmap(i) for i in range(our_cmap.N)]
+ # set colors to grey for absolute values < threshold
+ istart = int(norm(-threshold, clip=True) * (our_cmap.N - 1))
+ istop = int(norm(threshold, clip=True) * (our_cmap.N - 1))
+ for i in range(istart, istop):
+ cmaplist[i] = (0.5, 0.5, 0.5, 1.0)
+ our_cmap = LinearSegmentedColormap.from_list(
+ "Custom cmap", cmaplist, our_cmap.N
+ )
+
+ # we need to create a proxy mappable
+ proxy_mappable = ScalarMappable(cmap=our_cmap, norm=norm)
+ # proxy_mappable.set_array(overlay_faces)
+ proxy_mappable.set_array(face_colors)
+ cax = plt.axes([0.48, 0.5, 0.04, 0.2])
+ cb = plt.colorbar(
+ proxy_mappable,
+ cax=cax,
+ boundaries=bounds,
+ ticks=ticks,
+ drawedges=False,
+ orientation="vertical",
+ )
+ cb.ax.tick_params(size=0, labelsize=8)
+ if colorbar_title_position == 'top':
+ cb.ax.set_title(colorbar_title, fontsize=10)
+ elif colorbar_title_position == 'right':
+ cb.ax.set_ylabel(colorbar_title, fontsize=10, rotation=270)
+ elif colorbar_title_position == 'left':
+ cb.ax.set_ylabel(colorbar_title, fontsize=10)
+ cb.ax.yaxis.set_label_position('left')
+
+ if save_file is not None:
+ plt.savefig(save_file, dpi=dpi)
+ # Save to svg:
+ filename, file_extension = os.path.splitext(save_file)
+
+ # raterize all "mesh" axes and save to pdf
+ for axx in [ax for ax in fig.axes if ax.get_label() == 'mesh']:
+ axx.collections[0].set_rasterized(True)
+
+ # export pdf
+ plt.savefig(filename + ".svg", transparent=True, dpi=dpi)
+ return fig
\ No newline at end of file
diff --git a/decoding/rename_confounds_tsv_files.m b/decoding/rename_confounds_tsv_files.m
new file mode 100644
index 0000000..bbc631c
--- /dev/null
+++ b/decoding/rename_confounds_tsv_files.m
@@ -0,0 +1,36 @@
+
+% Renames confounds tsv file generated by fmriprep for compatibility with nibetaseries
+% This step is necessary to run nibetaseries 0.6.0 as it expects the confounds tsv file to be named as xx_desc-confounds_regressors.tsv
+% while fmriprep 20.2.3 generates confounds tsv files as xx_desc-confounds_timeseries.tsv
+
+%Author: Aya Khalaf
+%Date created: 09-18-2021
+
+% BIDS path
+bids_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids';
+% fMRIprep pre-processed fMRI data path
+preprocessed_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/fmriprep';
+%Subject list
+tsv_data=tdfread(fullfile(bids_dir,'participants_fMRI_QC_included_phase3_sesV1.tsv'));
+phase3_subjects = tsv_data.participant_id;
+phase3_subjects = cellstr(phase3_subjects);
+subject_list = cell2struct(phase3_subjects, 'name', length(phase3_subjects));
+
+%Loop over subjects
+for sub = 1:size(subject_list,1)
+ID = subject_list(sub).name;
+if (isfolder(fullfile(preprocessed_dir,ID)))
+cd(fullfile(preprocessed_dir,ID,'ses-V1','func'))
+% Get all tsv files in the current folder
+files = dir('*.tsv');
+% Loop through files
+for id = 1:length(files)
+ % Specify the new file name to be xx_desc-confounds_regressors.tsv
+ new_file_name = strrep(files(id).name,'timeseries','regressors');
+ % To revert back the changes, specify the new file name to be xx_desc-confounds_timeseries.tsv
+ %new_file_name = strrep(files(id).name,'regressors','timeseries');
+ % Rename confounds tsv
+ movefile(files(id).name, new_file_name);
+end
+end
+end
diff --git a/decoding/roi_category_decoding_subject_level.py b/decoding/roi_category_decoding_subject_level.py
new file mode 100644
index 0000000..7af5195
--- /dev/null
+++ b/decoding/roi_category_decoding_subject_level.py
@@ -0,0 +1,298 @@
+"""
+Performs category decoding and obtains decoding accuracy for each ROI within each subject using an ROI-based decoding approach.
+The code uses single trial estimates calculated using nibetaseries 6.0 as input features to an SVM classifier
+
+Author: Aya Khalaf
+Email: aya.khalaf@yale.edu
+Date created: 07-04-2022
+Date modified: 12-11-2022
+"""
+
+import os
+import operator
+import pandas as pd
+import numpy as np
+
+
+
+# BIDS path
+bids_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids'
+# fMRIprep path
+preprocessed_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/fmriprep'
+# nibetaseries trial estimates path
+nibetaseries_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/nibetaseries'
+# functional ROIs path
+func_rois_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding_rois'
+
+# GNW ROI list
+GNW_roi_list = ['G_and_S_cingul-Ant', 'G_and_S_cingul-Mid-Ant', 'G_and_S_cingul-Mid-Post', 'G_front_inf-Opercular', 'G_front_inf-Orbital', 'G_front_inf-Triangul', 'G_front_middle', 'Lat_Fis-ant-Horizont', 'Lat_Fis-ant-Vertical', 'S_front_inf', 'S_front_middle', 'S_front_sup']
+# IIT Basic ROI list
+IIT_roi_list_1 = ['G_temporal_inf', 'Pole_temporal', 'G_cuneus', 'G_occipital_sup', 'G_oc-temp_med-Lingual', 'Pole_occipital', 'S_calcarine', 'G_and_S_occipital_inf', 'G_occipital_middle', 'G_oc-temp_lat-fusifor', 'G_oc-temp_med-Parahip', 'S_intrapariet_and_P_trans', 'S_oc_middle_and_Lunatus', 'S_oc_sup_and_transversal', 'S_temporal_sup']
+# IIT extended ROI list
+IIT_roi_list_2 = ['G_precentral', 'G_temp_sup-Lateral', 'G_temp_sup-Plan_tempo', 'G_pariet_inf-Supramar', 'G_temporal_middle', 'S_temporal_inf', 'G_orbital', 'G_pariet_inf-Angular', 'S_interm_prim-Jensen', 'S_occipital_ant', 'S_oc-temp_lat', 'S_precentral-inf-part']
+# IIT excluded ROI List
+IIT_roi_list_3 = ['G_and_S_frontomargin', 'G_and_S_transv_frontopol', 'G_front_sup', 'G_rectus', 'G_subcallosal', 'S_orbital_lateral', 'S_orbital_med-olfact', 'S_orbital-H_Shaped', 'S_suborbital']
+# IIT ROI list
+IIT_roi_list = IIT_roi_list_1 + IIT_roi_list_2 + IIT_roi_list_3
+
+# Create IIT and GNW labels for each ROI
+GNW_label = list()
+IIT_label = list()
+GNW_label = ['GNW'] * len(GNW_roi_list)
+IIT_label = ['IIT'] * len(IIT_roi_list)
+roi_labels_list = GNW_label + IIT_label
+selected_roi_list = GNW_roi_list+IIT_roi_list
+
+# GNW/IIT ROIs combining all ROIs that represent GNW/IIT
+combined_roi_list =['GNW', 'IIT_extended', 'IIT_excluded', 'IIT']
+# Add combined GNW/IIT ROIs to the list and add corresponding labels
+roi_labels_list = roi_labels_list + ['GNW', 'IIT', 'IIT', 'IIT']
+selected_roi_list = selected_roi_list + combined_roi_list
+
+# Select whether to do within condition decoding or test generalization across conditions - options 'within_condition' and 'generalization'
+approach = 'generalization'
+# if approach = 'within_condition', the line below selects whether to perform decoding within relevant or irrelevant condition - options 'relevant' and 'irrelevant'
+# if approach = 'generalization', the line below selects whether to perform decoding within relevant or irrelevant condition - options 'relevant-irrelevant' and 'irrelevant-relevant'
+condition = 'irrelevant-relevant'
+
+# Select classifier - options 'SVM', 'LR', 'LDA', 'NB', 'KNN', and 'RF'
+classifier = 'SVM'
+# Number of voxels per ROI (ROI size)
+n_voxels = 300
+# Number of runs
+number_of_runs = 8
+# Scan repetition time
+TR = 1.5
+# Stimulus categories to be decoded - options include 'face', 'object', 'letter' , and 'falseFont'
+stimulus_categories = ['face', 'object']
+# Select functional ROIs that were created using the data of the selected decoding condition
+if ((condition == 'relevant') | (condition == 'relevant-irrelevant') ):
+ roi_condition ='rel'
+elif ((condition == 'irrelevant') | (condition == 'irrelevant-relevant')):
+ roi_condition = 'irrel'
+
+# Output path
+output_dir = os.path.join('/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/roi_decoding',approach, classifier, 'category/' + stimulus_categories[0] + '_' + stimulus_categories[1] + '_' + str(n_voxels))
+
+
+def prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition, stimulus_categories, number_of_runs):
+ # Extracts nibetaseries trial estimates
+ from nilearn.image import index_img
+ import nibabel as nb
+ # Get number of sessions
+ unique_runs = range(number_of_runs)
+ # Define lists to be filled with relevant trial estimates and the corresponding labels
+ beta_maps_list = list()
+ trial_labels = list()
+ run_labels = list()
+ # Loop over sessions to extract relevant trial estimates
+ for run in unique_runs:
+ i = 0
+ # Get stimuli representing the categories in the decoding problem of interest
+ behavioral = pd.read_csv(tsv_filename[run], sep='\t')
+ stim_1_all = behavioral[behavioral.trial_type == stimulus_categories[0]]
+ selected_stim_1 = stim_1_all.task_relevance == condition
+ stim_2_all= behavioral[behavioral.trial_type == stimulus_categories[1]]
+ selected_stim_2 = stim_2_all.task_relevance == condition
+ # Get trial estimates corresponding to selected stimuli
+ for filename in nibetaseries_filename:
+ if filename.find('run-' + str(run+1) +'_space-MNI152NLin2009cAsym_desc-' + stimulus_categories[0] + '_betaseries.nii.gz') != -1:
+ nibetaseries_stim_1_files = index_img(filename, selected_stim_1)
+ beta_maps_list.append(nibetaseries_stim_1_files)
+ if filename.find('run-' + str(run+1) +'_space-MNI152NLin2009cAsym_desc-' + stimulus_categories[1] + '_betaseries.nii.gz') != -1:
+ nibetaseries_stim_2_files = index_img(filename, selected_stim_2)
+ beta_maps_list.append(nibetaseries_stim_2_files)
+
+
+ # Create labels corresponding to the selected trial estimates
+ trial_labels = trial_labels + [stimulus_categories[0]] * sum(selected_stim_1) + [stimulus_categories[1]] * sum(selected_stim_2)
+ #trial_label_relevant.append([stim_1] * sum(selected_stim_1) + [stim_2] * sum(selected_stim_2))
+ run_labels = run_labels + [run] * len([stimulus_categories[0]] * sum(selected_stim_1) + [stimulus_categories[1]] * sum(selected_stim_2))
+ # Concatenate selected trial estimates into one 4D image
+ beta_maps = nb.concat_images(beta_maps_list, axis=3)
+
+ return beta_maps, trial_labels, run_labels
+
+
+def roi_decoding_crossval(beta_maps, trial_labels, run_labels, classifier, func_roi_filename):
+ # Decodes stimulus category within each ROI and gives the corresponding accuracy scores
+
+ from nilearn.input_data import NiftiMasker
+ approach = 'within_condition'
+ print("Running ROI Decoding")
+ # Define an empty list to be filled with accuracy scores
+ roi_accuracy_score = list()
+ # Number of runs
+ number_of_runs=8
+ data_relevant = []
+ # Loop over ROIs and get accuracy scores
+ for i, func_roi in enumerate(func_roi_filename):
+ func_masker = NiftiMasker(mask_img=func_roi, standardize=True)
+ index= run_labels.index(i % number_of_runs)
+ if (i % number_of_runs ==0):
+ data = func_masker.fit_transform(beta_maps.slicer[:, :, :, index:index + run_labels.count(i % number_of_runs)])
+ else:
+ data = np.concatenate((data, func_masker.fit_transform(beta_maps.slicer[:, :, :, index:index + run_labels.count(i % number_of_runs)])), axis=0)
+ if (i % number_of_runs == number_of_runs-1):
+ scores = classification(data, trial_labels, run_labels, [], classifier, approach)
+ roi_accuracy_score.append(scores.mean())
+
+ return roi_accuracy_score
+
+
+def roi_decoding_generalization(beta_maps1, trial_labels1, run_labels1, beta_maps2, trial_labels2, run_labels2, classifier, func_roi_filename):
+ # Decodes stimulus category within each ROI and gives the corresponding accuracy scores
+
+ from nilearn.input_data import NiftiMasker
+ from sklearn.metrics import accuracy_score
+ approach ='generalization'
+ print("Running ROI Decoding")
+ roi_accuracy_score = list()
+ for i, func_roi in enumerate(func_roi_filename):
+ func_masker = NiftiMasker(mask_img=func_roi, standardize=True)
+ data1 = func_masker.fit_transform(beta_maps1)
+ data2 = func_masker.fit_transform(beta_maps2)
+ predicted_labels = classification(data1, trial_labels1, [], data2, classifier, approach)
+ roi_accuracy_score.append(accuracy_score(predicted_labels, trial_labels2))
+
+ return roi_accuracy_score
+
+
+def classification(data1, trial_labels1, run_labels1, data2, clf, approach):
+ # Classifies trial estimates, depending on the selected approach, either using
+ # 1) leave-one-run-out cross validation scheme or 2) specified training and testing sets
+
+ from sklearn import svm
+ from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA
+ from sklearn.naive_bayes import GaussianNB
+ from sklearn.linear_model import LogisticRegression
+ from sklearn.neighbors import KNeighborsClassifier
+ from sklearn.ensemble import RandomForestClassifier
+ from sklearn.model_selection import LeaveOneGroupOut
+ from sklearn.model_selection import cross_val_score
+ cv = LeaveOneGroupOut()
+ # Classification Options
+ if clf == 'SVM':
+ classifier = svm.SVC(kernel='linear')
+ elif clf == 'LDA':
+ classifier = LDA()
+ elif clf == 'NB':
+ classifier = GaussianNB()
+ elif clf == 'LR':
+ classifier = LogisticRegression()
+ elif clf == 'KNN':
+ classifier = KNeighborsClassifier(n_neighbors=5)
+ elif clf == 'RF':
+ classifier = RandomForestClassifier()
+
+ if approach =='within_condition':
+ scores = cross_val_score(classifier, data1, trial_labels1, cv=cv, groups=run_labels1)
+ elif approach == 'generalization':
+ classifier.fit(data1, trial_labels1)
+ scores = classifier.predict(data2)
+
+
+ return scores
+
+
+# Define lists to be filled with ROI information and subject-specific data
+i=0
+nibetaseries_filename = list()
+func_roi_filename = list()
+tsv_filename = list()
+roi_labels = list()
+roi_labels_extended = list()
+theory_labels = list()
+
+# Create a data frame to save accuracy scores
+df = pd.DataFrame(list())
+
+# Get phase3 subjects
+tsv_file = os.path.join(bids_dir,'participants_fMRI_QC_included_phase3_sesV1.tsv')
+tsv_data= pd.read_csv(tsv_file, sep='\t')
+subjects_phase3 = tsv_data.participant_id
+subject_list=subjects_phase3.tolist()
+# Loop over subjects
+for sub in subject_list:
+ for root, sess_dirs, session_files in os.walk(os.path.join(nibetaseries_dir, sub)):
+ # Loop over sessions
+ for sess_directory in sess_dirs:
+ if ((sess_directory.find('ses-V1') != -1) & os.path.isdir(os.path.join(func_rois_dir, sub))):
+ # Loop over single trial estimates files in nibetaseries directory of the subject
+ for filecnt, filename in enumerate(os.listdir(os.path.join(nibetaseries_dir, sub, sess_directory,'func'))):
+ if ((filename.find('face') != -1) | (filename.find('object') != -1) | (filename.find('letter') != -1) | (filename.find('falseFont') != -1)):
+ nibetaseries_filename.append(os.path.join(nibetaseries_dir, sub, sess_directory,'func', filename))
+ # Loop over functional ROIs of the subject
+ for filecnt, filename in enumerate(os.listdir(os.path.join(func_rois_dir, sub))):
+ if approach == 'within_condition':
+ # Select ROIs relevant to the decoding problem of interest
+ if ((filename.find('.nii.gz') != -1) & (filename.find(stimulus_categories [0]) != -1) & (filename.find(stimulus_categories[1]) != -1) & (filename.find('_' + roi_condition) != -1) & (filename.find('leave_run') != -1) & (filename.find('_' + str(n_voxels) +'_') != -1) & bool([selected_roi_list.index(x) for x in selected_roi_list if x in filename])):
+ func_roi_filename.append(os.path.join(func_rois_dir, sub, filename))
+ index = [selected_roi_list.index(x) for x in selected_roi_list if x in filename]
+ roi_labels_extended.append(selected_roi_list[index[0]])
+ if (filename.find('run1') != -1):
+ index = [selected_roi_list.index(x) for x in selected_roi_list if x in filename]
+ theory_labels.append(roi_labels_list[index[0]])
+ roi_labels.append(selected_roi_list[index[0]])
+ elif approach == 'generalization':
+ if ((filename.find('.nii.gz') != -1) & (filename.find(stimulus_categories [0]) != -1) & (filename.find(stimulus_categories[1]) != -1) & (filename.find('_' + roi_condition) != -1) & operator.not_((filename.find('leave_run') != -1)) & (filename.find('_' + str(n_voxels) +'_') != -1) & bool([selected_roi_list.index(x) for x in selected_roi_list if x in filename])):
+ func_roi_filename.append(os.path.join(func_rois_dir, sub, filename))
+ index = [selected_roi_list.index(x) for x in selected_roi_list if x in filename]
+ theory_labels.append(roi_labels_list[index[0]])
+ roi_labels.append(selected_roi_list[index[0]])
+ # Loop over event tsv files of the subject
+ for filecnt, filename in enumerate(os.listdir(os.path.join(bids_dir, sub, sess_directory,'func'))):
+ if filename.find('.tsv') != -1:
+ tsv_filename.append(os.path.join(bids_dir, sub, sess_directory,'func', filename))
+
+ nibetaseries_filename.sort()
+ tsv_filename.sort()
+ if approach == 'within_condition':
+ func_roi_filename = [x for _, x in sorted(zip(roi_labels_extended, func_roi_filename))]
+ elif approach == 'generalization':
+ func_roi_filename = [x for _, x in sorted(zip(roi_labels, func_roi_filename))]
+ theory_labels = [x for _, x in sorted(zip(roi_labels, theory_labels))]
+ roi_labels.sort()
+
+ print("Running " + sub)
+ if approach =='within_condition':
+ beta_maps, trial_labels, run_labels = prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition, stimulus_categories, number_of_runs)
+ roi_accuracy_scores = roi_decoding_crossval(beta_maps, trial_labels, run_labels, classifier, func_roi_filename)
+ elif approach == 'generalization':
+ conditions = condition.split('-')
+ condition1 = conditions[0]
+ condition2 = conditions[1]
+ beta_maps1, trial_labels1, run_labels1 = prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition1, stimulus_categories, number_of_runs)
+ beta_maps2, trial_labels2, run_labels2 = prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition2, stimulus_categories, number_of_runs)
+ roi_accuracy_scores = roi_decoding_generalization(beta_maps1, trial_labels1, run_labels1, beta_maps2, trial_labels2, run_labels2, classifier, func_roi_filename)
+
+ # Insert column names in the accuracy data frame
+ if i==0:
+ df.insert(0, 'ROI', roi_labels)
+ df.insert(1, 'Theory', theory_labels)
+
+ # Increment row index and insert accuracy scores for the current subject
+ i = i + 1
+ df.insert(i+1, sub, roi_accuracy_scores)
+ print(i)
+
+ # Clear all lists before processing next subject
+ nibetaseries_filename = list()
+ func_roi_filename = list()
+ tsv_filename = list()
+ roi_labels = list()
+ roi_labels_extended = list()
+ theory_labels = list()
+
+# Create a directory to save the output
+os.makedirs(output_dir, exist_ok=True)
+# Save accuracy scores in a csv file
+df.to_csv(os.path.join(output_dir, 'accuracy_scores_' + condition + '.csv'))
+
+
+
+
+
+
+
+
diff --git a/decoding/roi_category_decoding_testing_IIT_predictions_combined_features.py b/decoding/roi_category_decoding_testing_IIT_predictions_combined_features.py
new file mode 100644
index 0000000..befa7d2
--- /dev/null
+++ b/decoding/roi_category_decoding_testing_IIT_predictions_combined_features.py
@@ -0,0 +1,282 @@
+"""
+Tests the decoding predictions of IIT on irrelevant category decoding by evaluating accuracies of a prediction model employing features from IIT ROIs against accuracies of
+a prediction model employing features from GNW+ IIT ROIs combined
+
+Author: Aya Khalaf
+Email: aya.khalaf@yale.edu
+Date created: 12-01-2022
+Date modified: 04-22-2023
+"""
+
+import os
+import operator
+import pandas as pd
+import numpy as np
+
+
+
+# BIDS path
+bids_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids'
+# fMRIprep path
+preprocessed_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/fmriprep'
+# nibetaseries trial estimates path
+nibetaseries_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/nibetaseries'
+# functional ROIs path
+func_rois_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding_rois'
+
+
+
+
+# GNW/IIT ROIs combining all ROIs that represent GNW/IIT
+roi_labels_list = ['GNW', 'IIT']
+selected_roi_list = ['GNW', 'IIT']
+
+approach ='within_condition'
+condition ='irrelevant'
+
+# Select classifier - options 'SVM', 'LR', 'LDA', 'NB', 'KNN', and 'RF'
+classifier = 'SVM'
+# Number of voxels per ROI (ROI size)
+n_voxels = 300
+# Number of runs
+number_of_runs = 8
+# Scan repetition time
+TR = 1.5
+# Stimulus categories to be decoded - options include 'face', 'object', 'letter' , and 'falseFont'
+stimulus_categories = ['face', 'object']
+# Select functional ROIs that were created using the data of the selected decoding condition
+if ((condition == 'relevant') | (condition == 'relevant-irrelevant') ):
+ roi_condition ='rel'
+elif ((condition == 'irrelevant') | (condition == 'irrelevant-relevant')):
+ roi_condition = 'irrel'
+
+# Output path
+output_dir = os.path.join('/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/roi_decoding',approach, classifier, 'category/' + stimulus_categories[0] + '_' + stimulus_categories[1] + '_' + str(n_voxels))
+
+
+def prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition, stimulus_categories, number_of_runs):
+ # Extracts nibetaseries trial estimates
+ from nilearn.image import index_img
+ import nibabel as nb
+ # Get number of sessions
+ unique_runs = range(number_of_runs)
+ # Define lists to be filled with relevant trial estimates and the corresponding labels
+ beta_maps_list = list()
+ trial_labels = list()
+ run_labels = list()
+ # Loop over sessions to extract relevant trial estimates
+ for run in unique_runs:
+ i = 0
+ # Get stimuli representing the categories in the decoding problem of interest
+ behavioral = pd.read_csv(tsv_filename[run], sep='\t')
+ stim_1_all = behavioral[behavioral.trial_type == stimulus_categories[0]]
+ selected_stim_1 = stim_1_all.task_relevance == condition
+ stim_2_all= behavioral[behavioral.trial_type == stimulus_categories[1]]
+ selected_stim_2 = stim_2_all.task_relevance == condition
+ # Get trial estimates corresponding to selected stimuli
+ for filename in nibetaseries_filename:
+ if filename.find('run-' + str(run+1) +'_space-MNI152NLin2009cAsym_desc-' + stimulus_categories[0] + '_betaseries.nii.gz') != -1:
+ nibetaseries_stim_1_files = index_img(filename, selected_stim_1)
+ beta_maps_list.append(nibetaseries_stim_1_files)
+ if filename.find('run-' + str(run+1) +'_space-MNI152NLin2009cAsym_desc-' + stimulus_categories[1] + '_betaseries.nii.gz') != -1:
+ nibetaseries_stim_2_files = index_img(filename, selected_stim_2)
+ beta_maps_list.append(nibetaseries_stim_2_files)
+
+
+ # Create labels corresponding to the selected trial estimates
+ trial_labels = trial_labels + [stimulus_categories[0]] * sum(selected_stim_1) + [stimulus_categories[1]] * sum(selected_stim_2)
+ #trial_label_relevant.append([stim_1] * sum(selected_stim_1) + [stim_2] * sum(selected_stim_2))
+ run_labels = run_labels + [run] * len([stimulus_categories[0]] * sum(selected_stim_1) + [stimulus_categories[1]] * sum(selected_stim_2))
+ # Concatenate selected trial estimates into one 4D image
+ beta_maps = nb.concat_images(beta_maps_list, axis=3)
+
+ return beta_maps, trial_labels, run_labels
+
+
+def roi_decoding_crossval(beta_maps, trial_labels, run_labels, classifier, func_roi_filename):
+ # Decodes stimulus category within each ROI and gives the corresponding accuracy scores
+
+ from nilearn.input_data import NiftiMasker
+ approach = 'within_condition'
+ print("Running ROI Decoding")
+ # Define an empty list to be filled with accuracy scores
+ roi_accuracy_score = list()
+ # Number of runs
+ number_of_runs=8
+ data_relevant = []
+ # Loop over ROIs and get accuracy scores
+ for run in range(number_of_runs):
+ func_masker1 = NiftiMasker(mask_img=func_roi_filename[run], standardize=True)
+ func_masker2 = NiftiMasker(mask_img=func_roi_filename[run + number_of_runs], standardize=True)
+ index= run_labels.index(run % number_of_runs)
+ if (run % number_of_runs ==0):
+ data1 = func_masker1.fit_transform(beta_maps.slicer[:, :, :, index:index + run_labels.count(run % number_of_runs)])
+ data2 = func_masker2.fit_transform(beta_maps.slicer[:, :, :, index:index + run_labels.count(run % number_of_runs)])
+ else:
+ data1 = np.concatenate((data1, func_masker1.fit_transform(beta_maps.slicer[:, :, :, index:index + run_labels.count(run % number_of_runs)])), axis=0)
+ data2 = np.concatenate((data2, func_masker2.fit_transform(beta_maps.slicer[:, :, :, index:index + run_labels.count(run % number_of_runs)])), axis=0)
+
+ if (run % number_of_runs == number_of_runs-1):
+ data = np.concatenate((data1, data2), axis=1)
+ scores_GNW = classification(data1, trial_labels, run_labels, [], classifier, approach)
+ scores_IIT = classification(data2, trial_labels, run_labels, [], classifier, approach)
+ scores_combined = classification(data, trial_labels, run_labels, [], classifier, approach)
+ roi_accuracy_score.append(scores_GNW.mean())
+ roi_accuracy_score.append(scores_IIT.mean())
+ roi_accuracy_score.append(scores_combined.mean())
+
+ return roi_accuracy_score
+
+
+def roi_decoding_generalization(beta_maps1, trial_labels1, run_labels1, beta_maps2, trial_labels2, run_labels2, classifier, func_roi_filename):
+ # Decodes stimulus category within each ROI and gives the corresponding accuracy scores
+
+ from nilearn.input_data import NiftiMasker
+ from sklearn.metrics import accuracy_score
+ approach ='generalization'
+ print("Running ROI Decoding")
+ roi_accuracy_score = list()
+ for i, func_roi in enumerate(func_roi_filename):
+ func_masker = NiftiMasker(mask_img=func_roi, standardize=True)
+ data1 = func_masker.fit_transform(beta_maps1)
+ data2 = func_masker.fit_transform(beta_maps2)
+ predicted_labels = classification(data1, trial_labels1, [], data2, classifier, approach)
+ roi_accuracy_score.append(accuracy_score(predicted_labels, trial_labels2))
+
+ return roi_accuracy_score
+
+
+def classification(data1, trial_labels1, run_labels1, data2, clf, approach):
+ # Classifies trial estimates, depending on the selected approach, either using
+ # 1) leave-one-run-out cross validation scheme or 2) specified training and testing sets
+
+ from sklearn import svm
+ from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA
+ from sklearn.naive_bayes import GaussianNB
+ from sklearn.linear_model import LogisticRegression
+ from sklearn.neighbors import KNeighborsClassifier
+ from sklearn.ensemble import RandomForestClassifier
+ from sklearn.model_selection import LeaveOneGroupOut
+ from sklearn.model_selection import cross_val_score
+ cv = LeaveOneGroupOut()
+ # Classification Options
+ if clf == 'SVM':
+ classifier = svm.SVC(kernel='linear')
+ elif clf == 'LDA':
+ classifier = LDA()
+ elif clf == 'NB':
+ classifier = GaussianNB()
+ elif clf == 'LR':
+ classifier = LogisticRegression()
+ elif clf == 'KNN':
+ classifier = KNeighborsClassifier(n_neighbors=5)
+ elif clf == 'RF':
+ classifier = RandomForestClassifier()
+
+ if approach =='within_condition':
+ scores = cross_val_score(classifier, data1, trial_labels1, cv=cv, groups=run_labels1)
+ elif approach == 'generalization':
+ classifier.fit(data1, trial_labels1)
+ scores = classifier.predict(data2)
+
+
+ return scores
+
+
+# Define lists to be filled with ROI information and subject-specific data
+i=0
+nibetaseries_filename = list()
+func_roi_filename = list()
+tsv_filename = list()
+roi_labels = list()
+roi_labels_extended = list()
+theory_labels = list()
+
+# Create a data frame to save accuracy scores
+df = pd.DataFrame(list())
+
+# Get phase3 subjects
+tsv_file = os.path.join(bids_dir,'participants_fMRI_QC_included_phase3_sesV1.tsv')
+tsv_data= pd.read_csv(tsv_file, sep='\t')
+subjects_phase3 = tsv_data.participant_id
+subject_list=subjects_phase3.tolist()
+# Loop over subjects
+for sub in subject_list:
+ for root, sess_dirs, session_files in os.walk(os.path.join(nibetaseries_dir, sub)):
+ # Loop over sessions
+ for sess_directory in sess_dirs:
+ if ((sess_directory.find('ses-V1') != -1) & os.path.isdir(os.path.join(func_rois_dir, sub))):
+ # Loop over single trial estimates files in nibetaseries directory of the subject
+ for filecnt, filename in enumerate(os.listdir(os.path.join(nibetaseries_dir, sub, sess_directory,'func'))):
+ if ((filename.find('face') != -1) | (filename.find('object') != -1) | (filename.find('letter') != -1) | (filename.find('falseFont') != -1)):
+ nibetaseries_filename.append(os.path.join(nibetaseries_dir, sub, sess_directory,'func', filename))
+ # Loop over functional ROIs of the subject
+ for filecnt, filename in enumerate(os.listdir(os.path.join(func_rois_dir, sub))):
+ if approach == 'within_condition':
+ # Select ROIs relevant to the decoding problem of interest
+ if ((filename.find('.nii.gz') != -1) & (filename.find(stimulus_categories [0]) != -1) & (filename.find(stimulus_categories[1]) != -1) & (filename.find('_' + roi_condition) != -1) & (filename.find('leave_run') != -1) & (filename.find('extended') == -1) & (filename.find('excluded') == -1) & (filename.find('S_front_inf') == -1) & (filename.find('_' + str(n_voxels) +'_') != -1) & bool([selected_roi_list.index(x) for x in selected_roi_list if x in filename])):
+ func_roi_filename.append(os.path.join(func_rois_dir, sub, filename))
+ index = [selected_roi_list.index(x) for x in selected_roi_list if x in filename]
+ roi_labels_extended.append(selected_roi_list[index[0]])
+ if (filename.find('run1') != -1):
+ index = [selected_roi_list.index(x) for x in selected_roi_list if x in filename]
+ theory_labels.append(roi_labels_list[index[0]])
+ roi_labels.append(selected_roi_list[index[0]])
+ elif approach == 'generalization':
+ if ((filename.find('.nii.gz') != -1) & (filename.find(stimulus_categories [0]) != -1) & (filename.find(stimulus_categories[1]) != -1) & (filename.find('_' + roi_condition) != -1) & operator.not_((filename.find('leave_run') != -1)) & (filename.find('extended') == -1) & (filename.find('excluded') == -1) & (filename.find('S_front_inf') == -1) & (filename.find('_' + str(n_voxels) +'_') != -1) & bool([selected_roi_list.index(x) for x in selected_roi_list if x in filename])):
+ func_roi_filename.append(os.path.join(func_rois_dir, sub, filename))
+ index = [selected_roi_list.index(x) for x in selected_roi_list if x in filename]
+ theory_labels.append(roi_labels_list[index[0]])
+ roi_labels.append(selected_roi_list[index[0]])
+ # Loop over event tsv files of the subject
+ for filecnt, filename in enumerate(os.listdir(os.path.join(bids_dir, sub, sess_directory,'func'))):
+ if filename.find('.tsv') != -1:
+ tsv_filename.append(os.path.join(bids_dir, sub, sess_directory,'func', filename))
+
+ nibetaseries_filename.sort()
+ tsv_filename.sort()
+ if approach == 'within_condition':
+ func_roi_filename = [x for _, x in sorted(zip(roi_labels_extended, func_roi_filename))]
+ elif approach == 'generalization':
+ func_roi_filename = [x for _, x in sorted(zip(roi_labels, func_roi_filename))]
+ theory_labels = [x for _, x in sorted(zip(roi_labels, theory_labels))]
+ roi_labels.sort()
+
+ print("Running " + sub)
+ if approach =='within_condition':
+ beta_maps, trial_labels, run_labels = prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition, stimulus_categories, number_of_runs)
+ roi_accuracy_scores = roi_decoding_crossval(beta_maps, trial_labels, run_labels, classifier, func_roi_filename)
+ elif approach == 'generalization':
+ conditions = condition.split('-')
+ condition1 = conditions[0]
+ condition2 = conditions[1]
+ beta_maps1, trial_labels1, run_labels1 = prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition1, stimulus_categories, number_of_runs)
+ beta_maps2, trial_labels2, run_labels2 = prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition2, stimulus_categories, number_of_runs)
+ roi_accuracy_scores = roi_decoding_generalization(beta_maps1, trial_labels1, run_labels1, beta_maps2, trial_labels2, run_labels2, classifier, func_roi_filename)
+
+ # Insert column names in the accuracy data frame
+ if i==0:
+ roi_labels.append('Combined')
+ df.insert(0, 'ROI', roi_labels)
+ theory_labels.append('Combined')
+ df.insert(1, 'Theory', theory_labels)
+
+ # Increment row index and insert accuracy scores for the current subject
+ i = i + 1
+ df.insert(i+1, sub, roi_accuracy_scores)
+ print(i)
+
+
+
+ # Clear all lists before processing next subject
+ nibetaseries_filename = list()
+ func_roi_filename = list()
+ tsv_filename = list()
+ roi_labels = list()
+ roi_labels_extended = list()
+ theory_labels = list()
+
+# Create a directory to save the output
+os.makedirs(output_dir, exist_ok=True)
+# Save accuracy scores in a csv file
+df.to_csv(os.path.join(output_dir, 'IIT_predictions_accuracy_scores_' + condition + '.csv'))
diff --git a/decoding/roi_decoding_group_analysis.py b/decoding/roi_decoding_group_analysis.py
new file mode 100644
index 0000000..da424a0
--- /dev/null
+++ b/decoding/roi_decoding_group_analysis.py
@@ -0,0 +1,69 @@
+# 1 - Runs one sample permutation test on the accuracy values of each ROI against the chance level
+# 2 - Performs correction for multiple comparisons of the p-values obtained in #1 across ROIs using FDR method
+"""
+Author: Aya Khalaf
+Email: aya.khalaf@yale.edu
+Date created: 09-13-2021
+Date modified: 02-20-2023
+"""
+
+import os
+import numpy as np
+import pandas as pd
+import scipy.stats as stats
+import mne.stats
+# Select whether to apply group analysis on category or orientation decoding problems - options 'category' and 'orientation'
+decoding_problem = 'category'
+#decoding_problem = 'orientation'
+# Select whether to do within condition decoding or test generalization across conditions - options 'within_condition' and 'generalization'
+# For orientation decoding, approach should be set to 'within_condition'
+#approach = 'within_condition'
+approach = 'generalization'
+# For category decoding, if approach = 'within_condition', the line below selects whether to perform decoding within relevant or irrelevant condition - options 'relevant' and 'irrelevant'
+# If approach = 'generalization', the line below selects whether to perform category decoding within relevant or irrelevant condition - options 'relevant-irrelevant' and 'irrelevant-relevant'
+# For orientation decoding, no need to change 'condition' as it will be specified at line 39.
+condition = 'irrelevant'
+condition = 'irrelevant-relevant'
+# Select classifier - options 'SVM', 'LR', 'LDA', 'NB', 'KNN', and 'RF'
+classifier = 'SVM'
+
+# Stimulus categories to be decoded - options include 'face', 'object', 'letter' , and 'falseFont'
+# For orientation decoding, do not change 'stimulus_categories' here and change line 43 instead.
+stimulus_categories = ['face', 'object']
+#stimulus_categories = ['letter', 'falsefont']
+# Number of voxels per ROI (ROI size)
+n_voxels = 300
+# Chance level (50% for category decoding (binary) and 33.33% for orientation decoding (3-class) )
+chance_level = 0.5
+
+csv_dir = os.path.join('/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/roi_decoding/',approach, classifier, decoding_problem, stimulus_categories[0] + '_' + stimulus_categories[1] + '_' + str(n_voxels))
+
+if decoding_problem == 'orientation':
+ condition = 'relevant+irrelevant'
+ chance_level = 0.33
+ stimulus_category = 'face'
+ csv_dir = os.path.join( '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/roi_decoding/',approach, classifier, decoding_problem, stimulus_category + '_' + str(n_voxels))
+
+# Load the accuracy values from the csv table:
+data_df = pd.read_csv(os.path.join(csv_dir, 'accuracy_scores_' + condition + '.csv'))
+
+# Create a new dataframe to save the output values
+df = pd.DataFrame(list())
+df = data_df.loc[:, ['ROI','Theory']]
+df.insert(2, 'Average Accuracy', '')
+df.insert(3, 'Significance', '')
+accuracy_values = data_df.iloc[:,3:].to_numpy()
+df.loc[:,'Average Accuracy'] = accuracy_values.mean(axis=1)
+
+# Run one sample permutation test
+ROI_count= len(accuracy_values[:,1])
+p_values= np.zeros([ROI_count])
+for i in range(ROI_count):
+ statistic, p_value, H0 = mne.stats.permutation_t_test(np.reshape(accuracy_values[i,:]-chance_level,(len(accuracy_values[i, :]),1)), n_permutations=5000, tail=1)
+ p_values[i]=p_value
+
+# Correct for multiple comparisons
+reject, p_values_corrected= mne.stats.fdr_correction(p_values, alpha=0.05, method='indep')
+df.loc[:, 'Significance'] = np.multiply(p_values_corrected<0.05, 1)
+# Save average accuracy and significance for all ROIs in a csv file
+df.to_csv(os.path.join(csv_dir, 'accuracy_stats_' + condition + '.csv'))
diff --git a/decoding/roi_decoding_group_analysis_IIT_predictions.py b/decoding/roi_decoding_group_analysis_IIT_predictions.py
new file mode 100644
index 0000000..91df998
--- /dev/null
+++ b/decoding/roi_decoding_group_analysis_IIT_predictions.py
@@ -0,0 +1,47 @@
+# 1 - Runs one sample permutation test on the irrelevant category decoding accuracy values of the IIT+GNW prediction model vs those from the IIT prediction model
+"""
+Author: Aya Khalaf
+Email: aya.khalaf@yale.edu
+Date created: 09-13-2021
+Date modified: 02-20-2023
+"""
+
+import os
+import numpy as np
+import pandas as pd
+import scipy.stats as stats
+import mne.stats
+decoding_problem = 'category'
+approach = 'within_condition'
+condition = 'irrelevant'
+# Select classifier - options 'SVM', 'LR', 'LDA', 'NB', 'KNN', and 'RF'
+classifier = 'SVM'
+
+# Stimulus categories to be decoded - options include 'face', 'object', 'letter' , and 'falseFont'
+stimulus_categories = ['face', 'object']
+#stimulus_categories = ['letter', 'falsefont']
+# Number of voxels per ROI (ROI size)
+n_voxels = 300
+# Chance level (50% for category decoding (binary) and 33.33% for orientation decoding (3-class) )
+chance_level = 0.5
+
+csv_dir = os.path.join('/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/roi_decoding/',approach, classifier, decoding_problem, stimulus_categories[0] + '_' + stimulus_categories[1] + '_' + str(n_voxels))
+data_df = pd.read_csv(os.path.join(csv_dir, 'IIT_predictions_accuracy_scores_' + condition + '.csv'))
+
+# Create a new dataframe to save the output values
+df = pd.DataFrame(list())
+df = data_df.loc[:, ['ROI','Theory']]
+df.insert(2, 'Average Accuracy', '')
+df.insert(3, 'Significance', '')
+accuracy_values = data_df.iloc[:,3:].to_numpy()
+df.loc[:,'Average Accuracy'] = accuracy_values.mean(axis=1)
+
+# Run one sample permutation test
+ROI_count= len(accuracy_values[:,1])
+p_values= np.zeros([ROI_count])
+
+statistic, p_value, H0 = mne.stats.permutation_t_test(np.reshape(accuracy_values[2, :] - accuracy_values[1, :], (len(accuracy_values[2, :]), 1)), n_permutations=5000, tail=0)
+
+df.loc[2, 'Significance'] = np.multiply(p_value < 0.05, 1)
+# Save average accuracy and significance for all ROIs in a csv file
+df.to_csv(os.path.join(csv_dir, 'accuracy_stats_IIT_predictions_' + condition + '.csv'))
diff --git a/decoding/roi_orientation_decoding_subject_level.py b/decoding/roi_orientation_decoding_subject_level.py
new file mode 100644
index 0000000..271fe51
--- /dev/null
+++ b/decoding/roi_orientation_decoding_subject_level.py
@@ -0,0 +1,269 @@
+"""
+Performs orientation decoding and obtains decoding accuracy for each ROI within each subject in a leave-one-run-out cross validation scheme.
+The code uses single trial estimates calculated using nibetaseries 6.0 as input features to an SVM classifier
+
+Author: Aya Khalaf
+Email: aya.khalaf@yale.edu
+Date created: 07-04-2022
+Date modified: 12-11-2022
+"""
+
+import os
+import operator
+import pandas as pd
+import numpy as np
+import nibabel as nb
+
+
+# BIDS path
+bids_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids'
+# fMRIprep path
+preprocessed_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/fmriprep'
+# nibetaseries trial estimates path
+nibetaseries_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/nibetaseries'
+# functional ROIs path
+func_rois_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding_rois'
+
+# GNW ROI list
+GNW_roi_list = ['G_and_S_cingul-Ant', 'G_and_S_cingul-Mid-Ant', 'G_and_S_cingul-Mid-Post', 'G_front_inf-Opercular', 'G_front_inf-Orbital', 'G_front_inf-Triangul', 'G_front_middle', 'Lat_Fis-ant-Horizont', 'Lat_Fis-ant-Vertical', 'S_front_inf', 'S_front_middle', 'S_front_sup']
+# IIT Basic ROI list
+IIT_roi_list_1 = ['G_temporal_inf', 'Pole_temporal', 'G_cuneus', 'G_occipital_sup', 'G_oc-temp_med-Lingual', 'Pole_occipital', 'S_calcarine', 'G_and_S_occipital_inf', 'G_occipital_middle', 'G_oc-temp_lat-fusifor', 'G_oc-temp_med-Parahip', 'S_intrapariet_and_P_trans', 'S_oc_middle_and_Lunatus', 'S_oc_sup_and_transversal', 'S_temporal_sup']
+# IIT extended ROI list
+IIT_roi_list_2 = ['G_precentral', 'G_temp_sup-Lateral', 'G_temp_sup-Plan_tempo', 'G_pariet_inf-Supramar', 'G_temporal_middle', 'S_temporal_inf', 'G_orbital', 'G_pariet_inf-Angular', 'S_interm_prim-Jensen', 'S_occipital_ant', 'S_oc-temp_lat', 'S_precentral-inf-part']
+# IIT excluded ROI List
+IIT_roi_list_3 = ['G_and_S_frontomargin', 'G_and_S_transv_frontopol', 'G_front_sup', 'G_rectus', 'G_subcallosal', 'S_orbital_lateral', 'S_orbital_med-olfact', 'S_orbital-H_Shaped', 'S_suborbital']
+# IIT ROI list
+IIT_roi_list = IIT_roi_list_1 + IIT_roi_list_2 + IIT_roi_list_3
+
+# Create IIT and GNW labels for each ROI
+GNW_label = list()
+IIT_label = list()
+GNW_label = ['GNW'] * len(GNW_roi_list)
+IIT_label = ['IIT'] * len(IIT_roi_list)
+roi_labels_list = GNW_label + IIT_label
+selected_roi_list = GNW_roi_list+IIT_roi_list
+
+# GNW/IIT ROIs combining all ROIs that represent GNW/IIT
+combined_roi_list =['GNW', 'IIT_extended', 'IIT_excluded', 'IIT']
+# Add combined GNW/IIT ROIs to the list and add corresponding labels
+roi_labels_list = roi_labels_list + ['GNW', 'IIT', 'IIT', 'IIT']
+selected_roi_list = selected_roi_list + combined_roi_list
+
+# Select whether to do within condition decoding or test generalization across conditions - options 'within_condition' and 'generalization'
+# The current implementation allows orientation decoding only using the 'within condition' approach
+approach = 'within_condition'
+# Decoding orientation within relevant and irrelevant conditions combined
+condition = 'relevant+irrelevant'
+
+# Select classifier - options 'SVM', 'LR', 'LDA', 'NB', 'KNN', and 'RF'
+classifier = 'SVM'
+
+# Number of voxels per ROI (ROI size)
+n_voxels = 300
+# Number of runs
+number_of_runs = 8
+# Scan repetition time
+TR = 1.5
+# Stimulus category to decode orientation for - options include 'face', 'object', 'letter' , and 'falseFont'
+stimulus_category = 'face'
+# Select functional ROIs that were created using the data of the selected decoding condition
+
+roi_condition = ['rel', 'irrel']
+
+# Output path
+output_dir = os.path.join('/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/roi_decoding',approach, classifier, 'orientation/' + stimulus_category + '_' + str(n_voxels))
+
+
+def prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition, stimulus_category, number_of_runs):
+ # Extracts nibetaseries trial estimates
+ from nilearn.image import index_img
+ import nibabel as nb
+ # Get number of sessions
+ unique_runs = range(number_of_runs)
+ orientation_1 = 'center'
+ orientation_2 = 'right'
+ orientation_3 = 'left'
+ # Define lists to be filled with relevant trial estimates and the corresponding labels
+ beta_maps_list = list()
+ trial_labels = list()
+ run_labels = list()
+ # Loop over sessions to extract relevant trial estimates
+ for run in unique_runs:
+ i = 0
+ # Get stimuli representing the categories in the decoding problem of interest
+ behavioral = pd.read_csv(tsv_filename[run], sep='\t')
+ stim_all = behavioral[behavioral.trial_type == stimulus_category]
+ selected_stim_front = (stim_all.task_relevance == condition) & (stim_all.stimulus_orientation == orientation_1)
+ selected_stim_right = (stim_all.task_relevance == condition) & (stim_all.stimulus_orientation == orientation_2)
+ selected_stim_left = (stim_all.task_relevance == condition) & (stim_all.stimulus_orientation == orientation_3)
+ # Get trial estimates corresponding to selected stimuli
+ for filename in nibetaseries_filename:
+ if filename.find('run-' + str(run+1) +'_space-MNI152NLin2009cAsym_desc-' + stimulus_category + '_betaseries.nii.gz') != -1:
+ nibetaseries_stim_1_files = index_img(filename, selected_stim_front)
+ beta_maps_list.append(nibetaseries_stim_1_files)
+ nibetaseries_stim_2_files = index_img(filename, selected_stim_right)
+ beta_maps_list.append(nibetaseries_stim_2_files)
+ nibetaseries_stim_3_files = index_img(filename, selected_stim_left)
+ beta_maps_list.append(nibetaseries_stim_3_files)
+
+
+ # Create labels corresponding to the selected trial estimates
+ trial_labels= trial_labels + [orientation_1] * sum(selected_stim_front) + [orientation_2] * sum(selected_stim_right) + [orientation_3] * sum(selected_stim_left)
+ run_labels = run_labels + [run] * len([orientation_1] * sum(selected_stim_front) + [orientation_2] * sum(selected_stim_right) + [orientation_3] * sum(selected_stim_left))
+ # Concatenate selected trial estimates into one 4D image
+ beta_maps = nb.concat_images(beta_maps_list, axis=3)
+
+ return beta_maps, trial_labels, run_labels
+
+
+def roi_decoding_crossval(beta_maps_relevant, trial_labels_relevant, run_labels_relevant, beta_maps_irrelevant, trial_labels_irrelevant, run_labels_irrelevant, classifier, func_roi_filename):
+ # Decodes stimulus category within each ROI and gives the corresponding accuracy scores
+
+ from nilearn.input_data import NiftiMasker
+ approach = 'within_condition'
+ print("Running ROI Decoding")
+ #roi_img_list = list()
+ # Define an empty list to be filled with accuracy scores
+ roi_accuracy_score = list()
+ # Number of runs
+ number_of_runs=8
+ data_relevant = []
+ # Loop over ROIs and get accuracy scores
+ for i, func_roi in enumerate(func_roi_filename):
+ func_masker = NiftiMasker(mask_img=func_roi, standardize=True)
+ index_rel = run_labels_relevant.index(i % number_of_runs)
+ index_irrel = run_labels_irrelevant.index(i % number_of_runs)
+ if (i % number_of_runs ==0):
+ data_relevant = func_masker.fit_transform(beta_maps_relevant.slicer[:, :, :, index_rel:index_rel + run_labels_relevant.count(i % number_of_runs)])
+ data_irrelevant = func_masker.fit_transform(beta_maps_irrelevant.slicer[:, :, :, index_irrel:index_irrel + run_labels_irrelevant.count(i % number_of_runs)])
+ else:
+ data_relevant = np.concatenate((data_relevant, func_masker.fit_transform(beta_maps_relevant.slicer[:, :, :, index_rel:index_rel + run_labels_relevant.count(i % number_of_runs)])), axis=0)
+ data_irrelevant = np.concatenate((data_irrelevant, func_masker.fit_transform(beta_maps_irrelevant.slicer[:, :, :, index_irrel:index_irrel + run_labels_irrelevant.count(i % number_of_runs)])),axis=0)
+ if (i % number_of_runs == number_of_runs-1):
+ data = np.concatenate((data_relevant, data_irrelevant), axis=0)
+ trial_labels = trial_labels_relevant + trial_labels_irrelevant
+ run_labels = run_labels_relevant + run_labels_irrelevant
+ scores = classification(data, trial_labels, run_labels, classifier)
+ roi_accuracy_score.append(scores.mean())
+
+ return roi_accuracy_score
+
+def classification(data, trial_labels, run_labels, clf):
+ # Classifies trial estimates using leave-one-run-out cross validation scheme
+
+ from sklearn import svm
+ from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA
+ from sklearn.naive_bayes import GaussianNB
+ from sklearn.linear_model import LogisticRegression
+ from sklearn.neighbors import KNeighborsClassifier
+ from sklearn.ensemble import RandomForestClassifier
+ from sklearn.model_selection import LeaveOneGroupOut
+ from sklearn.model_selection import cross_val_score
+ cv = LeaveOneGroupOut()
+ # Classification Options
+ if clf == 'SVM':
+ classifier = svm.SVC(kernel='linear', class_weight='balanced')
+ elif clf == 'LDA':
+ classifier = LDA()
+ elif clf == 'NB':
+ classifier = GaussianNB()
+ elif clf == 'LR':
+ classifier = LogisticRegression()
+ elif clf == 'KNN':
+ classifier = KNeighborsClassifier(n_neighbors=5)
+ elif clf == 'RF':
+ classifier = RandomForestClassifier()
+
+ scores = cross_val_score(classifier, data, trial_labels, cv=cv, groups=run_labels, scoring='balanced_accuracy')
+
+ return scores
+
+# Define lists to be filled with ROI information and subject-specific data
+i=0
+nibetaseries_filename = list()
+func_roi_filename = list()
+tsv_filename = list()
+roi_labels = list()
+roi_labels_extended = list()
+theory_labels = list()
+
+# Create a data frame to save accuracy scores
+df = pd.DataFrame(list())
+
+# Get phase3 subjects
+tsv_file = os.path.join(bids_dir,'participants_fMRI_QC_included_phase3_sesV1.tsv')
+tsv_data= pd.read_csv(tsv_file, sep='\t')
+subjects_phase3 = tsv_data.participant_id
+subject_list=subjects_phase3.tolist()
+# Loop over subjects
+for sub in subject_list:
+ for root, sess_dirs, session_files in os.walk(os.path.join(nibetaseries_dir, sub)):
+ # Loop over sessions
+ for sess_directory in sess_dirs:
+ if ((sess_directory.find('ses-V1') != -1) & os.path.isdir(os.path.join(func_rois_dir, sub))):
+ # Loop over single trial estimates files in nibetaseries directory of the subject
+ for filecnt, filename in enumerate(os.listdir(os.path.join(nibetaseries_dir, sub, sess_directory,'func'))):
+ if ((filename.find('face') != -1) | (filename.find('object') != -1) | (filename.find('letter') != -1) | (filename.find('falseFont') != -1)):
+ nibetaseries_filename.append(os.path.join(nibetaseries_dir, sub, sess_directory,'func', filename))
+ # Loop over functional ROIs of the subject
+ for filecnt, filename in enumerate(os.listdir(os.path.join(func_rois_dir, sub))):
+ # Select ROIs relevant to the decoding problem of interest
+ if ((filename.find('.nii.gz') != -1) & (filename.find(stimulus_category) != -1) & (filename.find('_' + roi_condition[0]) != -1) & (filename.find('orientation') != -1) & (filename.find('leave_run') != -1) & (filename.find('_' + str(n_voxels) +'_') != -1) & bool([selected_roi_list.index(x) for x in selected_roi_list if x in filename])):
+ func_roi_filename.append(os.path.join(func_rois_dir, sub, filename))
+ index = [selected_roi_list.index(x) for x in selected_roi_list if x in filename]
+ roi_labels_extended.append(selected_roi_list[index[0]])
+ if (filename.find('run1') != -1):
+ index = [selected_roi_list.index(x) for x in selected_roi_list if x in filename]
+ theory_labels.append(roi_labels_list[index[0]])
+ roi_labels.append(selected_roi_list[index[0]])
+ # Loop over event tsv files of the subject
+ for filecnt, filename in enumerate(os.listdir(os.path.join(bids_dir, sub, sess_directory,'func'))):
+ if filename.find('.tsv') != -1:
+ tsv_filename.append(os.path.join(bids_dir, sub, sess_directory,'func', filename))
+
+ nibetaseries_filename.sort()
+ tsv_filename.sort()
+ func_roi_filename = [x for _, x in sorted(zip(roi_labels_extended, func_roi_filename))]
+ theory_labels = [x for _, x in sorted(zip(roi_labels, theory_labels))]
+ roi_labels.sort()
+
+ print("Running " + sub)
+
+ conditions = condition.split('+')
+ condition1 = conditions[0]
+ condition2 = conditions[1]
+ beta_maps1, trial_labels1, run_labels1 = prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition1, stimulus_category, number_of_runs)
+ beta_maps2, trial_labels2, run_labels2 = prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition2, stimulus_category, number_of_runs)
+
+ roi_accuracy_scores = roi_decoding_crossval(beta_maps1, trial_labels1, run_labels1, beta_maps2, trial_labels2, run_labels2, classifier, func_roi_filename)
+
+ # Insert column names in the accuracy data frame
+ if i==0:
+ df.insert(0, 'ROI', roi_labels)
+ df.insert(1, 'Theory', theory_labels)
+
+ # Increment row index and insert accuracy scores for the current subject
+ i = i + 1
+ df.insert(i+1, sub, roi_accuracy_scores)
+ print(i)
+ # Clear all lists before processing next subject
+
+ nibetaseries_filename = list()
+ func_roi_filename = list()
+ tsv_filename = list()
+ roi_labels = list()
+ roi_labels_extended = list()
+ theory_labels = list()
+
+# Create a directory to save the output
+os.makedirs(output_dir, exist_ok=True)
+# Save accuracy scores in a csv file
+df.to_csv(os.path.join(output_dir, 'accuracy_scores_' + condition + '.csv'))
+
+
+
+
+
+
+
+
diff --git a/decoding/searchlight_category_decoding_subject_level.py b/decoding/searchlight_category_decoding_subject_level.py
new file mode 100644
index 0000000..bce6762
--- /dev/null
+++ b/decoding/searchlight_category_decoding_subject_level.py
@@ -0,0 +1,243 @@
+"""
+Performs category decoding and obtains decoding accuracy for each voxel within each subject using a searchlight approach.
+The code uses single trial estimates calculated using nibetaseries 6.0 as input features to an SVM classifier
+
+Author: Aya Khalaf
+Email: aya.khalaf@yale.edu
+Date created: 09-13-2021
+Date modified: 12-20-2022
+"""
+
+
+import os
+import operator
+import pandas as pd
+import numpy as np
+from mansfield import get_searchlight_neighbours_matrix
+
+# BIDS path
+bids_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids'
+# fMRIprep path
+preprocessed_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/fmriprep'
+# nibetaseries trial estimates path
+nibetaseries_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/nibetaseries'
+
+# Select whether to do within condition decoding or test generalization across conditions - options 'within_condition' and 'generalization'
+approach = 'within_condition'
+#approach = 'generalization'
+# if approach = 'within_condition', the line below selects whether to perform decoding within relevant or irrelevant condition - options 'relevant' and 'irrelevant'
+# if approach = 'generalization', the line below selects whether to perform decoding within relevant or irrelevant condition - options 'relevant-irrelevant' and 'irrelevant-relevant'
+condition = 'relevant'
+#condition = 'relevant-irrelevant'
+# Select classifier - options 'SVM', 'LR', 'LDA', 'NB', 'KNN', and 'RF'
+classifier = 'SVM'
+# Radius of the searchlight sphere
+searchlight_radius = 4
+# Number of runs
+number_of_runs = 8
+# Scan repetition time
+TR = 1.5
+# Stimulus categories to be decoded - options include 'face', 'object', 'letter' , and 'falseFont'
+stimulus_categories = ['face', 'object']
+
+# Output path
+#output_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/category/faces_objects'
+output_dir = os.path.join('/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/searchlight_decoding',approach, condition, classifier, str(searchlight_radius) + 'mm', 'category/' + stimulus_categories[0] + '_' + stimulus_categories[1])
+
+
+def prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition, stimulus_categories, number_of_runs):
+ # Extracts nibetaseries trial estimates
+ from nilearn.image import index_img
+ import nibabel as nb
+ # Get number of runs
+ unique_runs = range(number_of_runs)
+ # Define lists to be filled with relevant trial estimates and the corresponding labels
+ beta_maps_list = list()
+ trial_labels = list()
+ run_labels = list()
+ # Loop over sessions to extract relevant trial estimates
+ for run in unique_runs:
+ i = 0
+ # Get stimuli representing the categories in the decoding problem of interest
+ behavioral = pd.read_csv(tsv_filename[run], sep='\t')
+ stim_1_all = behavioral[behavioral.trial_type == stimulus_categories[0]]
+ selected_stim_1 = stim_1_all.task_relevance == condition
+ stim_2_all= behavioral[behavioral.trial_type == stimulus_categories[1]]
+ selected_stim_2 = stim_2_all.task_relevance == condition
+ # Get trial estimates corresponding to selected stimuli
+ for filename in nibetaseries_filename:
+ if filename.find('run-' + str(run+1) +'_space-MNI152NLin2009cAsym_desc-' + stimulus_categories[0] + '_betaseries.nii.gz') != -1:
+ nibetaseries_stim_1_files = index_img(filename, selected_stim_1)
+ beta_maps_list.append(nibetaseries_stim_1_files)
+ if filename.find('run-' + str(run+1) +'_space-MNI152NLin2009cAsym_desc-' + stimulus_categories[1] + '_betaseries.nii.gz') != -1:
+ nibetaseries_stim_2_files = index_img(filename, selected_stim_2)
+ beta_maps_list.append(nibetaseries_stim_2_files)
+
+
+ # Create labels corresponding to the selected trial estimates
+ trial_labels = trial_labels + [stimulus_categories[0]] * sum(selected_stim_1) + [stimulus_categories[1]] * sum(selected_stim_2)
+ run_labels = run_labels + [run] * len([stimulus_categories[0]] * sum(selected_stim_1) + [stimulus_categories[1]] * sum(selected_stim_2))
+ # Concatenate selected trial estimates into one 4D image
+ beta_maps = nb.concat_images(beta_maps_list, axis=3)
+
+ return beta_maps, trial_labels, run_labels
+
+def searchlight_decoding_crossval(beta_maps, trial_labels, run_labels, classifier, searchlight_radius, mask_filename):
+ import nilearn.decoding
+ from nilearn.input_data import NiftiMasker
+ from sklearn.metrics import accuracy_score
+
+ print("Running searchlight")
+ approach = 'within_condition'
+ # Create a mask so that the searchlight analysis is performed within the brain voxels only
+ func_mask = nilearn.masking.intersect_masks(mask_filename, threshold=1)
+ masker = NiftiMasker(mask_img=func_mask, standardize=True)
+ func_mask.to_filename('func_mask.nii')
+ # Get neighbours of each voxel in the brain
+ searchlight_neighbours_matrix = get_searchlight_neighbours_matrix('func_mask.nii', radius= searchlight_radius)
+ data = masker.fit_transform(beta_maps)
+ voxels = range(data.shape[1])
+ searchlight_scores = np.zeros((1, data.shape[1]))
+ # Loop over voxels and get the corresponding accuracies
+ for center_voxel in voxels:
+ sphere_indices = searchlight_neighbours_matrix[center_voxel].toarray()[0].astype('bool')
+ data_in_the_sphere = data[:, sphere_indices]
+ scores = classification(data_in_the_sphere, trial_labels, run_labels, [], classifier, approach)
+ searchlight_scores[:, center_voxel] = scores.mean()
+ # Create a searchlight image with accuracies corresponding to each voxel
+ searchlight_img = masker.inverse_transform(searchlight_scores)
+
+ return searchlight_img
+
+def searchlight_decoding_generalization(beta_maps1, trial_labels1, run_labels1, beta_maps2, trial_labels2, run_labels2, classifier, searchlight_radius, mask_filename):
+ import nilearn.decoding
+ from nilearn.input_data import NiftiMasker
+ from sklearn.metrics import accuracy_score
+
+ print("Running searchlight")
+ approach = 'generalization'
+ # Create a mask so that the searchlight analysis is performed within the brain voxels only
+ func_mask = nilearn.masking.intersect_masks(mask_filename, threshold=1)
+ masker = NiftiMasker(mask_img=func_mask, standardize=True)
+ func_mask.to_filename('func_mask.nii')
+ # Get neighbours of each voxel in the brain
+ searchlight_neighbours_matrix = get_searchlight_neighbours_matrix('func_mask.nii', radius= searchlight_radius)
+ data1 = masker.fit_transform(beta_maps1)
+ data2 = masker.fit_transform(beta_maps2)
+ voxels = range(data1.shape[1])
+ searchlight_scores = np.zeros((1, data1.shape[1]))
+ # Loop over voxels and get the corresponding accuracies
+ for center_voxel in voxels:
+ sphere_indices = searchlight_neighbours_matrix[center_voxel].toarray()[0].astype('bool')
+ data_in_the_sphere1 = data1[:, sphere_indices]
+ data_in_the_sphere2 = data2[:, sphere_indices]
+ predicted_labels = classification(data_in_the_sphere1, trial_labels1, [], data_in_the_sphere2, classifier, approach)
+ searchlight_scores[:, center_voxel] = accuracy_score(predicted_labels, trial_labels2)
+ # Create a searchlight image with accuracies corresponding to each voxel
+ searchlight_img = masker.inverse_transform(searchlight_scores)
+
+ return searchlight_img
+
+def classification(data1, trial_labels1, run_labels1, data2, clf, approach):
+ # Classifies trial estimates, depending on the selected approach, either using
+ # 1) leave-one-run-out cross validation scheme or 2) specified training and testing sets
+ from sklearn import svm
+ from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA
+ from sklearn.naive_bayes import GaussianNB
+ from sklearn.linear_model import LogisticRegression
+ from sklearn.neighbors import KNeighborsClassifier
+ from sklearn.ensemble import RandomForestClassifier
+ from sklearn.model_selection import LeaveOneGroupOut
+ from sklearn.model_selection import cross_val_score
+ cv = LeaveOneGroupOut()
+ # Classification Options
+ if clf == 'SVM':
+ classifier = svm.SVC(kernel='linear')
+ elif clf == 'LDA':
+ classifier = LDA()
+ elif clf == 'NB':
+ classifier = GaussianNB()
+ elif clf == 'LR':
+ classifier = LogisticRegression()
+ elif clf == 'KNN':
+ classifier = KNeighborsClassifier(n_neighbors=5)
+ elif clf == 'RF':
+ classifier = RandomForestClassifier()
+
+ if approach =='within_condition':
+ scores = cross_val_score(classifier, data1, trial_labels1, cv=cv, groups=run_labels1)
+ elif approach == 'generalization':
+ classifier.fit(data1, trial_labels1)
+ scores = classifier.predict(data2)
+
+ return scores
+
+# Define lists to be filled with subject-specific data
+i=0
+mask_filename = list()
+nibetaseries_filename = list()
+tsv_filename = list()
+os.makedirs(output_dir, exist_ok=True)
+
+# Get phase3 subjects
+tsv_file = os.path.join(bids_dir,'participants_fMRI_QC_included_phase3_sesV1.tsv')
+tsv_data= pd.read_csv(tsv_file, sep='\t')
+subjects_phase3 = tsv_data.participant_id
+subject_list=subjects_phase3.tolist()
+searchlight_filename = list()
+
+# Loop over subjects
+for sub in subject_list:
+ for root, sess_dirs, session_files in os.walk(os.path.join(nibetaseries_dir, sub)):
+ # Loop over sessions
+ for sess_directory in sess_dirs:
+ if ((sess_directory.find('ses-V1') != -1) & operator.not_(os.path.isdir(os.path.join(output_dir, sub,'ses-V1')))):
+ os.makedirs(os.path.join(output_dir, sub, sess_directory))
+ # Loop over single trial estimates files in nibetaseries directory of the subject
+ for filecnt, filename in enumerate( os.listdir(os.path.join(nibetaseries_dir, sub, sess_directory, 'func'))):
+ if ((filename.find('face') != -1) | (filename.find('object') != -1) | (filename.find('letter') != -1) | (filename.find('falseFont') != -1)):
+ nibetaseries_filename.append(os.path.join(nibetaseries_dir, sub, sess_directory, 'func', filename))
+ # Loop over functional mask files in fmriprep directory of the subject
+ for filecnt, filename in enumerate(os.listdir(os.path.join(preprocessed_dir, sub, sess_directory, 'func'))):
+ if filename.find('MNI152NLin2009cAsym_desc-brain_mask.nii.gz') != -1:
+ mask_filename.append(os.path.join(preprocessed_dir, sub, sess_directory, 'func', filename))
+ # Loop over event tsv files of the subject
+ for filecnt, filename in enumerate(os.listdir(os.path.join(bids_dir, sub, sess_directory, 'func'))):
+ if filename.find('.tsv') != -1:
+ tsv_filename.append(os.path.join(bids_dir, sub, sess_directory, 'func', filename))
+
+ mask_filename.sort()
+ nibetaseries_filename.sort()
+ tsv_filename.sort()
+
+ print("Running " + sub)
+
+ if approach == 'within_condition':
+ beta_maps, trial_labels, run_labels = prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition, stimulus_categories, number_of_runs)
+ searchlight_img = searchlight_decoding_crossval(beta_maps, trial_labels, run_labels, classifier, searchlight_radius, mask_filename)
+ elif approach == 'generalization':
+ conditions = condition.split('-')
+ condition1 = conditions[0]
+ condition2 = conditions[1]
+ beta_maps1, trial_labels1, run_labels1 = prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition1, stimulus_categories, number_of_runs)
+ beta_maps2, trial_labels2, run_labels2 = prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition2, stimulus_categories, number_of_runs)
+ searchlight_img = searchlight_decoding_generalization(beta_maps1, trial_labels1, run_labels1, beta_maps2, trial_labels2, run_labels2, classifier, searchlight_radius, mask_filename)
+ # Save searchlight image as a nifti file
+ searchlight_img.to_filename(os.path.join(output_dir, sub, sess_directory, 'searchlight_accuracy_map.nii'))
+ i = i + 1
+ print(i)
+ # Clear all lists before processing next subject
+ mask_filename = list()
+ nibetaseries_filename = list()
+ tsv_filename = list()
+
+
+
+
+
+
+
+
+
+
+
diff --git a/decoding/searchlight_decoding_group_analysis.py b/decoding/searchlight_decoding_group_analysis.py
new file mode 100644
index 0000000..cf7ba10
--- /dev/null
+++ b/decoding/searchlight_decoding_group_analysis.py
@@ -0,0 +1,162 @@
+
+# Runs cluster-based permutation testing on the searchlight accuracy maps against the chance level
+"""
+Author: Aya Khalaf
+Email: aya.khalaf@yale.edu
+Date created: 10-10-2022
+Date modified: 03-10-2022
+"""
+
+import os
+import pandas as pd
+import nilearn
+
+bids_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids'
+# Select whether to apply group analysis on category or orientation decoding problems - options 'category' and 'orientation'
+decoding_problem = 'category'
+#decoding_problem = 'orientation'
+# Select whether to do within condition decoding or test generalization across conditions - options 'within_condition' and 'generalization'
+# For orientation decoding, approach should be set to 'within_condition'
+approach = 'generalization'
+#approach ='within_condition'
+# if approach = 'within_condition', the line below selects whether to perform decoding within relevant or irrelevant condition - options 'relevant' and 'irrelevant'
+# if approach = 'generalization', the line below selects whether to perform decoding within relevant or irrelevant condition - options 'relevant-irrelevant' and 'irrelevant-relevant'
+# For orientation decoding, no need to change 'condition' as it will be specified at line 40.
+condition = 'relevant-irrelevant'
+#condition ='relevant'
+# Select classifier - options 'SVM', 'LR', 'LDA', 'NB', 'KNN', and 'RF'
+classifier = 'SVM'
+
+# Stimulus categories to be decoded - options include 'face', 'object', 'letter' , and 'falseFont'
+# For orientation decoding, do not change 'stimulus_categories' here and change line 48 instead.
+stimulus_categories = ['face', 'object']
+#stimulus_categories = ['letter', 'falseFont']
+#stimulus_categories = ['face', 'baseline']
+#stimulus_categories = ['object', 'baseline']
+#stimulus_categories = ['letter', 'baseline']
+#stimulus_categories = ['falseFont', 'baseline']
+#stimulus_categories = ['falseFonts', 'baseline']
+# Radius of searchlight sphere
+searchlight_radius = 4
+# Chance level (50% for category decoding (binary) and 33.33% for orientation decoding (3-class) )
+chance_level = 0.5
+
+searchlight_dir = os.path.join('/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/searchlight_decoding',approach, condition, classifier, str(searchlight_radius) + 'mm', 'category/' + stimulus_categories[0] + '_' + stimulus_categories[1])
+
+if decoding_problem == 'orientation':
+ condition = 'relevant+irrelevant'
+ chance_level = 0.33
+ stimulus_category = 'face'
+ #stimulus_category = 'object'
+ #stimulus_category = 'letter'
+ #stimulus_category = 'falseFont'
+ searchlight_dir = os.path.join('/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/searchlight_decoding',approach, condition, classifier, str(searchlight_radius) + 'mm', 'Orientation/' + stimulus_category)
+
+def second_level_analysis(second_level_input,chance_level):
+
+ # Performs second level analysis
+ searchlight_images = list()
+ # Threshold accuracy maps before running second level GLM
+ for index in second_level_input:
+ searchlight_images.append(nilearn.image.math_img('a-' + str(chance_level), a=index))
+ # Get mean accuracy map across subjects
+ accuracy_map = nilearn.image.mean_img(second_level_input)
+ # Create Design matrix
+ design_matrix = pd.DataFrame([1] * len(searchlight_images), columns=['intercept'])
+ # Run second level analysis
+ from nilearn.glm.second_level import non_parametric_inference
+
+ out_dict = non_parametric_inference(
+ searchlight_images,
+ design_matrix=design_matrix,
+ n_perm=5000,
+ two_sided_test=False,
+ n_jobs=6,
+ threshold=0.001,
+ )
+ logp_map = out_dict["logp_max_size"]
+ return logp_map, accuracy_map
+
+def second_level_display(logp_map, accuracy_map, chance_level, searchlight_dir):
+
+ # Displays group-level accuracy map on axial brain slices
+ from nilearn import plotting
+ import matplotlib as mpl
+ import matplotlib.pyplot as plt
+ import numpy as np
+
+ # Define figure parameters
+ fig = plt.figure(figsize=(5, 7))
+ fig.set_facecolor((0, 0, 0))
+ plt.subplots_adjust(hspace=0.001)
+ plt.subplots_adjust(wspace=0.001)
+ c_map = mpl.cm.hot
+ slices = range(-56, 96, 8)
+
+ # MNI template to display group-level accuracy
+ file_name = 'mni_icbm152_t1_tal_nlin_asym_09c.nii'
+ # Cluster correction threshold
+ threshold= -np.log10(0.05)
+ # Apply threshold and get the corrected group-level accuracy map
+ accuracy_mask = nilearn.image.math_img(f'img > {threshold}', img=logp_map)
+ accuracy_map_thresholded = nilearn.image.math_img('a*b', a= accuracy_mask, b=accuracy_map)
+ # Save group-level accuracy map
+ accuracy_map_thresholded.to_filename(os.path.join(searchlight_dir, 'searchlight_group_accuracy_map_nonparametric.nii'))
+
+ # Plot group accuracy map on axial brain slices
+ slice_index = 0
+ for index in range(18):
+ ax = plt.subplot(5, 4, index + 1)
+ plotting.plot_img(accuracy_map_thresholded, cut_coords=range(slices[slice_index], slices[slice_index + 1], 8), bg_img=file_name,
+ axes=ax, annotate=False, threshold=chance_level, display_mode="z",
+ cmap=c_map, colorbar=False, vmin=chance_level, vmax=0.8)
+
+ slice_index = slice_index + 1
+
+ ax = plt.subplot(5, 4, 20)
+ fig.subplots_adjust(bottom=0.12, top=0.7, left=0.43, right=0.63)
+ cb = fig.colorbar(mpl.cm.ScalarMappable(cmap=c_map),
+ cax=ax, orientation='vertical')
+
+ cb.ax.set_yticklabels([chance_level, 0.65, 0.8], fontsize=10, weight='bold')
+ cb.set_label('Accuracy', rotation=90, color='white', fontsize=12, weight='bold')
+ cb.ax.tick_params(colors='white')
+ cb.ax.tick_params(size=0)
+ # Save group accuracy map as a figure
+ plt.savefig(os.path.join(searchlight_dir, 'searchlight_group_accuracy_map_nonparametric.png'))
+ plotting.show()
+
+
+# Get phase3 subjects
+tsv_file = os.path.join(bids_dir,'participants_fMRI_QC_included_phase3_sesV1.tsv')
+tsv_data= pd.read_csv(tsv_file, sep='\t')
+subjects_phase2 = tsv_data.participant_id
+subject_list=subjects_phase2.tolist()
+searchlight_filename = list()
+# Loop over subjects
+for sub in subject_list:
+ for root, sess_dirs, session_files in os.walk(os.path.join(searchlight_dir, sub)):
+ # Loop over sessions
+ for sess_directory in sess_dirs:
+ if sess_directory.find('ses-V1') != -1:
+ # Get searchlight accuracy maps
+ for filecnt, filename in enumerate(os.listdir(os.path.join(searchlight_dir, sub, sess_directory))):
+ if filename.find('searchlight_group_accuracy_map_nonparametric.nii') != -1:
+ searchlight_filename.append(os.path.join(searchlight_dir, sub, sess_directory, filename))
+
+# Perform second level analysis
+stats_map, accuracy_map = second_level_analysis(searchlight_filename, chance_level)
+# Display group level accuracy map on axial brain slices
+second_level_display(stats_map, accuracy_map, chance_level, searchlight_dir)
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/decoding/searchlight_group_level_tables.py b/decoding/searchlight_group_level_tables.py
new file mode 100644
index 0000000..76241d5
--- /dev/null
+++ b/decoding/searchlight_group_level_tables.py
@@ -0,0 +1,214 @@
+# Generates ROI tables based on category and orientation searchlight group-level maps
+
+"""
+Created by Yamil Vidal and modified by Aya Khalaf
+Email: aya.khalaf@yale.edu
+Date created: 04-11-2023
+Date modified: 04-26-2023
+"""
+
+import sys
+import numpy as np
+import pandas as pd
+import os
+
+# BIDS path
+bids_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids'
+# fMRIprep path
+preprocessed_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/fmriprep'
+# nibetaseries trial estimates path
+nibetaseries_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/nibetaseries'
+
+# Select whether to apply group analysis on category or orientation decoding problems - options 'category' and 'orientation'
+decoding_problem = 'category'
+#decoding_problem = 'orientation'
+# Select whether to do within condition decoding or test generalization across conditions - options 'within_condition' and 'generalization'
+approach = 'within_condition'
+#approach = 'generalization'
+# if approach = 'within_condition', the line below selects whether to perform decoding within relevant or irrelevant condition - options 'relevant' and 'irrelevant'
+# if approach = 'generalization', the line below selects whether to perform decoding within relevant or irrelevant condition - options 'relevant-irrelevant' and 'irrelevant-relevant'
+condition = 'relevant'
+#condition = 'relevant-irrelevant'
+# Select classifier - options 'SVM', 'LR', 'LDA', 'NB', 'KNN', and 'RF'
+classifier = 'SVM'
+# Radius of the searchlight sphere
+searchlight_radius = 4
+# Number of runs
+number_of_runs = 8
+# Scan repetition time
+TR = 1.5
+# Stimulus categories to be decoded - options include 'face', 'object', 'letter' , and 'falseFont'
+stimulus_categories = ['face', 'object']
+#stimulus_categories = ['letter', 'falseFont']
+
+# data path
+data_dir = os.path.join('/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/searchlight_decoding',approach, condition, classifier, str(searchlight_radius) + 'mm', 'category/' + stimulus_categories[0] + '_' + stimulus_categories[1])
+if decoding_problem == 'orientation':
+ condition = 'relevant+irrelevant'
+ chance_level = 0.33
+ stimulus_category = 'face'
+ data_dir = os.path.join('/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/searchlight_decoding',approach, condition, classifier, str(searchlight_radius) + 'mm', 'Orientation/' + stimulus_category)
+
+
+projectRoot = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed'
+
+#subject_list_type = 'phase2_V1'
+subject_list_type = 'phase3_V1_subset'
+#subject_list_type = 'debug'
+
+bids_dir = projectRoot + '/bids'
+code_dir = projectRoot + '/bids/code'
+
+output_dir = data_dir
+mask_dir = bids_dir + '/derivatives/masks/ICBM2009c_asym_nlin'
+conjunct_pattern = data_dir + '/%(conj)s_conjunction_not_A_or_B.nii.gz'
+output_fname_pattern_cvs = output_dir + '/searchlight_group_level_table.csv'
+group_mask = bids_dir + '/derivatives/fslFeat/group/ses-V1/' + subject_list_type + '/ses-V1_task-Dur_analysis-3rdGLM_space-MNI152NLin2009cAsym_desc-cope15.gfeat/cope1.feat/mask.nii.gz'
+input_nifti= os.path.join(data_dir, 'searchlight_group_accuracy_map_nonparametric.nii')
+# load helper functions / code dir
+sys.path.append(code_dir)
+from helper_functions_MRI import load_mri
+
+# %% ROIs
+roi_list = ['G_and_S_cingul-Mid-Post',
+ 'Lat_Fis-ant-Horizont',
+ 'Lat_Fis-ant-Vertical',
+ 'G_and_S_cingul-Ant',
+ 'G_and_S_cingul-Mid-Ant',
+ 'G_front_inf-Opercular',
+ 'G_front_inf-Orbital',
+ 'G_front_inf-Triangul',
+ 'G_front_middle',
+ 'S_front_middle',
+ 'S_front_sup',
+ 'G_and_S_frontomargin',
+ 'G_and_S_transv_frontopol',
+ 'G_front_sup',
+ 'G_rectus',
+ 'G_subcallosal',
+ 'S_orbital_lateral',
+ 'S_orbital_med-olfact',
+ 'S_orbital-H_Shaped',
+ 'S_suborbital',
+ 'G_and_S_occipital_inf',
+ 'G_oc-temp_lat-fusifor',
+ 'G_occipital_middle',
+ 'S_oc_middle_and_Lunatus',
+ 'G_cuneus',
+ 'G_occipital_sup',
+ 'G_oc-temp_med-Lingual',
+ 'G_oc-temp_med-Parahip',
+ 'G_temporal_inf',
+ 'Pole_occipital',
+ 'Pole_temporal',
+ 'S_calcarine',
+ 'S_intrapariet_and_P_trans',
+ 'S_oc_sup_and_transversal',
+ 'S_temporal_sup',
+ 'S_front_inf',
+ 'G_orbital',
+ 'G_pariet_inf-Angular',
+ 'G_pariet_inf-Supramar',
+ 'G_precentral',
+ 'G_temp_sup-Lateral',
+ 'G_temp_sup-Plan_tempo',
+ 'G_temporal_middle',
+ 'S_interm_prim-Jensen',
+ 'S_occipital_ant',
+ 'S_oc-temp_lat',
+ 'S_precentral-inf-part',
+ 'S_temporal_inf',
+ 'GNW',
+ 'IIT',
+ 'IIT_extended',
+ 'IIT_excluded']
+
+
+
+# Should only bilateral masks be processed? these are assumed to be label with
+# a 'bh' (both hemispheres) in the file name (as created by 01_create_ROI_masks.py)
+process_only_bilateral_masks = True
+
+
+# load all anatomical ROIs
+def get_mask_list(sub_mask_dir):
+ """
+ Get list of paths to all masks for current subject. Prints how many masks
+ are found or prints warning (not an error) if none have been found.
+ sub_mask_dir: path to mask dir
+ Returns: list of paths to all masks
+ """
+ from glob import glob
+ if process_only_bilateral_masks:
+ mask_list = glob(sub_mask_dir + '/*_bh_*' + 'MNI152NLin2009cAsym.nii.gz')
+ n_masks = len(mask_list)
+ print('. Getting list of bilateral masks only. Found ' + str(n_masks) + ' masks')
+ else:
+ mask_list = glob(sub_mask_dir + '/*.nii.gz')
+ n_masks = len(mask_list)
+ print('. Getting list of all masks. Found ' + str(n_masks) + ' masks')
+ if not mask_list:
+ print('! Warning no masks found for current subject !!!')
+ return mask_list
+
+def load_a_rois():
+ """
+ Load all anatomica ROIs of a subject into a dictionary
+
+ sub_id: Subject ID
+ Returns: Dictionary containing all the anatomical ROIs of the subject
+ """
+
+ mask_paths = get_mask_list(mask_dir)
+ mask_paths.sort()
+
+ sub_mask_list = [l[115:] for l in mask_paths]
+ sub_mask_list = [l[:-33] for l in sub_mask_list]
+
+ # empty dictionary that will contain all masks of a subject
+ a_rois = {}
+
+ for n in range(0,len(mask_paths)):
+ mask = mask_paths[n]
+ m = load_mri(mask, group_mask)
+ a_rois[sub_mask_list[n]] = m
+
+ return a_rois, sub_mask_list
+
+
+def count_voxels_in_roi(a_roi,conjunction):
+
+ # Set to zero the voxels that don't belong to the ROI
+
+ c = conjunction.copy()
+ c[a_roi == 0] = 0
+
+ n_voxels = int(np.sum(c > 0))
+
+ return n_voxels
+
+# %% run
+
+
+
+voxel_count = dict(zip(roi_list,np.zeros((len(roi_list),2), dtype=float)))
+
+# Load the relevant functional maps
+conjunction = np.squeeze(load_mri(input_nifti,group_mask))
+
+a_rois, sub_roi_list = load_a_rois()
+
+for roi_name in roi_list:
+
+
+ a_roi = np.squeeze(a_rois[roi_name])
+
+ n_voxels = count_voxels_in_roi(a_roi,conjunction)
+ #print(str(n_voxels))
+ #print(str(n_voxels/sum(a_roi)))
+ voxel_count[roi_name][0] = n_voxels
+ voxel_count[roi_name][1] = n_voxels/sum(a_roi)
+
+voxel_df = pd.DataFrame.from_dict(voxel_count, orient='index')
+# Save searchlight ROI table
+voxel_df.to_csv(output_fname_pattern_cvs, header=False)
diff --git a/decoding/searchlight_orientation_decoding_subject_level.py b/decoding/searchlight_orientation_decoding_subject_level.py
new file mode 100644
index 0000000..eeb0feb
--- /dev/null
+++ b/decoding/searchlight_orientation_decoding_subject_level.py
@@ -0,0 +1,212 @@
+"""
+Performs orientation decoding and obtains decoding accuracy for each voxel within each subject using a searchlight approach.
+The code uses single trial estimates calculated using nibetaseries 6.0 as input features to an SVM classifier
+
+Author: Aya Khalaf
+Email: aya.khalaf@yale.edu
+Date created: 09-13-2021
+Date modified: 12-20-2022
+"""
+
+
+import os
+import operator
+import pandas as pd
+import numpy as np
+import nibabel as nb
+from mansfield import get_searchlight_neighbours_matrix
+
+# BIDS path
+bids_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids'
+# fMRIprep path
+preprocessed_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/fmriprep'
+# nibetaseries trial estimates path
+nibetaseries_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/nibetaseries'
+
+# Select whether to do within condition decoding or test generalization across conditions - options 'within_condition' and 'generalization'
+# The current implementation allows orientation decoding using the 'within condition' approach
+approach = 'within_condition'
+# Decoding orientation within relevant and irrelevant conditions combined
+condition = 'relevant+irrelevant'
+# Select classifier - options 'SVM', 'LR', 'LDA', 'NB', 'KNN', and 'RF'
+classifier = 'SVM'
+# Radius of the searchlight sphere
+searchlight_radius = 4
+# Number of runs
+number_of_runs = 8
+# Scan repetition time
+TR = 1.5
+# Stimulus category to decode orientation for - options include 'face', 'object', 'letter' , and 'falseFont'
+stimulus_category = 'face'
+
+# Output path
+output_dir = os.path.join('/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/searchlight_decoding',approach, condition, classifier, str(searchlight_radius) + 'mm', 'Orientation/' + stimulus_category)
+
+
+def prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition, stimulus_category, number_of_runs):
+ # Extracts nibetaseries trial enibetaseries_filename = {list: 32} ['/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/nibetaseries/sub-SD193/ses-V1/func/sub-SD193_ses-V1_task-Dur_run-1_space-MNI152NLin2009cAsym_desc-face_betaseries.nii.gz', '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivative… Viewstimates needed for decoding
+
+ from nilearn.image import index_img
+ import nibabel as nb
+ # Get number of runs
+ unique_runs = range(number_of_runs)
+ orientation_1 = 'center'
+ orientation_2 = 'right'
+ orientation_3 = 'left'
+ # Define lists to be filled with relevant trial estimates and the corresponding labels
+ beta_maps_list = list()
+ trial_labels = list()
+ run_labels = list()
+ # Loop over sessions to extract relevant trial estimates
+ for run in unique_runs:
+ i = 0
+ # Get stimuli representing the categories in the decoding problem of interest
+ behavioral = pd.read_csv(tsv_filename[run], sep='\t')
+ stim_all = behavioral[behavioral.trial_type == stimulus_category]
+ selected_stim_front = (stim_all.task_relevance == condition) & (stim_all.stimulus_orientation == orientation_1)
+ selected_stim_right = (stim_all.task_relevance == condition) & (stim_all.stimulus_orientation == orientation_2)
+ selected_stim_left = (stim_all.task_relevance == condition) & (stim_all.stimulus_orientation == orientation_3)
+ # Get trial estimates corresponding to selected stimuli
+ for filename in nibetaseries_filename:
+ if filename.find('run-' + str(run+1) +'_space-MNI152NLin2009cAsym_desc-' + stimulus_category + '_betaseries.nii.gz') != -1:
+ nibetaseries_stim_1_files = index_img(filename, selected_stim_front)
+ beta_maps_list.append(nibetaseries_stim_1_files)
+ nibetaseries_stim_2_files = index_img(filename, selected_stim_right)
+ beta_maps_list.append(nibetaseries_stim_2_files)
+ nibetaseries_stim_3_files = index_img(filename, selected_stim_left)
+ beta_maps_list.append(nibetaseries_stim_3_files)
+
+
+ # Create labels corresponding to the selected trial estimates
+ trial_labels= trial_labels + [orientation_1] * sum(selected_stim_front) + [orientation_2] * sum(selected_stim_right) + [orientation_3] * sum(selected_stim_left)
+ run_labels = run_labels + [run] * len([orientation_1] * sum(selected_stim_front) + [orientation_2] * sum(selected_stim_right) + [orientation_3] * sum(selected_stim_left))
+ # Concatenate selected trial estimates into one 4D image
+ beta_maps = nb.concat_images(beta_maps_list, axis=3)
+
+ return beta_maps, trial_labels, run_labels
+
+def searchlight_decoding_crossval(beta_maps, trial_labels, run_labels, classifier, searchlight_radius, mask_filename):
+ import nilearn.decoding
+ from nilearn.input_data import NiftiMasker
+
+ print("Running searchlight")
+ # Create a mask so that the searchlight analysis is performed within the brain voxels only
+ func_mask = nilearn.masking.intersect_masks(mask_filename, threshold=1)
+ masker = NiftiMasker(mask_img=func_mask, standardize=True)
+ func_mask.to_filename('func_mask.nii')
+ # Get neighbours of each voxel in the brain
+ searchlight_neighbours_matrix = get_searchlight_neighbours_matrix('func_mask.nii', radius= searchlight_radius)
+ data = masker.fit_transform(beta_maps)
+ voxels = range(data.shape[1])
+ searchlight_scores = np.zeros((1, data.shape[1]))
+ # Loop over voxels and get the corresponding accuracies
+ for center_voxel in voxels:
+ sphere_indices = searchlight_neighbours_matrix[center_voxel].toarray()[0].astype('bool')
+ data_in_the_sphere = data[:, sphere_indices]
+ scores = classification(data_in_the_sphere, trial_labels, run_labels, classifier)
+ searchlight_scores[:, center_voxel] = scores.mean()
+ # Create a searchlight image with accuracies corresponding to each voxel
+ searchlight_img = masker.inverse_transform(searchlight_scores)
+
+ return searchlight_img
+
+
+def classification(data, trial_labels, run_labels, clf):
+ # Classifies trial estimates using leave-one-run-out cross validation scheme
+
+ from sklearn import svm
+ from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA
+ from sklearn.naive_bayes import GaussianNB
+ from sklearn.linear_model import LogisticRegression
+ from sklearn.neighbors import KNeighborsClassifier
+ from sklearn.ensemble import RandomForestClassifier
+ from sklearn.model_selection import LeaveOneGroupOut
+ from sklearn.model_selection import cross_val_score
+ cv = LeaveOneGroupOut()
+ # Classification Options
+ if clf == 'SVM':
+ classifier = svm.SVC(kernel='linear', class_weight='balanced')
+ elif clf == 'LDA':
+ classifier = LDA()
+ elif clf == 'NB':
+ classifier = GaussianNB()
+ elif clf == 'LR':
+ classifier = LogisticRegression()
+ elif clf == 'KNN':
+ classifier = KNeighborsClassifier(n_neighbors=5)
+ elif clf == 'RF':
+ classifier = RandomForestClassifier()
+
+ scores = cross_val_score(classifier, data, trial_labels, cv=cv, groups=run_labels, scoring='balanced_accuracy')
+
+ return scores
+
+# Define lists to be filled with subject-specific data
+i=0
+mask_filename = list()
+nibetaseries_filename = list()
+tsv_filename = list()
+os.makedirs(output_dir, exist_ok=True)
+
+# Get phase3 subjects
+tsv_file = os.path.join(bids_dir,'participants_fMRI_QC_included_phase3_sesV1.tsv')
+tsv_data= pd.read_csv(tsv_file, sep='\t')
+subjects_phase3 = tsv_data.participant_id
+subject_list=subjects_phase3.tolist()
+searchlight_filename = list()
+
+# Loop over subjects
+for sub in subject_list:
+ for root, sess_dirs, session_files in os.walk(os.path.join(nibetaseries_dir, sub)):
+ # Loop over sessions
+ for sess_directory in sess_dirs:
+ if ((sess_directory.find('ses-V1') != -1) & operator.not_(os.path.isdir(os.path.join(output_dir, sub,'ses-V1')))):
+ os.makedirs(os.path.join(output_dir, sub, sess_directory))
+ # Loop over single trial estimates files in nibetaseries directory of the subject
+ for filecnt, filename in enumerate( os.listdir(os.path.join(nibetaseries_dir, sub, sess_directory, 'func'))):
+ if ((filename.find('face') != -1) | (filename.find('object') != -1) | (filename.find('letter') != -1) | (filename.find('falseFont') != -1)):
+ nibetaseries_filename.append(os.path.join(nibetaseries_dir, sub, sess_directory, 'func', filename))
+ # Loop over functional mask files in fmriprep directory of the subject
+ for filecnt, filename in enumerate(os.listdir(os.path.join(preprocessed_dir, sub, sess_directory, 'func'))):
+ if filename.find('MNI152NLin2009cAsym_desc-brain_mask.nii.gz') != -1:
+ mask_filename.append(os.path.join(preprocessed_dir, sub, sess_directory, 'func', filename))
+ # Loop over event tsv files of the subject
+ for filecnt, filename in enumerate(os.listdir(os.path.join(bids_dir, sub, sess_directory, 'func'))):
+ if filename.find('.tsv') != -1:
+ tsv_filename.append(os.path.join(bids_dir, sub, sess_directory, 'func', filename))
+
+ mask_filename.sort()
+ nibetaseries_filename.sort()
+ tsv_filename.sort()
+
+ print("Running " + sub)
+ conditions = condition.split('+')
+ condition1 = conditions[0]
+ condition2 = conditions[1]
+ beta_maps1, trial_labels1, run_labels1 = prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition1, stimulus_category, number_of_runs)
+ beta_maps2, trial_labels2, run_labels2 = prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition2, stimulus_category, number_of_runs)
+ beta_maps = nb.concat_images((beta_maps1, beta_maps2), axis=3)
+ trial_labels = trial_labels1 + trial_labels2
+ run_labels = run_labels1 + run_labels2
+
+ searchlight_img = searchlight_decoding_crossval(beta_maps, trial_labels, run_labels, classifier, searchlight_radius, mask_filename)
+
+ # Save searchlight image as a nifti file
+ searchlight_img.to_filename(os.path.join(output_dir, sub, sess_directory, 'searchlight_accuracy_map.nii'))
+ i = i + 1
+ print(i)
+ # Clear all lists before processing next subject
+ mask_filename = list()
+ nibetaseries_filename = list()
+ tsv_filename = list()
+
+
+
+
+
+
+
+
+
+
+
diff --git a/decoding/searchlight_stim_baseline_decoding_subject_level.py b/decoding/searchlight_stim_baseline_decoding_subject_level.py
new file mode 100644
index 0000000..981a141
--- /dev/null
+++ b/decoding/searchlight_stim_baseline_decoding_subject_level.py
@@ -0,0 +1,221 @@
+"""
+Performs category vs baseline decoding and obtains decoding accuracy for each voxel within each subject using a searchlight approach.
+The code uses single trial estimates calculated using nibetaseries 6.0 as input features to an SVM classifier
+
+Author: Aya Khalaf
+Email: aya.khalaf@yale.edu
+Date created: 09-13-2021
+Date modified: 12-22-2022
+"""
+
+
+import os
+import operator
+import pandas as pd
+import numpy as np
+from mansfield import get_searchlight_neighbours_matrix
+
+# BIDS path
+bids_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids'
+# fMRIprep path
+preprocessed_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/fmriprep'
+# nibetaseries trial estimates path
+nibetaseries_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/nibetaseries'
+
+# Select whether to do within condition decoding or test generalization across conditions - options 'within_condition' and 'generalization'
+approach = 'within_condition'
+
+# if approach = 'within_condition', the line below selects whether to perform decoding within relevant or irrelevant condition - options 'relevant' and 'irrelevant'
+# if approach = 'generalization', the line below selects whether to perform decoding within relevant or irrelevant condition - options 'relevant-irrelevant' and 'irrelevant-relevant'
+condition = 'relevant'
+
+# Select classifier - options 'SVM', 'LR', 'LDA', 'NB', 'KNN', and 'RF'
+classifier = 'SVM'
+# Radius of the searchlight sphere
+searchlight_radius = 4
+# Number of runs
+number_of_runs = 8
+# Scan repetition time
+TR = 1.5
+# Stimulus categories to be decoded - options include 'face', 'object', 'letter' , and 'falseFont'
+stimulus_categories = ['face', 'baseline']
+
+# Output path
+output_dir = os.path.join('/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/decoding/nibetaseries/searchlight_decoding',approach, condition, classifier, str(searchlight_radius) + 'mm', 'category/' + stimulus_categories[0] + '_' + stimulus_categories[1])
+
+
+def prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition, stimulus_categories, number_of_runs):
+ # Extracts nibetaseries trial estimates
+ from nilearn.image import index_img
+ import nibabel as nb
+ import random
+ from operator import itemgetter
+
+ # Get number of runs
+ unique_runs = range(number_of_runs)
+ # Define lists to be filled with relevant trial estimates and the corresponding labels
+ beta_maps_list = list()
+ trial_labels = list()
+ run_labels = list()
+ selected_category_stim_index = list()
+ # Loop over sessions to extract relevant trial estimates
+ for run in unique_runs:
+ i = 0
+ # Get stimuli representing the categories in the decoding problem of interest
+ behavioral = pd.read_csv(tsv_filename[run], sep='\t')
+ stim_1_all = behavioral[behavioral.trial_type == stimulus_categories[0]]
+ selected_stim_1 = stim_1_all.task_relevance == condition
+ stim_2_all= behavioral[behavioral.trial_type == stimulus_categories[1]]
+ selected_stim_2 = stim_2_all.task_relevance == stimulus_categories[1]
+ # Get trial estimates corresponding to selected stimuli
+ for filename in nibetaseries_filename:
+ if filename.find('run-' + str(run+1) +'_space-MNI152NLin2009cAsym_desc-' + stimulus_categories[0] + '_betaseries.nii.gz') != -1:
+ nibetaseries_stim_1_files = index_img(filename, selected_stim_1)
+ beta_maps_list.append(nibetaseries_stim_1_files)
+ if filename.find('run-' + str(run+1) +'_space-MNI152NLin2009cAsym_desc-' + stimulus_categories[1] + '_betaseries.nii.gz') != -1:
+ nibetaseries_stim_2_files = index_img(filename, selected_stim_2)
+ beta_maps_list.append(nibetaseries_stim_2_files)
+
+ # Create labels corresponding to the selected trial estimates
+ run_trial_labels = [stimulus_categories[0]] * sum(selected_stim_1) + [stimulus_categories[1]] * sum(selected_stim_2)
+ category_stim_index = [index for index in range(len(run_trial_labels)) if run_trial_labels[index] == stimulus_categories[0]]
+ # Select random subset of the category stimuli to be included in the decoding problem
+ random_category_stim_index = random.sample(category_stim_index, 6)
+ selected_category_stim_index = selected_category_stim_index + [x + run * len(run_trial_labels) for x in random_category_stim_index]
+ trial_labels = trial_labels + run_trial_labels
+ run_labels = run_labels + [run] * len(run_trial_labels)
+
+ # Concatenate selected trial estimates into one 4D image
+ beta_maps = nb.concat_images(beta_maps_list, axis=3)
+ beta_maps_all = beta_maps
+ trial_labels_all = trial_labels
+ run_labels_all = run_labels
+ baseline_stim_index = [index for index in range(len(trial_labels)) if trial_labels[index] == stimulus_categories[1]]
+ all_indices = selected_category_stim_index + baseline_stim_index
+ all_indices.sort()
+ # select beta maps, trial labels, and run labels corresponding to the selected indices
+ trial_labels = itemgetter(*all_indices)(trial_labels_all)
+ run_labels = itemgetter(*all_indices)(run_labels_all)
+ beta_maps_array = np.array(beta_maps_all.dataobj)
+ selected_beta_maps_array = beta_maps_array[:, :, :, all_indices]
+ beta_maps = nb.Nifti1Image(selected_beta_maps_array, beta_maps_all.affine)
+
+ return beta_maps, trial_labels, run_labels
+
+def searchlight_decoding_crossval(beta_maps, trial_labels, run_labels, classifier, searchlight_radius, mask_filename):
+ import nilearn.decoding
+ from nilearn.input_data import NiftiMasker
+ from sklearn.metrics import accuracy_score
+
+ print("Running searchlight")
+ # Create a mask so that the searchlight analysis is performed within the brain voxels only
+ func_mask = nilearn.masking.intersect_masks(mask_filename, threshold=1)
+ masker = NiftiMasker(mask_img=func_mask, standardize=True)
+ func_mask.to_filename('func_mask.nii')
+ # Get neighbours of each voxel in the brain
+ searchlight_neighbours_matrix = get_searchlight_neighbours_matrix('func_mask.nii', radius= searchlight_radius)
+ data = masker.fit_transform(beta_maps)
+ voxels = range(data.shape[1])
+ searchlight_scores = np.zeros((1, data.shape[1]))
+ # Loop over voxels and get the corresponding accuracies
+ for center_voxel in voxels:
+ sphere_indices = searchlight_neighbours_matrix[center_voxel].toarray()[0].astype('bool')
+ data_in_the_sphere = data[:, sphere_indices]
+ scores = classification(data_in_the_sphere, trial_labels, run_labels, classifier)
+ searchlight_scores[:, center_voxel] = scores.mean()
+ # Create a searchlight image with accuracies corresponding to each voxel
+ searchlight_img = masker.inverse_transform(searchlight_scores)
+
+ return searchlight_img
+
+def classification(data, trial_labels, run_labels, clf):
+ # Classifies trial estimates, depending on the selected approach, either using
+ # 1) leave-one-run-out cross validation scheme or 2) specified training and testing sets
+ from sklearn import svm
+ from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA
+ from sklearn.naive_bayes import GaussianNB
+ from sklearn.linear_model import LogisticRegression
+ from sklearn.neighbors import KNeighborsClassifier
+ from sklearn.ensemble import RandomForestClassifier
+ from sklearn.model_selection import LeaveOneGroupOut
+ from sklearn.model_selection import cross_val_score
+ cv = LeaveOneGroupOut()
+ # Classification Options
+ if clf == 'SVM':
+ classifier = svm.SVC(kernel='linear', class_weight='balanced')
+ elif clf == 'LDA':
+ classifier = LDA()
+ elif clf == 'NB':
+ classifier = GaussianNB()
+ elif clf == 'LR':
+ classifier = LogisticRegression()
+ elif clf == 'KNN':
+ classifier = KNeighborsClassifier(n_neighbors=5)
+ elif clf == 'RF':
+ classifier = RandomForestClassifier()
+
+ scores = cross_val_score(classifier, data, trial_labels, cv=cv, groups=run_labels, scoring='balanced_accuracy')
+
+ return scores
+
+# Define lists to be filled with subject-specific data
+i=0
+mask_filename = list()
+nibetaseries_filename = list()
+tsv_filename = list()
+os.makedirs(output_dir, exist_ok=True)
+
+# Get phase3 subjects
+tsv_file = os.path.join(bids_dir,'participants_fMRI_QC_included_phase3_sesV1.tsv')
+tsv_data= pd.read_csv(tsv_file, sep='\t')
+subjects_phase3 = tsv_data.participant_id
+subject_list=subjects_phase3.tolist()
+searchlight_filename = list()
+
+# Loop over subjects
+for sub in subject_list:
+ for root, sess_dirs, session_files in os.walk(os.path.join(nibetaseries_dir, sub)):
+ # Loop over sessions
+ for sess_directory in sess_dirs:
+ if ((sess_directory.find('ses-V1') != -1) & operator.not_(os.path.isdir(os.path.join(output_dir, sub,'ses-V1')))):
+ os.makedirs(os.path.join(output_dir, sub, sess_directory))
+ # Loop over single trial estimates files in nibetaseries directory of the subject
+ for filecnt, filename in enumerate( os.listdir(os.path.join(nibetaseries_dir, sub, sess_directory, 'func'))):
+ if ((filename.find('face') != -1) | (filename.find('object') != -1) | (filename.find('letter') != -1) | (filename.find('falseFont') != -1) | (filename.find('baseline') != -1)):
+ nibetaseries_filename.append(os.path.join(nibetaseries_dir, sub, sess_directory, 'func', filename))
+ # Loop over functional mask files in fmriprep directory of the subject
+ for filecnt, filename in enumerate(os.listdir(os.path.join(preprocessed_dir, sub, sess_directory, 'func'))):
+ if filename.find('MNI152NLin2009cAsym_desc-brain_mask.nii.gz') != -1:
+ mask_filename.append(os.path.join(preprocessed_dir, sub, sess_directory, 'func', filename))
+ # Loop over event tsv files of the subject
+ for filecnt, filename in enumerate(os.listdir(os.path.join(bids_dir, sub, sess_directory, 'func'))):
+ if filename.find('.tsv') != -1:
+ tsv_filename.append(os.path.join(bids_dir, sub, sess_directory, 'func', filename))
+
+ mask_filename.sort()
+ nibetaseries_filename.sort()
+ tsv_filename.sort()
+
+ print("Running " + sub)
+
+ beta_maps, trial_labels, run_labels = prepare_nibetaseries_data(nibetaseries_filename, tsv_filename, condition, stimulus_categories, number_of_runs)
+ searchlight_img = searchlight_decoding_crossval(beta_maps, trial_labels, run_labels, classifier, searchlight_radius, mask_filename)
+ # Save searchlight image as a nifti file
+ searchlight_img.to_filename(os.path.join(output_dir, sub, sess_directory, 'searchlight_accuracy_map.nii'))
+ i = i + 1
+ print(i)
+ # Clear all lists before processing next subject
+ mask_filename = list()
+ nibetaseries_filename = list()
+ tsv_filename = list()
+
+
+
+
+
+
+
+
+
+
+
diff --git a/decoding_rois/01_create_decoding_rois_all_runs.py b/decoding_rois/01_create_decoding_rois_all_runs.py
new file mode 100644
index 0000000..fd4310f
--- /dev/null
+++ b/decoding_rois/01_create_decoding_rois_all_runs.py
@@ -0,0 +1,351 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Creates regions of interes (ROIs) for several decoding analyses.
+Decoding ROIs are produced for each anatomical region of interest (step 7).
+Requires several contrasts of parameter estimates produced in step 9.
+
+@author: Yamil Vidal
+Email: hvidaldossantos@gmail.com
+Created on Tue Jun 21 11:02:20 2022
+"""
+import os, sys
+import numpy as np
+from datetime import datetime
+
+projectRoot = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed'
+
+bids_dir = projectRoot + '/bids'
+code_dir = projectRoot + '/bids/code'
+data_dir = projectRoot + '/bids/derivatives/fslFeat'
+
+mask_dir_pattern = bids_dir + '/derivatives/masks/%(sub_id)s'
+cope_pattern = data_dir + '/%(sub_id)s/ses-V1/%(sub_id)s_ses-V1_task-Dur_analysis-2ndGLM_space-MNI152NLin2009cAsym.gfeat/cope%(cope_num)s.feat/stats/zstat1.nii.gz'
+brain_mask_pattern = data_dir + '/%(sub_id)s/ses-V1/%(sub_id)s_ses-V1_task-Dur_analysis-2ndGLM_space-MNI152NLin2009cAsym.gfeat/mask.nii.gz'
+
+output_pattern = bids_dir + '/derivatives/decoding_rois/%(sub)s'
+f_name_pattern = '/%(sub)s_%(rel)s_bh_%(deco)s_n_voxels_%(n_voxels)s_%(roi)s_space-%(space)s.nii.gz'
+
+# Get the current date and time as a string
+now = datetime.now()
+dt_string = now.strftime("%Y-%m-%d_%H:%M:%S")
+log_file = bids_dir + '/derivatives/decoding_rois/deco_roi_log_' + dt_string + '.txt'
+
+subject_list_type = 'phase2_V1'
+#subject_list_type = 'phase3_V1'
+#subject_list_type = 'debug'
+
+# load helper functions / code dir
+sys.path.append(code_dir)
+from helper_functions_MRI import get_subject_list, load_mri, save_mri
+
+space = 'MNI152NLin2009cAsym'
+
+#roi_sizes = [300, 50, 100, 200]
+roi_sizes = [300]
+
+roi_list = ['G_and_S_cingul-Ant',
+ 'G_and_S_cingul-Mid-Ant',
+ 'G_and_S_cingul-Mid-Post',
+ 'G_and_S_occipital_inf',
+ 'G_cuneus',
+ 'G_front_inf-Opercular',
+ 'G_front_inf-Orbital',
+ 'G_front_inf-Triangul',
+ 'G_front_middle',
+ 'G_oc-temp_lat-fusifor',
+ 'G_oc-temp_med-Lingual',
+ 'G_oc-temp_med-Parahip',
+ 'G_occipital_middle',
+ 'G_occipital_sup',
+ 'G_orbital',
+ 'G_pariet_inf-Angular',
+ 'G_pariet_inf-Supramar',
+ 'G_precentral',
+ 'G_temp_sup-Lateral',
+ 'G_temp_sup-Plan_tempo',
+ 'G_temporal_inf',
+ 'G_temporal_middle',
+ 'Lat_Fis-ant-Horizont',
+ 'Lat_Fis-ant-Vertical',
+ 'Pole_occipital',
+ 'Pole_temporal',
+ 'S_calcarine',
+ 'S_front_inf',
+ 'S_front_middle',
+ 'S_front_sup',
+ 'S_interm_prim-Jensen',
+ 'S_intrapariet_and_P_trans',
+ 'S_oc-temp_lat',
+ 'S_oc_middle_and_Lunatus',
+ 'S_oc_sup_and_transversal',
+ 'S_occipital_ant',
+ 'S_precentral-inf-part',
+ 'S_temporal_inf',
+ 'S_temporal_sup',
+ 'G_and_S_frontomargin',
+ 'G_and_S_transv_frontopol',
+ 'G_front_sup',
+ 'G_rectus',
+ 'G_subcallosal',
+ 'S_orbital_lateral',
+ 'S_orbital_med-olfact',
+ 'S_orbital-H_Shaped',
+ 'S_suborbital',
+ 'GNW',
+ 'GNW_S_front_inf',
+ 'IIT',
+ 'IIT_extended',
+ 'IIT_excluded']
+
+roi_list = ['GNW',
+ 'GNW_S_front_inf']
+
+# Should only bilateral masks be processed? these are assumed to be label with
+# a 'bh' (both hemispheres) in the file name (as created by 01_create_ROI_masks.py)
+process_only_bilateral_masks = True
+
+# %%
+# load all anatomical ROIs
+def get_mask_list(sub_mask_dir, process_only_bilateral_masks=True):
+ """
+ Get list of paths to all masks for current subject. Prints how many masks
+ are found or prints warning (not an error) if none have been found.
+ sub_mask_dir: path to mask dir
+ Returns: list of paths to all masks
+ """
+ from glob import glob
+ if process_only_bilateral_masks:
+ mask_list = glob(sub_mask_dir + '/*_bh_*' + space + '.nii.gz')
+ n_masks = len(mask_list)
+ print('. Getting list of bilateral masks only. Found ' + str(n_masks) + ' masks')
+ else:
+ mask_list = glob(sub_mask_dir + '/*.nii.gz')
+ n_masks = len(mask_list)
+ print('. Getting list of all masks. Found ' + str(n_masks) + ' masks')
+ if not mask_list:
+ print('! Warning no masks found for current subject !!!')
+ return mask_list
+
+def load_a_rois(sub_id):
+ """
+ Load all anatomica ROIs of a subject into a dictionary
+
+ sub_id: Subject ID
+ Returns: Dictionary containing all the anatomical ROIs of the subject
+ """
+ sub_mask_dir = mask_dir_pattern%{'sub_id':sub_id}
+ mask_paths = get_mask_list(sub_mask_dir)
+ mask_paths.sort()
+
+ sub_mask_list = [l[95:] for l in mask_paths]
+ sub_mask_list = [l[:-33] for l in sub_mask_list]
+
+ # empty dictionary that will contain all masks of a subject
+ a_rois = {}
+
+ for n in range(0,len(mask_paths)):
+ mask = mask_paths[n]
+ m = load_mri(mask, brain_mask)
+ a_rois[sub_mask_list[n]] = m
+
+ return a_rois, sub_mask_list
+
+
+def make_d_roi(sub_id,a_roi,cope,n_voxels):
+
+ # Load the relevant functional maps
+ f_roi = load_mri(cope_pattern%{'sub_id':sub_id,'cope_num':cope},brain_mask)
+
+ # Set to zero the voxels that don't belong to the ROI
+ f_roi[a_roi == 0] = 0
+
+ # Pick only non-zero voxels
+ idxnz = np.nonzero(-f_roi)[0]
+ idx_pos = idxnz[np.argsort(-f_roi[idxnz])[:n_voxels//2]]
+ idx_neg = idxnz[np.argsort(f_roi[idxnz])[:n_voxels//2]]
+
+ d_roi = np.zeros(f_roi.shape)
+ d_roi[idx_pos] = 1
+ d_roi[idx_neg] = 1
+
+ return d_roi, f_roi
+
+
+def make_d_roi_baseline(sub_id,a_roi,cope,n_voxels):
+
+ # Load the relevant functional maps
+ f_roi = load_mri(cope_pattern%{'sub_id':sub_id,'cope_num':cope},brain_mask)
+
+ # Set to zero the voxels that don't belong to the ROI
+ f_roi[a_roi == 0] = 0
+
+ # Pick only non-zero voxels
+ idxnz = np.nonzero(-f_roi)[0]
+ idx = idxnz[np.argsort(-f_roi[idxnz])[:n_voxels]]
+
+ d_roi = np.zeros(f_roi.shape)
+ d_roi[idx] = 1
+
+ return d_roi, f_roi
+
+
+def check_for_zeros(d_roi,f_roi,f_name):
+ if any(f_roi[d_roi.astype(bool)]==0):
+
+ message = 'Found ' + str(sum((f_roi[d_roi.astype(bool)]==0))) + ' zeros in ' + f_name + '\n'
+ print('ROI contains zeros!! Check log file\n')
+
+ try:
+ with open(log_file, 'a') as file:
+ file.write(message)
+ except FileNotFoundError:
+ with open(log_file, 'w') as file:
+ file.write(message)
+
+def check_roi_size(sub_id,d_roi,f_name,n_voxels):
+ if np.sum(d_roi) != n_voxels:
+
+ message = str(int(np.sum(d_roi))) + ' instead of ' + str(n_voxels) + ' ' + f_name + '\n'
+ print('Unexpected number of voxels in decoding ROI! Check log file')
+
+ try:
+ with open(log_file, 'a') as file:
+ file.write(message)
+ except FileNotFoundError:
+ with open(log_file, 'w') as file:
+ file.write(message)
+
+def save_d_roi(sub_id,d_roi,f_name):
+ output_dir = output_pattern%{'sub':sub_id}
+ if not os.path.isdir(output_dir):
+ os.makedirs(output_dir)
+
+ full_f_name = output_dir + f_name
+ save_mri(d_roi, brain_mask,full_f_name)
+
+# %% run
+subjects = get_subject_list(bids_dir, subject_list_type)
+
+for n_voxels in roi_sizes:
+ #for sub_id in ['sub-SC136']:
+ for sub_id in subjects:
+
+ brain_mask = brain_mask_pattern%{'sub_id':sub_id}
+
+ a_rois, sub_roi_list = load_a_rois(sub_id)
+
+ for roi_name in roi_list:
+ #for roi_name in ['G_front_inf-Orbital']:
+
+ print(sub_id + ' Size: ' + str(n_voxels)+ ' ' + roi_name)
+ #roi_name = roi_list[0]
+ a_roi = np.squeeze(a_rois[roi_name])
+
+ rel = 'rel'
+ deco = 'face_vs_object'
+ cope = '19'
+ d_roi, f_roi = make_d_roi(sub_id,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'rel'
+ deco = 'letter_vs_falsefont'
+ cope = '20'
+ d_roi, f_roi = make_d_roi(sub_id,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'rel'
+ deco = 'face_orientation'
+ cope = '5'
+ d_roi, f_roi = make_d_roi_baseline(sub_id,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'rel'
+ deco = 'object_orientation'
+ cope = '6'
+ d_roi, f_roi = make_d_roi_baseline(sub_id,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'rel'
+ deco = 'letter_orientation'
+ cope = '7'
+ d_roi, f_roi = make_d_roi_baseline(sub_id,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'rel'
+ deco = 'falsefont_orientation'
+ cope = '8'
+ d_roi, f_roi = make_d_roi_baseline(sub_id,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'irrel'
+ deco = 'face_vs_object'
+ cope = '21'
+ d_roi, f_roi = make_d_roi(sub_id,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'irrel'
+ deco = 'letter_vs_falsefont'
+ cope = '22'
+ d_roi, f_roi = make_d_roi(sub_id,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'irrel'
+ deco = 'face_orientation'
+ cope = '9'
+ d_roi, f_roi = make_d_roi_baseline(sub_id,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'irrel'
+ deco = 'object_orientation'
+ cope = '10'
+ d_roi, f_roi = make_d_roi_baseline(sub_id,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'irrel'
+ deco = 'letter_orientation'
+ cope = '11'
+ d_roi, f_roi = make_d_roi_baseline(sub_id,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'irrel'
+ deco = 'falsefont_orientation'
+ cope = '12'
+ d_roi, f_roi = make_d_roi_baseline(sub_id,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
\ No newline at end of file
diff --git a/decoding_rois/02_create_decoding_rois_leave_one_run_out.py b/decoding_rois/02_create_decoding_rois_leave_one_run_out.py
new file mode 100644
index 0000000..e814171
--- /dev/null
+++ b/decoding_rois/02_create_decoding_rois_leave_one_run_out.py
@@ -0,0 +1,353 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Creates regions of interes (ROIs) for several decoding analyses.
+Decoding ROIs are produced for each anatomical region of interest (step 7).
+Requires several contrasts of parameter estimates produced in step 9.
+These decoding ROIs are produced with copes estimated using a leave-one-run-out procedure,
+to avoid leakage when decoding within conditions (i.e. within different levels of task relevance).
+
+@author: Yamil Vidal
+Email: hvidaldossantos@gmail.com
+Created on Tue Jun 21 11:02:20 2022
+"""
+import os, sys
+import numpy as np
+from datetime import datetime
+
+projectRoot = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed'
+
+bids_dir = projectRoot + '/bids'
+code_dir = projectRoot + '/bids/code'
+data_dir = projectRoot + '/bids/derivatives/fslFeat'
+
+mask_dir_pattern = bids_dir + '/derivatives/masks/%(sub_id)s'
+cope_pattern = data_dir + '/%(sub_id)s/ses-V1/%(sub_id)s_ses-V1_task-Dur_analysis-2ndGLM_leave_run%(run_num)s_out_space-MNI152NLin2009cAsym.gfeat/cope%(cope_num)s.feat/stats/zstat1.nii.gz'
+brain_mask_pattern = data_dir + '/%(sub_id)s/ses-V1/%(sub_id)s_ses-V1_task-Dur_analysis-2ndGLM_leave_run%(run_num)s_out_space-MNI152NLin2009cAsym.gfeat/mask.nii.gz'
+
+output_pattern = bids_dir + '/derivatives/decoding_rois/%(sub)s'
+f_name_pattern = '/%(sub)s_%(rel)s_bh_%(deco)s_n_voxels_%(n_voxels)s_%(roi)s_leave_run%(run_num)s_out_space-%(space)s.nii.gz'
+
+# Get the current date and time as a string
+now = datetime.now()
+dt_string = now.strftime("%Y-%m-%d_%H:%M:%S")
+log_file = bids_dir + '/derivatives/decoding_rois/roi_size_log_leave1out' + dt_string + '.txt'
+
+#subject_list_type = 'phase2_V1'
+subject_list_type = 'phase3_V1'
+#subject_list_type = 'debug'
+
+# load helper functions / code dir
+sys.path.append(code_dir)
+from helper_functions_MRI import get_subject_list, load_mri, save_mri
+
+space = 'MNI152NLin2009cAsym'
+
+#roi_sizes = [300, 50, 100, 200]
+roi_sizes = [300]
+
+roi_list = ['G_and_S_cingul-Ant',
+ 'G_and_S_cingul-Mid-Ant',
+ 'G_and_S_cingul-Mid-Post',
+ 'G_and_S_occipital_inf',
+ 'G_cuneus',
+ 'G_front_inf-Opercular',
+ 'G_front_inf-Orbital',
+ 'G_front_inf-Triangul',
+ 'G_front_middle',
+ 'G_oc-temp_lat-fusifor',
+ 'G_oc-temp_med-Lingual',
+ 'G_oc-temp_med-Parahip',
+ 'G_occipital_middle',
+ 'G_occipital_sup',
+ 'G_orbital',
+ 'G_pariet_inf-Angular',
+ 'G_pariet_inf-Supramar',
+ 'G_precentral',
+ 'G_temp_sup-Lateral',
+ 'G_temp_sup-Plan_tempo',
+ 'G_temporal_inf',
+ 'G_temporal_middle',
+ 'Lat_Fis-ant-Horizont',
+ 'Lat_Fis-ant-Vertical',
+ 'Pole_occipital',
+ 'Pole_temporal',
+ 'S_calcarine',
+ 'S_front_inf',
+ 'S_front_middle',
+ 'S_front_sup',
+ 'S_interm_prim-Jensen',
+ 'S_intrapariet_and_P_trans',
+ 'S_oc-temp_lat',
+ 'S_oc_middle_and_Lunatus',
+ 'S_oc_sup_and_transversal',
+ 'S_occipital_ant',
+ 'S_precentral-inf-part',
+ 'S_temporal_inf',
+ 'S_temporal_sup',
+ 'G_and_S_frontomargin',
+ 'G_and_S_transv_frontopol',
+ 'G_front_sup',
+ 'G_rectus',
+ 'G_subcallosal',
+ 'S_orbital_lateral',
+ 'S_orbital_med-olfact',
+ 'S_orbital-H_Shaped',
+ 'S_suborbital',
+ 'GNW',
+ 'GNW_S_front_inf',
+ 'IIT',
+ 'IIT_extended',
+ 'IIT_excluded']
+
+roi_list = ['GNW',
+ 'GNW_S_front_inf']
+
+# Should only bilateral masks be processed? these are assumed to be label with
+# a 'bh' (both hemispheres) in the file name (as created by 01_create_ROI_masks.py)
+process_only_bilateral_masks = True
+
+# %%
+
+# load all anatomical ROIs
+def get_mask_list(sub_mask_dir):
+ """
+ Get list of paths to all masks for current subject. Prints how many masks
+ are found or prints warning (not an error) if none have been found.
+ sub_mask_dir: path to mask dir
+ Returns: list of paths to all masks
+ """
+ from glob import glob
+ if process_only_bilateral_masks:
+ mask_list = glob(sub_mask_dir + '/*_bh_*' + space + '.nii.gz')
+ n_masks = len(mask_list)
+ print('. Getting list of bilateral masks only. Found ' + str(n_masks) + ' masks')
+ else:
+ mask_list = glob(sub_mask_dir + '/*.nii.gz')
+ n_masks = len(mask_list)
+ print('. Getting list of all masks. Found ' + str(n_masks) + ' masks')
+ if not mask_list:
+ print('! Warning no masks found for current subject !!!')
+ return mask_list
+
+def load_a_rois(sub_id):
+ """
+ Load all anatomica ROIs of a subject into a dictionary
+
+ sub_id: Subject ID
+ Returns: Dictionary containing all the anatomical ROIs of the subject
+ """
+ sub_mask_dir = mask_dir_pattern%{'sub_id':sub_id}
+ mask_paths = get_mask_list(sub_mask_dir)
+ mask_paths.sort()
+
+ sub_mask_list = [l[95:] for l in mask_paths]
+ sub_mask_list = [l[:-33] for l in sub_mask_list]
+
+ # empty dictionary that will contain all masks of a subject
+ a_rois = {}
+
+ for n in range(0,len(mask_paths)):
+ mask = mask_paths[n]
+ m = load_mri(mask, brain_mask)
+ a_rois[sub_mask_list[n]] = m
+
+ return a_rois, sub_mask_list
+
+
+def make_d_roi(sub_id,run_num,a_roi,cope,n_voxels):
+
+ # Load the relevant functional maps
+ f_roi = load_mri(cope_pattern%{'sub_id':sub_id,'run_num':run_num,'cope_num':cope},brain_mask)
+
+ # Set to zero the voxels that don't belong to the ROI
+ f_roi[a_roi == 0] = 0
+
+ # Pick only non-zero voxels
+ idxnz = np.nonzero(-f_roi)[0]
+ idx_pos = idxnz[np.argsort(-f_roi[idxnz])[:n_voxels//2]]
+ idx_neg = idxnz[np.argsort(f_roi[idxnz])[:n_voxels//2]]
+
+ d_roi = np.zeros(f_roi.shape)
+ d_roi[idx_pos] = 1
+ d_roi[idx_neg] = 1
+
+ return d_roi, f_roi
+
+
+def make_d_roi_face(sub_id,run_num,a_roi,cope,n_voxels):
+
+ # Load the relevant functional maps
+ f_roi = load_mri(cope_pattern%{'sub_id':sub_id,'run_num':run_num,'cope_num':cope},brain_mask)
+
+ # Set to zero the voxels that don't belong to the ROI
+ f_roi[a_roi == 0] = 0
+
+ # Pick only non-zero voxels
+ idxnz = np.nonzero(-f_roi)[0]
+ idx = idxnz[np.argsort(-f_roi[idxnz])[:n_voxels]]
+
+ d_roi = np.zeros(f_roi.shape)
+ d_roi[idx] = 1
+
+ return d_roi, f_roi
+
+
+def check_for_zeros(d_roi,f_roi,f_name):
+ if any(f_roi[d_roi.astype(bool)]==0):
+
+ message = 'Found ' + str(sum((f_roi[d_roi.astype(bool)]==0))) + ' zeros in ' + f_name + '\n'
+ print('ROI contains zeros!! Check log file\n')
+
+ try:
+ with open(log_file, 'a') as file:
+ file.write(message)
+ except FileNotFoundError:
+ with open(log_file, 'w') as file:
+ file.write(message)
+
+
+def check_roi_size(sub_id,d_roi,f_name,n_voxels):
+ if np.sum(d_roi) != n_voxels:
+ try:
+ print('Unexpected number of voxels in decoding ROI! Check log file')
+ with open(log_file, 'a') as file:
+ file.write(str(int(np.sum(d_roi))) + ' instead of ' + str(n_voxels) + ' ' + f_name + '\n')
+ except FileNotFoundError:
+ print('Unexpected number of voxels in decoding ROI! Check log file')
+ with open(log_file, 'w') as file:
+ file.write(str(int(np.sum(d_roi))) + ' instead of ' + str(n_voxels) + ' ' + f_name + '\n')
+
+def save_d_roi(sub_id,d_roi,f_name):
+ output_dir = output_pattern%{'sub':sub_id}
+ if not os.path.isdir(output_dir):
+ os.makedirs(output_dir)
+
+ full_f_name = output_dir + f_name
+ save_mri(d_roi, brain_mask,full_f_name)
+
+# %% run
+subjects = get_subject_list(bids_dir, subject_list_type)
+
+for n_voxels in roi_sizes:
+
+ for sub_id in subjects:
+
+ for run_num in range(1,9):
+
+ brain_mask = brain_mask_pattern%{'sub_id':sub_id,'run_num':run_num}
+ a_rois, sub_roi_list = load_a_rois(sub_id)
+
+ for roi_name in roi_list:
+
+ print(sub_id + ' Size: ' + str(n_voxels)+ ' LeaveOut: ' + str(run_num) + ' ' + roi_name)
+ #roi_name = roi_list[0]
+ a_roi = np.squeeze(a_rois[roi_name])
+
+ rel = 'rel'
+ deco = 'face_vs_object'
+ cope = '19'
+ d_roi, f_roi = make_d_roi(sub_id,run_num,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'run_num':run_num,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'rel'
+ deco = 'letter_vs_falsefont'
+ cope = '20'
+ d_roi, f_roi = make_d_roi(sub_id,run_num,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'run_num':run_num,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'rel'
+ deco = 'face_orientation'
+ cope = '5'
+ d_roi, f_roi = make_d_roi_face(sub_id,run_num,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'run_num':run_num,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'rel'
+ deco = 'object_orientation'
+ cope = '6'
+ d_roi, f_roi = make_d_roi_face(sub_id,run_num,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'run_num':run_num,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'rel'
+ deco = 'letter_orientation'
+ cope = '7'
+ d_roi, f_roi = make_d_roi_face(sub_id,run_num,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'run_num':run_num,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'rel'
+ deco = 'falsefont_orientation'
+ cope = '8'
+ d_roi, f_roi = make_d_roi_face(sub_id,run_num,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'run_num':run_num,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'irrel'
+ deco = 'face_vs_object'
+ cope = '21'
+ d_roi, f_roi = make_d_roi(sub_id,run_num,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'run_num':run_num,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'irrel'
+ deco = 'letter_vs_falsefont'
+ cope = '22'
+ d_roi, f_roi = make_d_roi(sub_id,run_num,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'run_num':run_num,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'irrel'
+ deco = 'face_orientation'
+ cope = '9'
+ d_roi, f_roi = make_d_roi_face(sub_id,run_num,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'run_num':run_num,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'irrel'
+ deco = 'object_orientation'
+ cope = '10'
+ d_roi, f_roi = make_d_roi_face(sub_id,run_num,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'run_num':run_num,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'irrel'
+ deco = 'letter_orientation'
+ cope = '11'
+ d_roi, f_roi = make_d_roi_face(sub_id,run_num,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'run_num':run_num,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
+
+ rel = 'irrel'
+ deco = 'falsefont_orientation'
+ cope = '12'
+ d_roi, f_roi = make_d_roi_face(sub_id,run_num,a_roi,cope,n_voxels)
+ f_name = f_name_pattern%{'sub':sub_id,'rel':rel,'deco':deco,'n_voxels':n_voxels,'roi':roi_name,'run_num':run_num,'space':space}
+ check_for_zeros(d_roi,f_roi,f_name)
+ check_roi_size(sub_id,d_roi,f_name,n_voxels)
+ save_d_roi(sub_id,d_roi,f_name)
\ No newline at end of file
diff --git a/dicom_to_bids/01_convert_dicom_to_bids.py b/dicom_to_bids/01_convert_dicom_to_bids.py
new file mode 100644
index 0000000..71458ad
--- /dev/null
+++ b/dicom_to_bids/01_convert_dicom_to_bids.py
@@ -0,0 +1,242 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Finds sessions in raw data dir to be converted to BIDS, then runs converter.
+First finds session folders in raw dir, checks if these already exist in bids
+dir. Then copies not yet bids converted session dirs to a temporary folder,
+while adjusting the subject and session labels to be compliant with bidscoin
+requirements. Finally, runs bidscoin to convert raw to bids and cleans up
+the temporary dir afterwards.
+Assumes existing bidsmap (for bidscoin doc see https://bidscoin.readthedocs.io)
+
+v2: added support to only convert the first 50% of data based on tsv file
+
+Created on Tue Jun 8 13:34:26 2021
+
+@author: David Richter
+Email: david.richter.work@gmail.com
+@tag: prereg_v4.2
+"""
+
+# raw data dir
+raw_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/Raw/projects/CoG_fMRI_PhaseII'
+# scratch dir for temporary data storage
+temp_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/scratch/temp_raw_for_bidscoin'
+# bids dir
+bids_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids'
+# bidsmap for bidscoin
+bids_map = bids_dir + '/code/bidscoin/bidsmap_fix_for_SD_data.yaml'
+
+import os, shutil
+
+
+#%% check for existing bids data
+def find_sessions(raw_dir, bids_dir, temp_dir):
+ """
+ Find sessions in raw data dir to be processed. Checks if session already
+ exists in bids data dir, otherwise returns the unprocessed (raw) session
+ paths and associated temporary data dir paths in sessions_to_process.
+ :param raw_dir: path to the raw data folder.
+ :param temp_dir: path to the temporary data folder.
+ :param bids_dir: path to the bids folder.
+ """
+ sessions_to_process = [];
+ n_raw_sessions = 0
+
+ # find subjects (raw)
+ for (_, raw_subjects, _) in os.walk(raw_dir):break
+
+ # loop over raw subjects and check if sessions are already in bids
+ for sid in raw_subjects:
+
+ # check that the raw dir starts with a valid site label (i.e. is a valid participant)
+ if sid[0:2]=='SC' or sid[0:2]=='SD':
+
+ # current subjects raw data
+ for (sub_dir, ses_dirs, _) in os.walk(raw_dir + os.sep + sid):break
+
+ # find sessions to be processed
+ for cur_ses in ses_dirs:
+ n_raw_sessions += 1
+ bids_session_label = 'ses-' + cur_ses[-2::]
+
+ # some sessions have not been converted due to incorrect SD
+ # sequence header labels. Handle 3 cases of data
+
+ # 1. bids subject session dir does not exist -> process
+ expected_bids_sub_dir = bids_dir + os.sep + 'sub-' + sid + os.sep + bids_session_label
+ if not os.path.isdir(expected_bids_sub_dir):
+ print('. no bids dir for: ' + sid + ', ' + bids_session_label + ' -> adding session to dicom2bids')
+ sessions_to_process.append((sub_dir + os.sep + cur_ses, temp_dir + os.sep + 'sub-' + sid + os.sep + bids_session_label))
+ continue
+
+ # 2. bids subject session dir does exist, but does not contain func folder -> delete session bids dir, then process
+ expected_func_path = expected_bids_sub_dir + os.sep + 'func'
+ if os.path.isdir(expected_bids_sub_dir) and not os.path.isdir(expected_func_path):
+ print('. found bids dir, but no func dir for: ' + sid + ', ' + bids_session_label + ' -> deleting existing bids data, then adding session to dicom2bids')
+ delete_tree(expected_bids_sub_dir)
+ sessions_to_process.append((sub_dir + os.sep + cur_ses, temp_dir + os.sep + 'sub-' + sid + os.sep + bids_session_label))
+ continue
+
+ # 3. bids subject session dir does exist and does contain func -> do nothing
+
+ # print current status
+ print('==============================================================')
+ print('Found RAW data of -> ' + str(n_raw_sessions) + ' <- MRI SESSIONS in: ' + raw_dir)
+ print('. of which -> ' + str(len(sessions_to_process)) + ' <- SESSIONS remain to be converted to BIDS dir: ' + bids_dir)
+
+ # return raw and associated bids destination session paths to be processed
+ return sessions_to_process
+
+
+#%% copy flat dicom folder
+def copy_dicoms_flat(raw_session, temp_destination):
+ """
+ Copy dicoms for current session to temporary folder while flattening all
+ sub directories; i.e. all dicoms are copied directly into the session dir.
+ :param raw_session: path to the raw data for one session to be processed.
+ :param temp_destination: path to the temporary data folder for one session.
+ """
+ from glob import glob
+
+ print('==============================================================')
+ print('Copying Session -> ' + raw_session[raw_session.find('projects')+8::] + ' to -> ' + temp_destination[temp_destination.find('processed')+9::])
+
+ files = []
+
+ # find all dicom files
+ for cur_dir,_,_ in os.walk(raw_session):
+ files.extend(glob(os.path.join(cur_dir,"*.dcm")))
+ print('. Found: ' + str(len(files)) + ' dcm files to copy. Copying...')
+
+ # copy files
+ if not os.path.isdir(temp_destination):
+ os.makedirs(temp_destination)
+ for cur_file in files:
+ shutil.copy(cur_file, temp_destination)
+
+
+# sort dicom images into series folders
+def run_dicomsort(temp_destination):
+ """
+ Run dicomsort on current session to sort flattened dicom files into series
+ folders.
+ :param temp_destination: path to the temporary data folder for one session.
+ """
+ import subprocess
+
+ print('==============================================================')
+ print('Running DICOMSORT on -> ' + temp_destination[temp_destination.find('processed')+9::])
+
+ # make & run dicomsort command
+ dicom_sort_cmd = 'dicomsort ' + temp_destination
+ subprocess.call(dicom_sort_cmd, shell=True)
+
+
+# remove _discarded runs
+def remove_discarded_runs(temp_destination):
+ """
+ Removes runs from temporary folder that have been marked as "_discarded".
+ """
+ print('==============================================================')
+ print('Removing any discarded runs in -> ' + temp_destination[temp_destination.find('processed')+9::])
+
+ # loop over dirs in temp folder arranged by series labels
+ for cur_dir,_,_ in os.walk(temp_destination):
+
+ # check for discarded flags
+ if "_discarded" in cur_dir:
+ print('. Removing run ' + cur_dir)
+
+ try:
+ shutil.rmtree(cur_dir)
+ except OSError as e:
+ print("Error: %s : %s" % (cur_dir, e.strerror))
+
+
+# copy raw data to temporary data dir
+def prepare_dcm_to_bids_for_session(raw_session, temp_destination):
+ """
+ Process current session.
+ Creates a temporary copy of raw dicom data, adjusting the folder name
+ structure (prepending sub- and ses- keys), then rearranges series into
+ subfolders to allow subsequent processing of data with bidscoin; dicom to
+ bids converter. Finally concerts data to bids and removes temporary data.
+ :param raw_session: path to the raw data for one session to be processed.
+ :param temp_destination: path to the temporary data folder for one session.
+ """
+ # double check that subject and session IDs correspond between raw and temp dir
+ if (not temp_destination[temp_destination.find('sub-')+4:temp_destination.find('sub-')+9] in raw_session) or (not temp_destination[temp_destination.find('ses-')+4:temp_destination.find('ses-')+6] in raw_session) :
+ raise ValueError('WARNING raw dir subject or session label does NOT correspond to temp dir label for: ' + raw_session)
+
+ # copy data to temp folder
+ copy_dicoms_flat(raw_session, temp_destination)
+
+ # sort data into series folders
+ run_dicomsort(temp_destination)
+
+ # remove discarded runs
+ remove_discarded_runs(temp_destination)
+
+
+#%% run bidscoin
+def run_bidscoin(temp_dir, bids_dir, bids_map):
+ """
+ Run bidscoin (dicom to bids converter) for all session in temp_dir. Only
+ runs converter for sessions not already processed and contained in
+ bids_dir. Uses bids_map for mapping between dicom and bids data.
+ :param temp_dir: path to the temporary data folder.
+ :param bids_dir: path to the bids folder.
+ :param bids_map: path to the bidsmap.yaml, as used by bidscoin.
+ """
+ import subprocess
+
+ print('==============================================================')
+ print('Running BIDSCOIN for data in -> ' + temp_dir)
+ print('Output to BIDS dir -> ' + bids_dir)
+ print('Using bidsmap -> ' + bids_map)
+
+ # make & run dicomsort command
+ bidscoin_cmd = 'bidscoiner ' + temp_dir + ' ' + bids_dir + ' -b ' + bids_map
+ subprocess.call(bidscoin_cmd, shell=True)
+
+
+# clean up temporary files and dirs
+def delete_tree(temp_dir):
+ """
+ Removes temporary/unnecessary folders.
+ :param temp_dir: path to the data folder to be removed
+ """
+ print('. Removing folder -> ' + temp_dir)
+
+ try:
+ shutil.rmtree(temp_dir)
+ except OSError as e:
+ print("Error: %s : %s" % (temp_dir, e.strerror))
+
+
+#%% process all sessions
+if __name__ == "__main__":
+ """
+ Run dicom to bids converter for all sessions. Finds all sessions
+ in raw_dir, creates temporary data in temp_dir, outputs bids data
+ to bids_dir, using bids_map to map raw data to bids using bidscoin.
+ """
+ # get sessions to process
+ sessions_to_process = find_sessions(raw_dir, bids_dir, temp_dir)
+
+ # loop over sessions, preparing them for dicom2bids (with bidscoin)
+ for session in sessions_to_process:
+ print('')
+ raw_session = session[0]
+ temp_destination = session[1]
+ prepare_dcm_to_bids_for_session(raw_session, temp_destination)
+
+ # run bidscoin
+ run_bidscoin(temp_dir, bids_dir, bids_map)
+
+ # cleanup temp files
+ print('==============================================================')
+ print('Removing temporary files')
+ delete_tree(temp_dir)
+
\ No newline at end of file
diff --git a/glm/01_create_confound_regressor_ev_file.py b/glm/01_create_confound_regressor_ev_file.py
new file mode 100644
index 0000000..a40625b
--- /dev/null
+++ b/glm/01_create_confound_regressor_ev_file.py
@@ -0,0 +1,202 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Creates confound regressor file, as required by first level GLMs (e.g. using
+FSL FEAT). Extracts confounds of interest (defined in confounds_of_interest)
+from fmriprep confound tsv file. The function get_confound_regressor_list
+contains several common variations of confound regressor sets. Select one by
+adjusting the variable confound_regressor_set to one of the implemented options
+or add a new variation to get_confound_regressor_list. After extracting
+confound regressor time series, script discards x dummy volumes (defined in
+n_dummy_volumes) from beginning of confound regressor file. Finally, creates
+one confound regressor file per run for each subject and session in output dir
+defined in event_file_output_path + event_file_output_pattern
+
+Note: this script assumes that fmriprep already successfully completed for all
+subjects of interest!
+
+Created on Wed Mar 14 12:39:58 2021
+
+@author: David Richter
+david.richter.work@gmail.com
+@tag: prereg_v4.2
+"""
+
+import pandas as pd
+import numpy as np
+import os, glob, sys
+
+
+#%% Paths and Parameters
+# root project path
+root_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed'
+
+#subject_list_type = 'phase3_V1'
+subject_list_type = 'demo'
+
+
+### Confound regressors of interest ###
+# define which confound regressor set should be extracted. See
+# get_confound_regressor_list infro for details.
+# options: 6motion, 24motion, 6motion_FD_CSF_WM, 24motion_CSF_WM, 6motion_FD_5aCompCor
+confound_regressor_set = '24motion_CSF_WM'
+
+# BIDS path
+bids_dir = root_dir + '/bids'
+
+# input file (from fmriprep)
+fmriprep_confound_file_pattern = bids_dir + '/derivatives/fmriprep/%(sub)s/%(ses)s/func/%(sub)s_%(ses)s_%(task)s_desc-confounds_timeseries.tsv'
+
+# output file path
+event_file_output_path = bids_dir + '/derivatives/regressoreventfiles/%(sub)s/%(ses)s/confound_event_files'
+# output file name
+event_file_output_pattern = '%(sub)s_%(ses)s_%(task)s_confounds.txt'
+
+
+# session list
+session_labels = ['ses-V1']
+
+# dummy volumes (removed from beginning of confound tsv file)
+n_dummy_volumes = 3
+
+
+# load helper functions / code dir
+code_dir_with_helperfunctions = bids_dir + '/code'
+sys.path.append(code_dir_with_helperfunctions)
+from helper_functions_MRI import get_subject_list
+
+
+# %% functions
+def get_confound_regressor_list(confound_regressor_set):
+ """
+ Get list of confound regressor header labels (corresponding to the header
+ names output by fmriprep in *_desc-confounds_timeseries.tsv).
+ :param
+ confound_regressor_set: name of the regressor set to be returned
+ Options include:
+ 6motion = Standard 6 motion parameters
+ 24motion = FSL's extended set of 24 motion parameters
+ 6motion_FD_CSF_WM = Standard 6 motion parameters plus framsewise
+ displacement, CSF and WM
+ 24motion_CSF_WM = FSL's extended set of 24 motion parameters plus
+ CSF and WM
+ 6motion_FD_5aCompCor = Standard 6 motion parameters, framewise
+ displacement, top 5 aCompCor. This is largely based on a suggestion
+ by Chris Gorgolewski (https://neurostars.org/t/confounds-from-fmriprep-which-one-would-you-use-for-glm/326)
+ :returns
+ confounds_of_interest: list of confound regressor labels of interest
+
+ """
+ if confound_regressor_set == '6motion':
+ # Standard 6 motion params only
+ confounds_of_interest = ['trans_x', 'trans_y', 'trans_z', 'rot_x', 'rot_y', 'rot_z']
+
+ # FSL's extended set of 24 motion params
+ elif confound_regressor_set == '24motion':
+ confounds_of_interest = ['trans_x', 'trans_x_derivative1', 'trans_x_power2', 'trans_x_derivative1_power2',
+ 'trans_y', 'trans_y_derivative1', 'trans_y_power2', 'trans_y_derivative1_power2',
+ 'trans_z', 'trans_z_derivative1', 'trans_z_power2', 'trans_z_derivative1_power2',
+ 'rot_x', 'rot_x_derivative1', 'rot_x_power2', 'rot_x_derivative1_power2',
+ 'rot_y', 'rot_y_derivative1', 'rot_y_power2', 'rot_y_derivative1_power2',
+ 'rot_z', 'rot_z_derivative1', 'rot_z_power2', 'rot_z_derivative1_power2']
+
+ # 6 motion params, framewise displacement, CSF and WM
+ elif confound_regressor_set == '6motion_FD_CSF_WM':
+ confounds_of_interest = ['trans_x', 'trans_y', 'trans_z', 'rot_x', 'rot_y', 'rot_z',
+ 'framewise_displacement',
+ 'csf', 'white_matter']
+
+ # FSL's extended set of 24 motion params
+ elif confound_regressor_set == '24motion_CSF_WM':
+ confounds_of_interest = ['trans_x', 'trans_x_derivative1', 'trans_x_power2', 'trans_x_derivative1_power2',
+ 'trans_y', 'trans_y_derivative1', 'trans_y_power2', 'trans_y_derivative1_power2',
+ 'trans_z', 'trans_z_derivative1', 'trans_z_power2', 'trans_z_derivative1_power2',
+ 'rot_x', 'rot_x_derivative1', 'rot_x_power2', 'rot_x_derivative1_power2',
+ 'rot_y', 'rot_y_derivative1', 'rot_y_power2', 'rot_y_derivative1_power2',
+ 'rot_z', 'rot_z_derivative1', 'rot_z_power2', 'rot_z_derivative1_power2',
+ 'csf', 'white_matter']
+
+ # 6 motion params, framewise displacement, 5 aCompCor (Suggestion by Chris Gorgolewski (https://neurostars.org/t/confounds-from-fmriprep-which-one-would-you-use-for-glm/326))
+ elif confound_regressor_set == '6motion_FD_5aCompCor':
+ # make sure to use cosines_XX in model too, if you use this option!! see: https://fmriprep.org/en/stable/outputs.html -> "fMRIPrep does high-pass filtering before running anatomical or temporal CompCor. Therefore, when using CompCor regressors, the corresponding cosine_XX regressors should also be included in the design matrix."
+ confounds_of_interest = ['trans_x', 'trans_y', 'trans_z', 'rot_x', 'rot_y', 'rot_z',
+ 'framewise_displacement',
+ 'a_comp_cor_00', 'a_comp_cor_01', 'a_comp_cor_02', 'a_comp_cor_03', 'a_comp_cor_04']
+
+ return confounds_of_interest
+
+
+#%% main functions to extract confound regressors
+
+def create_confound_regressor_file(input_fname, output_fname, confounds_of_interest, n_dummy_volumes):
+ """
+ Creates confound regressor file, as required by e.g. FSL FEAT, extracting
+ confounds of interest from fmriprep confound tsv file.
+ :param
+ input_fname: input file name (confound file from fmriprep)
+ output_fname: output file name
+ onfounds_of_interest: list of confound regressor labels of interest
+ n_dummy_volumes: number of dummy volumes to be discared
+ :returns: nothing, saves output_fname
+ """
+ # load fmriprep confound list
+ conf = pd.read_csv(input_fname, sep='\t')
+
+ # get regressors of intrest and remove dummy vols
+ confound_regressor = np.asarray((conf[confounds_of_interest].iloc[n_dummy_volumes::]),dtype='float')
+
+ # save confound regressors as txt file (e.g. for fsl feat)
+ np.savetxt(output_fname, confound_regressor, delimiter="\t")
+
+
+def run_conf_for_all_subjects(subjects, session_labels, confounds_of_interest):
+ """
+ Run confound regressor creation for all subjects and sessions.
+ Finds fmriprep confound tsv file per run, given subject and session, then
+ runs confound regressor creation per run.
+ :param
+ subjects: list of subject ID
+ session_labels: list of session labels
+ confounds_of_interest: list of confound regressor labels of interest
+ :returns: nothing - writes confound regressors to output dir
+ """
+ # loop over subjects
+ for sub in subjects:
+ print('--------------------------------------------------------------')
+
+ # loop over sessions
+ for ses in session_labels:
+ print('')
+
+ # find fmriprep confound tsv files for current session
+ input_fname = fmriprep_confound_file_pattern%{'sub':sub, 'ses':ses, 'task':'*'}
+ runs = glob.glob(input_fname)
+ if len(runs) == 0:
+ print('!!! No confounds_timeseries.tsv found for: ' + sub + ' | Session: ' + ses + ' !!!')
+
+ # create output folder
+ output_dir = event_file_output_path%{'sub':sub, 'ses':ses}
+ if not os.path.isdir(output_dir):
+ os.makedirs(output_dir)
+
+ # loop over existing runs
+ for run in runs:
+ task = run[run.find('task-'):run.find('_desc')]
+ print('Processing: ' + sub + ' | Session: ' + ses + ' | Run: ' + task)
+
+ input_fname = fmriprep_confound_file_pattern%{'sub':sub, 'ses':ses, 'task':task}
+ output_fname = event_file_output_path%{'sub':sub, 'ses':ses} + os.sep + event_file_output_pattern%{'sub':sub, 'ses':ses, 'task':task}
+
+ create_confound_regressor_file(input_fname, output_fname, confounds_of_interest, n_dummy_volumes)
+
+
+# %% run
+if __name__ == '__main__':
+ # get subject list
+ subjects = get_subject_list(bids_dir,subject_list_type)
+
+ # get confound regressor set
+ confounds_of_interest = get_confound_regressor_list(confound_regressor_set)
+
+ # run confound regressor creation for all subjects & sessions
+ run_conf_for_all_subjects(subjects, session_labels, confounds_of_interest)
diff --git a/glm/02_run_fsf_feat_analyses.py b/glm/02_run_fsf_feat_analyses.py
new file mode 100644
index 0000000..9355420
--- /dev/null
+++ b/glm/02_run_fsf_feat_analyses.py
@@ -0,0 +1,1043 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Run 1st, 2nd or 3rd level analyses using FSL FEAT.
+
+First, fsf files are created based on template fsf files (one per analysis).
+For each analysis from these templates one fsf file is created for each
+participant and run (1st level only).
+Analyses are defined in analysis_definitions_* dicts, including task and output
+space definitions.
+ analysis_definitions_1stLevel: analysis definitons for first level feat
+ analyses (run level)
+ analysis_definitions_2ndLevel: analysis definitons for second level feat
+ analyses (subject level)
+ analysis_definitions_3rdLevel: analysis definitons for third level feat
+ analyses (group level)
+
+Second, feat analyses are submitted as separate jobs using the created fsf
+files.
+
+Assumed are:
+ 1. a bids compliant dataset preprocessed with fmriprep, following default
+ fmriprep output folder structures and filenames
+ 2. fsf templates per analysis/task type and output space (e.g.
+ sub-PXX_DurXX_analysis-2ndQC_space-T1w.fsf)
+ - fsf templates are further assumed to contain place holders for:
+ A: subject IDs (sub-PXX),
+ B: number of volumes (XXX_NTPS; only 1st level analyses)
+ C: task/run place holders that are task specific (e.g. DurXX for
+ task-Dur of exp.1)
+ D: analysis space place holder (space-SXX) defining the analysis space
+ (e.g. T1w, MNI152NLin2009cAsym)
+ Analysis labels + suffix must correspond to the labels defined in
+ analysis_definitions_* below.
+
+Handles 2nd level feat analyses for 1st level feat dirs which are already
+normalized/registered to the desired template (MNI or T1); i.e., bypasses
+2nd level normalization usually run by feat. Note: it is essential that
+1st level feat dirs are NOT modified by parallel 2nd level analyses! Use
+time_wait_after_analysis to set a delay before submitting subsequent 2nd level
+analyses.
+Also handles 2nd level feat analyses which may involve contrasts that do not
+contain trials of that contrast in each 1st level analysis; i.e. removes
+these feat dirs from 2nd level analysis, if so specificied (missingCon).
+This option is particularly relevant for the task-independent visual processing
+analysis as it requires analysis of target trials per stimulus category which
+do not contain at least 1 trial in each run. Hence these analyses have to be
+defined as separate 2nd level analyses with the missingCon option enabled.
+
+Group level (3rd level) feat analyses can be defined for many copes of the same
+2nd level gfeat. Applicable subjects must (currently) be defined in fsf
+template.
+
+Additional custom group level (3rd level) feat analysis option added for
+task-independent visual processing analysis with special fsf file handling.
+
+Requires FSL functions!
+I.e., in the shell run, before executing the python script:
+module load FSL
+
+@author: David Richter, Yamil Vidal
+Email: hvidaldossantos@gmail.com
+Created on Fri Mar 29 15:11:06 2021
+"""
+
+import os, time, sys
+import pandas as pd
+
+
+#%% Paths and Parameters
+
+# BIDS path
+bids_dir = '/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids'
+# FSL output path
+fsl_output_dir = bids_dir + '/derivatives/fslFeat'
+
+# Determine which analyses are run:
+# Set to 1 to run 1st level analyses; i.e. run level (defined in analysis_definitions_1stLevel)
+# Set to 2 to run 2nd level analyses; i.e. across runs (defined in analysis_definitions_2ndLevel)
+# Set to 3 to run 3nd level analyses; i.e. across subjects (defined in analysis_definitions_3rdLevel)
+run_analysis = 3
+
+# Whether to submit feat jobs using qsub. If False only fsf files are created
+submit_jobs = True
+
+# Optional wait time between submitting successive jobs. This can be useful to
+# avoid too many parallel jobs due to FEAT's large temporary files, if storage
+# space is a concern
+wait_between_jobs_in_sec = 600
+
+# Wait time after successive analyses. Useful for 2nd level analyses modifying
+# the same 1st level feat dir (i.e. for 2nd level analyses where this applies;
+# this should be at least the duration of the 2nd level
+# analyses to finish before proceeding!)
+time_wait_after_analysis = 600
+
+# Which subject list to use (set to 'all' to process all availabel participants; 'phase2_2.3' to process only those of phase 2 2/3 (list from DMT)))
+subject_list_type = 'phase3_V1'
+#subject_list_type = 'phase2_V1'
+#subject_list_type = 'debug'
+
+
+# load helper functions / code dir
+code_dir_with_helperfunctions = bids_dir + '/code'
+sys.path.append(code_dir_with_helperfunctions)
+from helper_functions_MRI import get_subject_list
+
+
+#%% Define analyses to be performed !
+"""
+Dict per analysis, specifying analysis label, suffix and number of runs.
+Analysis labels must match the fsf file template names!
+
+desc: (optional) description of analysis
+label: determines the analysis label, including session (ses-xx) and task
+ (e.g. task-Dur) key-value pairs to be analyzed
+suffix: suffix for the analysis label; should describe the type of analysis
+ (e.g. QC = quality control) and space (e.g. T1w = T1 weighted space)
+ key-value pair. Space has to correspond to an output space of fmriprep
+ 2nd level analyses are assumed to be flagged by "analysis-2nd..." key/value
+ THIS DETERMINES WHETHER AN ANALYSIS IS CONSIDERED TO BE 1st OR 2nd LEVEL!
+fsf_file: path to the fsf file templates (assumed to be located in bids dir).
+ The fsf file templates must match the analysis label + suffix
+runs: number of runs of this type. Note: 2nd level analyses do not have a run
+ key/value pair!
+copes: cope labels/numbers used exclusively for 3rd (group) level analyses.
+walltime: hours required to process run (submitted as job)
+memory: gb memory required to process run (submitted as job)
+missingCon: (optional) whether to check 1st level contrasts for runs with
+ missing data (e.g. some exp1 runs do not contain target face or target
+ letter trials) and if applicable remove these runs from 2nd level analysis
+ (required by feat). Only applies for 2nd level analyses.
+"""
+
+# First level analyses (run level)
+analysis_definitions_1stLevel = {
+ # 'ROI_EVCLoc_T1w': {
+ # 'desc' : '1st level ROI definition analysis for EVC localizer exp2 data',
+ # 'label' : 'ses-V2_task-EVCLoc_run-',
+ # 'suffix' : 'analysis-1stROI_space-T1w',
+ # 'runs' : 1,
+ # 'fsf_file' : '/code/glm/fsf_templates/1st_level',
+ # 'walltime' : 3,
+ # 'memory' : 3
+ # },
+ 'GLM_Dur_MNI': {
+ 'desc' : '1st level GLM for exp 1',
+ 'label' : 'ses-V1_task-Dur_run-',
+ 'suffix' : 'analysis-1stGLM_space-MNI152NLin2009cAsym',
+ 'runs' : 8,
+ 'fsf_file' : '/code/glm/fsf_templates/1st_level',
+ 'walltime' : 8,
+ 'memory' : 8
+ }
+ }
+
+# Second level analyses (subject level)
+analysis_definitions_2ndLevel = {
+ 'GLM_Dur_MNI': {
+ 'desc' : '2nd level GLM for exp 1 (all contrasts)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-2ndGLM_space-MNI152NLin2009cAsym',
+ 'runs' : 8,
+ 'fsf_file' : '/code/glm/fsf_templates/2nd_level',
+ 'walltime' : 8,
+ 'memory' : 8
+ },
+ 'GLM_TarFace_Dur_MNI': {
+ 'desc' : '2nd level GLM for exp 1 (only target face contrast; separate processing necessary since some runs do not contain trials for this contrast, hence must be excluded from 2nd level in feat)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-2ndGLM_TarFace_space-MNI152NLin2009cAsym',
+ 'runs' : 8,
+ 'fsf_file' : '/code/glm/fsf_templates/2nd_level',
+ 'walltime' : 8,
+ 'memory' : 8,
+ 'missingCon': 1,
+ },
+ 'GLM_TarObject_Dur_MNI': {
+ 'desc' : '2nd level GLM for exp 1 (only target object contrast; separate processing necessary since some runs do not contain trials for this contrast, hence must be excluded from 2nd level in feat)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-2ndGLM_TarObject_space-MNI152NLin2009cAsym',
+ 'runs' : 8,
+ 'fsf_file' : '/code/glm/fsf_templates/2nd_level',
+ 'walltime' : 8,
+ 'memory' : 8,
+ 'missingCon': 1,
+ },
+ 'GLM_TarLetter_Dur_MNI': {
+ 'desc' : '2nd level GLM for exp 1 (only target letter contrast; separate processing necessary since some runs do not contain trials for this contrast, hence must be excluded from 2nd level in feat)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-2ndGLM_TarLetter_space-MNI152NLin2009cAsym',
+ 'runs' : 8,
+ 'fsf_file' : '/code/glm/fsf_templates/2nd_level',
+ 'walltime' : 8,
+ 'memory' : 8,
+ 'missingCon': 1,
+ },
+ 'GLM_TarFalseFont_Dur_MNI': {
+ 'desc' : '2nd level GLM for exp 1 (only target false font contrast; separate processing necessary since some runs do not contain trials for this contrast, hence must be excluded from 2nd level in feat)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-2ndGLM_TarFalseFont_space-MNI152NLin2009cAsym',
+ 'runs' : 8,
+ 'fsf_file' : '/code/glm/fsf_templates/2nd_level',
+ 'walltime' : 8,
+ 'memory' : 8,
+ 'missingCon': 1,
+ },
+ 'GLM_leave_run1_out_Dur_MNI': {
+ 'desc' : '2nd level GLM for exp 1 (all contrasts, leaving run 1 out)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-2ndGLM_leave_run1_out_space-MNI152NLin2009cAsym',
+ 'runs' : 8,
+ 'fsf_file' : '/code/glm/fsf_templates/2nd_level',
+ 'walltime' : 8,
+ 'memory' : 8
+ },
+ 'GLM_leave_run2_out_Dur_MNI': {
+ 'desc' : '2nd level GLM for exp 1 (all contrasts, leaving run 2 out)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-2ndGLM_leave_run2_out_space-MNI152NLin2009cAsym',
+ 'runs' : 8,
+ 'fsf_file' : '/code/glm/fsf_templates/2nd_level',
+ 'walltime' : 8,
+ 'memory' : 8
+ },
+ 'GLM_leave_run3_out_Dur_MNI': {
+ 'desc' : '2nd level GLM for exp 1 (all contrasts, leaving run 3 out)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-2ndGLM_leave_run3_out_space-MNI152NLin2009cAsym',
+ 'runs' : 8,
+ 'fsf_file' : '/code/glm/fsf_templates/2nd_level',
+ 'walltime' : 8,
+ 'memory' : 8
+ },
+ 'GLM_leave_run4_out_Dur_MNI': {
+ 'desc' : '2nd level GLM for exp 1 (all contrasts, leaving run 4 out)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-2ndGLM_leave_run4_out_space-MNI152NLin2009cAsym',
+ 'runs' : 8,
+ 'fsf_file' : '/code/glm/fsf_templates/2nd_level',
+ 'walltime' : 8,
+ 'memory' : 8
+ },
+ 'GLM_leave_run5_out_Dur_MNI': {
+ 'desc' : '2nd level GLM for exp 1 (all contrasts, leaving run 5 out)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-2ndGLM_leave_run5_out_space-MNI152NLin2009cAsym',
+ 'runs' : 8,
+ 'fsf_file' : '/code/glm/fsf_templates/2nd_level',
+ 'walltime' : 8,
+ 'memory' : 8
+ },
+ 'GLM_leave_run6_out_Dur_MNI': {
+ 'desc' : '2nd level GLM for exp 1 (all contrasts, leaving run 6 out)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-2ndGLM_leave_run6_out_space-MNI152NLin2009cAsym',
+ 'runs' : 8,
+ 'fsf_file' : '/code/glm/fsf_templates/2nd_level',
+ 'walltime' : 8,
+ 'memory' : 8
+ },
+ 'GLM_leave_run7_out_Dur_MNI': {
+ 'desc' : '2nd level GLM for exp 1 (all contrasts, leaving run 7 out)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-2ndGLM_leave_run7_out_space-MNI152NLin2009cAsym',
+ 'runs' : 8,
+ 'fsf_file' : '/code/glm/fsf_templates/2nd_level',
+ 'walltime' : 8,
+ 'memory' : 8
+ },
+ 'GLM_leave_run8_out_Dur_MNI': {
+ 'desc' : '2nd level GLM for exp 1 (all contrasts, leaving run 8 out)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-2ndGLM_leave_run8_out_space-MNI152NLin2009cAsym',
+ 'runs' : 8,
+ 'fsf_file' : '/code/glm/fsf_templates/2nd_level',
+ 'walltime' : 8,
+ 'memory' : 8
+ }
+ }
+
+# Third level analyses (group level)
+analysis_definitions_3rdLevel = {
+ 'GLM_Dur_MNI': {
+ 'desc' : '3rd (group) level GLM for exp 1 (all contrasts, except for target stimuli)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-3rdGLM_space-MNI152NLin2009cAsym',
+ 'copes' : ['5','6','7','8','9','10','11','12','13','14','15','16','17','18','19','20','21','22','23','24'],
+ 'fsf_file' : '/code/glm/fsf_templates/3rd_level',
+ 'walltime' : 3,
+ 'memory' : 8
+ },
+ 'GLM_TarFace_Dur_MNI': {
+ 'desc' : '3rd (group) level GLM for exp 1 (only target face contrast)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-3rdGLM_TarFace_space-MNI152NLin2009cAsym',
+ 'copes' : ['1'],
+ 'fsf_file' : '/code/glm/fsf_templates/3rd_level',
+ 'walltime' : 3,
+ 'memory' : 8
+ },
+ 'GLM_TarObject_Dur_MNI': {
+ 'desc' : '3rd (group) level GLM for exp 1 (only target object contrast)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-3rdGLM_TarObject_space-MNI152NLin2009cAsym',
+ 'copes' : ['2'],
+ 'fsf_file' : '/code/glm/fsf_templates/3rd_level',
+ 'walltime' : 3,
+ 'memory' : 8
+ },
+ 'GLM_TarLetter_Dur_MNI': {
+ 'desc' : '3rd (group) level GLM for exp 1 (only target letter contrast)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-3rdGLM_TarLetter_space-MNI152NLin2009cAsym',
+ 'copes' : ['3'],
+ 'fsf_file' : '/code/glm/fsf_templates/3rd_level',
+ 'walltime' : 3,
+ 'memory' : 8
+ },
+ 'GLM_TarFalseFont_Dur_MNI': {
+ 'desc' : '3rd (group) level GLM for exp 1 (only target false font contrast)',
+ 'label' : 'ses-V1_task-Dur',
+ 'suffix' : 'analysis-3rdGLM_TarFalseFont_space-MNI152NLin2009cAsym',
+ 'copes' : ['4'],
+ 'fsf_file' : '/code/glm/fsf_templates/3rd_level',
+ 'walltime' : 3,
+ 'memory' : 8
+ }
+ }
+
+
+# get analysis definitions
+if run_analysis == 1:
+ analysis_definitions = analysis_definitions_1stLevel
+elif run_analysis == 2:
+ analysis_definitions = analysis_definitions_2ndLevel
+elif run_analysis == 3:
+ analysis_definitions = analysis_definitions_3rdLevel
+
+
+# %% Functions returning analysis names/types and space and paths
+def get_fmriprep_processed_nifti_file(bids_dir, sub, session_label, analysis, space):
+ """
+ get nifti file name, given path + pattern (defined here), and input parameters
+ bids_dir = bids directory
+ sub: subject ID (e.g. SC101)
+ session_label: session label ("key-value" pair; e.g. ses-V1)
+ analysis: analysis label (e.g. task-Dur)
+ space: analysis space (e.g. T1w)
+ Returns nifti file path+filename
+ """
+ # nifti data path
+ nifti_path_pattern = bids_dir + os.sep + 'derivatives' + os.sep + 'fmriprep' + os.sep + '%(sub)s' + os.sep + '%(ses)s' + os.sep + 'func' + os.sep
+ # nifti file suffix (appended after subject ID and analysis/task label)
+ nifti_file_pattern = '%(sub)s_%(analysis)s_%(space)s_desc-preproc_bold.nii.gz'
+ nifti_file = nifti_path_pattern%{'sub':sub, 'ses':session_label} + nifti_file_pattern%{'sub':sub, 'analysis':analysis, 'space':space}
+ return nifti_file
+
+def get_analysis_labels(analysis_dict):
+ """
+ combine analysis label, analysis suffix and run numbers to for analyses
+ labels per run (if 1st level). Only return analysis label + suffix for
+ higher (2nd level) analyses.
+ Returns:
+ analyses: analysis labels
+ analyses_suffix: analysis suffix
+ fsf_templates_dir: path to fsf template
+ run_missing_contrast_check: whether or not to run missing contrast check before 2nd level
+ """
+ analyses = []
+ analyses_suffix = analysis_dict['suffix']
+ fsf_templates_dir = bids_dir + analysis_dict['fsf_file']
+ # process first level (i.e. not 2nd or 3rd level) analyses
+ if 'analysis-1st' in analyses_suffix:
+ for run in range(analysis_dict['runs']):
+ analyses.append(analysis_dict['label'] + str(run+1))
+ # process 2nd level analyses
+ else:
+ analyses.append(analysis_dict['label'])
+ # check if missingCon key exists (indicating that additional processing before 2nd level is required)
+ run_missing_contrast_check = 'missingCon' in analysis_dict
+ return analyses, analyses_suffix, fsf_templates_dir, run_missing_contrast_check
+
+def write_error_log(bids_dir, error_df):
+ """
+ write log file listing possible errors encountered during job submission
+ """
+ timestr = time.strftime("date-%Y%m%d_time-%H%M%S")
+ file_name = os.sep + 'log_job_submission_' + str(run_analysis) + '-level_' + timestr + '.csv'
+ output_dir = bids_dir + os.sep + 'derivatives' + os.sep + 'fslFeat'
+ if not os.path.exists(output_dir):
+ os.makedirs(output_dir)
+ fname = output_dir + file_name
+ error_df.to_csv(fname, sep=',', index=False, na_rep='Null')
+ print('Error saved to ' + output_dir)
+
+
+#%% functions to modify fsf templates
+def replace_text(fname, string_to_replace, replacement_string):
+ """
+ replace text (string_to_replace) with new string (replacement_string) in
+ input file (fname)
+ """
+ import fileinput
+ with fileinput.FileInput(fname, inplace=True) as file:
+ for line in file:
+ print(line.replace(string_to_replace, replacement_string), end='')
+
+def get_n_volumes(nifti_file):
+ """
+ get number of volumes in input nifti file
+ returns number of volumes (v_vols)
+ """
+ import subprocess
+ full_cmd = ['fslhd', nifti_file]
+ # run fslhd to get number of volumes
+ result = subprocess.run(full_cmd, stdout=subprocess.PIPE)
+ fslHd_output = result.stdout.decode('utf-8')
+ # extract only n vols (dim4)
+ dim4_target_string = '\ndim4\t\t'
+ n_vols = fslHd_output[fslHd_output.find(dim4_target_string)+len(dim4_target_string):fslHd_output.find('\ndim5')]
+ return n_vols
+
+def make_this_fsf_template(fsf_file, sub, analysis, nifti_file, place_holder, space):
+ """
+ Take fsf template and replace subject, analysis and number of volumes
+ place holders with args below.
+ Subject ID place holder is assumed to be PXX number of volumes XXX_NTPS and
+ analysis place holders are the task key's value + XX.
+ fsf_file: fsf file name
+ sub: subject ID (can be empty for 3rd level analyses). Assumed to contain
+ sub key-value pair
+ analysis: analysis label or cope label (for 3rd level analyses)
+ nifti_file: nifti file
+ place_holder: string of analysis place holder in template
+ space: target analysis space (key-value pair; e.g. space-T1w)
+ """
+ print(' . Creating fsf files for analysis: ' + analysis)
+ # replace PXX in fsf template with subject ID
+ replace_text(fsf_file, 'PXX', sub[4::])
+ # replace XXX_NTPS in fsf template with number of volumes
+ if not nifti_file == 'is_2nd_level':
+ n_vols = get_n_volumes(nifti_file)
+ replace_text(fsf_file, 'XXX_NTPS', n_vols)
+ # replace run/analysis place holder with analysis
+ replace_text(fsf_file, place_holder, analysis)
+ # replace analysis space place holder with target space
+ replace_text(fsf_file, 'space-SXX', space)
+
+
+# %% function to modify 2nd level fsf template in case of missing contrasts in first level feat dirs, necessary if some contrasts have no trails in some runs (e.g. Dur Targets)
+def adjust_fsf_template_for_missing_contrasts(fsf_file):
+ """
+ Adjust 2nd level feat fsf file such that runs with empty contrasts are
+ removed from analysis. First gets list of 1st level dirs and list of
+ contrast labels. Then checks for the current contrast of interest (defined
+ by the fsf_file namen) whether any runs have an empty contrast of interest.
+ If so removes these runs from the 2nd level contrast definitions in the fsf
+ file. Note: the 2nd level fsf template must contain the same label for the
+ contrast of interest as the 1st level contrast name. Thus, if the contrast
+ on the first level is called TarFace (experiment 1, target, face) then the
+ 2nd level fsf file template must contain TarFace in its filename.
+ fsf_file: path and fname of fsf file to be edited
+ """
+ # get first level feat dirs
+ feat_1st_level_dirs = get_1st_level_feat_dirs_from_fsf_file(fsf_file)
+ # get contrast labels
+ contrast_labels = get_contrast_labels(feat_1st_level_dirs[0])
+ # get currently relevant contrast based on contrast labels (from 1st level feat contrast names) and 2nd level fsf file name. Note: fsf template file names must contain the exact contrast name as specified in the first level feat analysis for the contrast of interest
+ for con_no, con_label in contrast_labels.items():
+ if con_label[0] in fsf_file:
+ contrast_idx = con_no-1
+ # get which runs for current contrast of interest have empty contrasts
+ empty_runs = check_if_contrast_is_empty(feat_1st_level_dirs, contrast_idx)
+ # remove empty runs from list of 1nd level fsf files
+ valid_1st_level_dirs = get_only_valid_1st_level_feat_dirs(feat_1st_level_dirs, empty_runs)
+ # set correct number of valid runs in fsf file
+ n_valid_runs = str(len(valid_1st_level_dirs))
+ replace_text(fsf_file, 'XXX_NRUNS', n_valid_runs)
+ # replace all feat paths in 2nd level fsf file with place holders (to be replaced later)
+ run_counter = 0
+ for feat_dir in feat_1st_level_dirs:
+ run_counter += 1
+ replace_text(fsf_file, feat_dir, 'XXX_RUN'+str(run_counter))
+ # replace place holders with valid runs
+ run_counter = 0
+ for valid_feat_dir in valid_1st_level_dirs:
+ run_counter += 1
+ replace_text(fsf_file, 'XXX_RUN'+str(run_counter), valid_feat_dir)
+ # disable other references to invalid runs (technically not necessary as feat will ignore these, but it results in a cleaner design.fsf file)
+ cleanup_fsf_file_with_missing_contrasts(fsf_file,feat_1st_level_dirs,valid_1st_level_dirs)
+
+
+def cleanup_fsf_file_with_missing_contrasts(fsf_file,feat_1st_level_dirs,valid_1st_level_dirs):
+ """
+ Perform some additional cleanup on 2nd level fsf files with missing
+ contrasts by prepending # to unnecessary rows in the fsf file.
+ fsf_file: path and fname of fsf file to be edited
+ feat_1st_level_dirs: list of 1st level feat dirs
+ valid_1st_level_dirs: list of only valid 1st level feat dirs (i.e. without)
+ missing contrasts
+ """
+ runs_to_disable = len(feat_1st_level_dirs) - len(valid_1st_level_dirs)
+ for run_idx in range(runs_to_disable):
+ run_no = (len(feat_1st_level_dirs)-run_idx)
+ # replace 3 target strings that are dependent on the number of runs
+ # each string is prepended with a # to denote a comment and the first
+ # letter is removed to avoid accidental string finds looking e.g. for
+ # the run data
+ string_to_replace = 'set fmri(groupmem.' + str(run_no) + ') 1'
+ replace_text(fsf_file, string_to_replace, '# '+string_to_replace[1::])
+ string_to_replace = 'set fmri(evg' + str(run_no) + '.1) 1'
+ replace_text(fsf_file, string_to_replace, '# '+string_to_replace[1::])
+ string_to_replace = 'set feat_files(' + str(run_no) + ')'
+ replace_text(fsf_file, string_to_replace, '# '+string_to_replace[1::])
+
+def get_only_valid_1st_level_feat_dirs(feat_1st_level_dirs, empty_runs):
+ """
+ Get a list with 1st level feat dirs that do not contain runs without the
+ contrast of interest
+ feat_1st_level_dirs: list of 1st level feat dirs
+ empty_runs: list with runs that do not contain trials of the contrast of
+ interest
+ Returns
+ valid_1st_level_dirs: list with 1st level feat dirs that all contain runs
+ for the contrast of interest (i.e. after removing empty runs from list)
+ """
+ valid_1st_level_dirs = []
+ for feat_dir in feat_1st_level_dirs:
+ cur_run = feat_dir[feat_dir.find('run-'):feat_dir.find('run-')+len('run-')+1]
+ if not cur_run in empty_runs:
+ valid_1st_level_dirs.append(feat_dir)
+ return valid_1st_level_dirs
+
+def check_if_contrast_is_empty(feat_1st_level_dirs, contrast_idx):
+ """
+ Check if all 1st level feat dirs contain the current contrast of interest.
+ Specifically, whether their design.con file contains a 1 for the contrast
+ of interest. If not, this indicates that the run does not contain trials
+ for any regressor forming the contrast of interest. Such empty runs are
+ checked and returned in a list of empty_runs.
+ feat_1st_level_dirs: list of 1st level feat dirs
+ contrast_idx: index of the current contrast of interest in the list of
+ contrasts
+ Returns
+ empty_runs: list with runs that do not contain trials of the contrast of
+ interest
+ """
+ empty_runs=[]
+ for feat_dir in feat_1st_level_dirs:
+ run_label = feat_dir[feat_dir.find('run-'):feat_dir.find('run-')+len('run-')+1]
+ # load design.con file
+ con_fname = feat_dir + os.sep + 'design.con'
+ with open(con_fname, 'r') as file:
+ con_text = file.read()
+ # clean up text and get one row per contrast
+ con_text_clean = con_text[con_text.find('/Matrix\n')+len('/Matrix\n')::]
+ contrasts = con_text_clean.split('\n')
+ if not '1' in contrasts[contrast_idx] and len(contrasts[contrast_idx])>0:
+ empty_runs.append(run_label)
+ return empty_runs
+
+def get_contrast_labels(feat_dir):
+ """
+ Get labels and numbers of contrasts defined in design.con in feat dir
+ feat_dir: path to a feat dir
+ Returns
+ contrast_labels: dict with constrast numbers and associated contrast labels
+ """
+ # load design.con file
+ con_fname = feat_dir + os.sep + 'design.con'
+ with open(con_fname, 'r') as file:
+ con_text = file.read()
+ con_text_list = con_text.split('\n')
+ contrast_labels = {}
+ for con_label in con_text_list:
+ if 'ContrastName' in con_label:
+ con_parts = con_label.split('\t')
+ con_no = int(con_parts[0][con_label.find('ContrastName')+len('ContrastName')::])
+ con_name = con_parts[1][0:-1]
+ contrast_labels[con_no] = []
+ contrast_labels[con_no].append(con_name)
+ return contrast_labels
+
+def get_1st_level_feat_dirs_from_fsf_file(fsf_file):
+ """
+ Get list of 1st level feat dir paths from 2nd level fsf file
+ fsf_file: fsf file to be submitted as feat job
+ Returns
+ feat_1st_level_dirs: list of 1st level feat dirs
+ """
+ with open(fsf_file, 'r') as file:
+ fsf_file_text = file.read()
+ # check number of runs based on fsf file
+ feat_1st_level_dirs = []
+ check_run = 1
+ while check_run < 20: # check for a max of 20 runs (all tasks have significantly less; even if combining tasks within a session)
+ target_string = 'set feat_files(' + str(check_run) + ') '
+ if target_string in fsf_file_text:
+ feat_dir_1st_level = fsf_file_text[fsf_file_text.find(target_string) + len(target_string): fsf_file_text.find('# Add confound EVs text file')]
+ feat_1st_level_dirs.append(feat_dir_1st_level[1:feat_dir_1st_level.find('"\n')])
+ check_run += 1
+ return feat_1st_level_dirs
+
+def check_if_feat_output_exists(fsf_file):
+ """
+ Checks if feat output specified in fsf file already exists
+ fsf_file: fsf file to be submitted as feat job
+ Returns
+ feat_dir_exists: bool; true if output already exists
+ """
+ with open(fsf_file, 'r') as file:
+ fsf_file_text = file.read()
+ # get output path
+ target_string = 'set fmri(outputdir) "'
+ feat_dir = fsf_file_text[fsf_file_text.find(target_string) + len(target_string):fsf_file_text.find('# TR(s)') - 3]
+ feat_dir_exists = os.path.isdir(feat_dir)
+ return feat_dir_exists
+
+# %% functions for submitting feat jobs
+def write_tmp_file_with_sbatch_cmd(fsf_file):
+ """
+ Create file with command to run feat on fsf file to be submitted as job
+ Return path + name of tmp file
+ """
+ if 'analysis-3rd' in fsf_file:
+ tmp_file = os.path.split(fsf_file)[0] + os.sep + 'tmpscript_' + fsf_file[fsf_file.find('cope'):fsf_file.find('.fsf')]
+ else:
+ tmp_file = os.path.split(fsf_file)[0] + os.sep + 'tmpscript_' + fsf_file[fsf_file.find('sub-'):fsf_file.find('.fsf')]
+ file = open(tmp_file, 'w')
+ # write sbatch command lines to beginning of script, then add feat and path to fsf file
+ file.write('#!/bin/bash\n#SBATCH --nodes=1\n#SBATCH --partition=xnat\nfeat ' + fsf_file)
+ file.write('\n')
+ file.close()
+ return tmp_file
+
+def check_1st_level_feat_dirs(fsf_file):
+ """
+ Checks before 2nd level analyses whether 1st level feat dirs exist and
+ whether report.html files of 1st level contain no errors.
+ fsf_file: path to fsf file
+ Returns
+ check_flag_feat_dirs: true if all 1st level feat dirs exist and have no
+ errors, false if not all dirs exist or any errors are detected in
+ report.html
+ error_msg: lists error type and run number for errors detected in 1st level
+ feat dirs, if any
+ """
+ error_msg = []
+ check_run = 0
+ feat_1st_level_dirs = get_1st_level_feat_dirs_from_fsf_file(fsf_file)
+ for feat_dir_1st_level in feat_1st_level_dirs:
+ check_run += 1
+ # throw warning if feat dir is not found and set flag to false
+ if not os.path.isdir(feat_dir_1st_level):
+ error_msg.append(['1st level feat dir not found',str(check_run+1)])
+ print(' . ! Error for 2nd or 3rd level analysis! FEAT dir NOT FOUND for : ' + feat_dir_1st_level[feat_dir_1st_level.find('ses-')::] + ' ! ')
+ #if feat dir exists check report log for errors
+ else:
+ # read report_log.html file
+ report_log = feat_dir_1st_level + os.sep + 'report.html'
+ with open(report_log, 'r') as file:
+ data_log = file.read()
+ # throw warning if error is found and set flag to false
+ if ('Error' in data_log) or ('ERROR' in data_log):
+ error_msg.append(['error in 1st level feat report',str(check_run+1)])
+ print(' . ! Error for 2nd or 3rd level analysis! Error in FEAT log for : ' + feat_dir_1st_level[feat_dir_1st_level.find('ses-')::] + ' !')
+ check_flag_feat_dirs = not any(error_msg)
+ return check_flag_feat_dirs, error_msg
+
+def submit_feat_job(fsf_file,walltime,memory):
+ """
+ Submit feat jobs using fsf files, unless outputs already exist.
+ In case of 2nd level analyses, also checks if 1st level feat reports
+ contain any errors and prepares 1st level feat dirs to avoid repeating
+ registration.
+ fsf_file: fsf file to be submitted as feat job
+ walltime: walltime in hours for job
+ memory: memory in gb for job
+ Returns
+ error_msg: lists run and error type detected in 1st level feat dirs
+ """
+ # get expected output feat dir from fsf file
+ output_dir_str = 'set fmri(outputdir) "'
+ with open(fsf_file, 'r') as file:
+ fsf_file_text = file.read()
+ # get feat dir
+ feat_dir = fsf_file_text[fsf_file_text.find(output_dir_str) + len(output_dir_str):fsf_file_text.find('# TR(s)') - 3]
+ # check if output already exists, if so, skip
+ if os.path.isdir(feat_dir):
+ print(' . ! FEAT dir ALREADY EXISTS: ' + os.path.split(feat_dir)[1] + ' ! Skipping !')
+ error_msg = [['_ Analysis output already existed - Skipped _', '_']]
+ else:
+ # if output doesn exist yet, prepare feat dir and submit jobs
+ if 'analysis-2nd' in fsf_file:
+ # if its a 2nd level analysis, make sure that all 1 level feat dirs exist and modify reg dir
+ check_flag_feat_dirs, error_msg = check_1st_level_feat_dirs(fsf_file)
+ if check_flag_feat_dirs:
+ process_1st_level_reg_dirs_before_2nd_level(fsf_file)
+ elif 'analysis-3rd' in fsf_file:
+ # if its a 3rd level also check that all 2nd level dirs exists, but dont modify anything
+ check_flag_feat_dirs, error_msg = check_1st_level_feat_dirs(fsf_file)
+ else:
+ error_msg = []
+ check_flag_feat_dirs = True
+ # check if no error in feat dirs has been detected or throw error
+ if check_flag_feat_dirs:
+ # write tmp file to submit as job using qsub
+ tmp_file = write_tmp_file_with_sbatch_cmd(fsf_file)
+ submit_cmd = ['sbatch -N1 -n1 -t %(walltime)s:00:00 --mem=%(memory)sgb '%{'walltime':walltime,'memory':memory} + tmp_file]
+ # submit job
+ print(' . . Submitting FEAT job --> ' + tmp_file[tmp_file.find('tmpscript')::])
+ os.system(submit_cmd[0])
+ # wait after each submission
+ time.sleep(wait_between_jobs_in_sec)
+ else:
+ print(' . ! Analysis NOT submitted ! Unexpected error ! Check inputs ')
+ return error_msg
+
+
+# %% functions for avoiding reregistration in feat before running 2nd level
+def process_1st_level_reg_dirs_before_2nd_level(fsf_file):
+ """
+ Process 1st level feat/reg dirs before running 2nd level feat analysis to
+ avoid repeating registration during higher level feat analysis.
+ Finds all 1st level feat dir associated with current 2nd level analysis
+ (fsf_file) then submits each 1st level dir to be modified.
+ Assumes that bold data is already registered to common space (MNI or T1w)
+ due to e.g. preprocessing data with fmriprep.
+ fsf_file: 2nd level fsf file
+ """
+ # find 1st level feat dirs
+ feat_1st_level_dirs = get_1st_level_feat_dirs_from_fsf_file(fsf_file)
+ for feat_dir_1st_level in feat_1st_level_dirs:
+ #modify 1st level feat dir
+ modify_1st_level_reg_dir(feat_dir_1st_level)
+
+def modify_1st_level_reg_dir(feat_dir_1st_level):
+ """
+ Modifies 1st level feat /reg dirs before running 2nd level feat analysis to
+ avoid repeating registration during higher level feat analysis.
+ Removes any files that may result in repeated registration reg_standard dir
+ and any .mat file in /reg. Then replaces example_func2standard with
+ identity matrix and reference image standard.nii.gz with mean_func.
+ feat_dir_1st_level: path to first level feat
+ """
+ import shutil, glob, os
+ print('. modifying /reg dir of 1st level feat: ' + feat_dir_1st_level[feat_dir_1st_level.find('fslFeat')+25::])
+ reg_standard_dir = feat_dir_1st_level + os.sep + 'reg_standard'
+ reg_dir = feat_dir_1st_level + os.sep + 'reg'
+ # remove reg_standard and contents if it already exists
+ if os.path.isdir(reg_standard_dir):
+ shutil.rmtree(reg_standard_dir)
+ # delete mat files in reg dir
+ for f in glob.glob(reg_dir + os.sep + '*.mat'):
+ os.remove(f)
+ # copy idenitty matrix to reg dir
+ fsl_dir = os.environ["FSLDIR"]
+ ident_mat = fsl_dir + os.sep + 'etc' + os.sep + 'flirtsch' + os.sep + 'ident.mat'
+ reg_mat = reg_dir + os.sep + 'example_func2standard.mat'
+ shutil.copy(ident_mat,reg_mat)
+ # delete existing standard image
+ standard_image = reg_dir + os.sep + 'standard.nii.gz'
+ if os.path.isfile(standard_image):
+ os.remove(standard_image)
+ # copy mean_func as new standard reference image
+ mean_func = feat_dir_1st_level + os.sep + 'mean_func.nii.gz'
+ shutil.copy(mean_func,standard_image)
+
+
+# %% main function to loop over subjects & analyses
+def run_fsf_creation_and_submit_feat_job(bids_dir, subjects, analyses, analyses_suffix, fsf_templates_dir, fsf_output_dir, run_missing_contrast_check, error_df, walltime, memory):
+ """
+ Run fsf file creation for all subjects and runs for current analysis specification
+ bids_dir: path to bids folder
+ subjects: subject list
+ analyses: list of labels for all runs of current analysis, including task and session keys (e.g. ses-V2_task-Replay_run-1, ...)
+ analyses_suffix: suffix specifying analysis further, including analysis type and space key (e.g. analysis-1stROI_space-T1w)
+ fsf_templates_dir: path to fsf templates
+ fsf_output_dir: path to fsf output dir
+ run_missing_contrast_check: whether to run checks for missing contrasts on 1st level before running 2nd level analysis
+ error_df: data frame for error logs during job submission
+ walltime: walltime for feat jobs in hours
+ memory: memory for feat jobs in gb
+ """
+ from shutil import copy as copyFile
+ # loop over subjects
+ for sub in subjects:
+ print('Subject: ' + sub + ' | processing...')
+ # loop over analyses (runs)
+ for analysis in analyses:
+ error_msg = []
+ # get session label from analysis name
+ session_label = analysis[analysis.find('ses-'):analysis.find('task-')-1]
+ # get analysis space from analysis suffix
+ space = analyses_suffix[analyses_suffix.find('space-')::]
+ # check if it's first level analysis
+ if 'analysis-1st' in analyses_suffix:
+ # get nifti file name if it is not 2nd level analysis
+ nifti_file = get_fmriprep_processed_nifti_file(bids_dir, sub, session_label, analysis, space)
+ # get place holder in template based on analysis name
+ place_holder = analysis[analysis.find('task-')+5:analysis.find('_run-')] + 'XX'
+ else:
+ # if it is 2nd or 3rd level analysis set nifti file to 2nd level flag
+ nifti_file = 'is_2nd_level'
+ # get place holder in template based on analysis name
+ place_holder = analysis[analysis.find('task-')+5::] + 'XX'
+ place_holder_analysis_label = analyses_suffix[0:analyses_suffix.find('_space')]
+ # check if nifti file exists, if so, create fsf file
+ if os.path.isfile(nifti_file) or nifti_file == 'is_2nd_level':
+ # create fsf copy of template for current subject & analysis
+ input_file = fsf_templates_dir + os.sep + 'sub-PXX_' + place_holder + '_' + place_holder_analysis_label + '_space-SXX.fsf'
+ fsf_file = fsf_output_dir + os.sep + sub + '_' + analysis + '_' + analyses_suffix + '.fsf'
+ copyFile(input_file,fsf_file)
+ # check if output already exists
+ if check_if_feat_output_exists(fsf_file):
+ print(' ! Subject: ' + sub + ' | Analysis: ' + analysis + ' in ' + space + ' space. FEAT output already exists ! Skipping ! ')
+ continue
+ # make fsf template for current subject & analysis
+ make_this_fsf_template(fsf_file, sub, analysis, nifti_file, place_holder, space)
+ # modify fsf template in case of runs missing contrasts
+ if run_missing_contrast_check:
+ adjust_fsf_template_for_missing_contrasts(fsf_file)
+ # submit feat job
+ if submit_jobs:
+ error_msg = submit_feat_job(fsf_file, walltime, memory)
+ # log error messages
+ if any(error_msg):
+ for err_row in error_msg:
+ error_df.loc[len(error_df)] = [sub, analysis, analyses_suffix, 'run-' + err_row[1], err_row[0]]
+ else:
+ error_df.loc[len(error_df)] = [sub, analysis, analyses_suffix, '-', '_ Job submitted _']
+ else:
+ print(' ! Subject: ' + sub + ' | Analysis: ' + analysis + ' in ' + space + ' space. Nifti FILE NOT FOUND !')
+ error_msg = ['nifti file not found','x']
+ error_df.loc[len(error_df)] = [sub, analysis, analyses_suffix, 'run-' + error_msg[1], error_msg[0]]
+
+
+def run_fsf_creation_and_submit_feat_job_group_analyses(bids_dir, copes, analysis_prefix, analyses_suffix, fsf_templates_dir, fsf_output_dir, run_missing_contrast_check, error_df, walltime, memory):
+ """
+ Run fsf file creation for all subjects and runs for current analysis
+ specification. Uses modified functions for GLM analyses, detected
+ based on GLM string in analyses_suffix.
+ bids_dir: path to bids folder
+ copes: copes list
+ analysis_prefix: analysis_prefix label (prefix; e.g. ses-V1_task-Dur)
+ analyses_suffix: suffix specifying analysis further, including analysis type and space key (e.g. analysis-3rdFIR_space-MNI152NLin2009cAsym)
+ fsf_templates_dir: path to fsf templates
+ fsf_output_dir: path to fsf output dir
+ run_missing_contrast_check: whether to run checks for missing contrasts on 1st level before running 2nd level analysis
+ error_df: data frame for error logs during job submission
+ walltime: walltime for feat jobs in hours
+ memory: memory for feat jobs in gb
+ """
+ from shutil import copy as copyFile
+ # loop over copes
+ for cope in copes:
+ print('Cope: ' + cope + ' | processing...')
+ cope = 'cope' + cope
+ error_msg = []
+ # place holder
+ place_holder = 'copeXX'
+ # get analysis space from analysis suffix
+ space = analyses_suffix[analyses_suffix.find('space-')::]
+ # analysis label
+ analysis_label = analyses_suffix[0:analyses_suffix.find('_space')]
+ # 3rd level analysis uses nifti file to 2nd level flag
+ nifti_file = 'is_2nd_level'
+ # create fsf copy of template for current subject & analysis
+ if 'GLM' in analyses_suffix:
+ input_file = fsf_templates_dir + os.sep + analysis_prefix + '_analysis-3rdGLMXX_space-SXX_desc-copeXX.fsf'
+ fsf_file = fsf_output_dir + os.sep + analysis_prefix + '_' + analysis_label + '_' + space + '_desc-' + cope + '.fsf'
+ copyFile(input_file,fsf_file)
+ # make fsf template for current subject & analysis
+ make_GLM_3rd_level_fsf_template(fsf_file, analysis_label, subjects, cope, space)
+ else:
+ input_file = fsf_templates_dir + os.sep + analysis_prefix + '_' + analysis_label + '_space-SXX' + '_desc-' + place_holder + '.fsf'
+ fsf_file = fsf_output_dir + os.sep + analysis_prefix + '_' + analyses_suffix + '_desc-' + cope + '.fsf'
+ copyFile(input_file,fsf_file)
+ # make fsf template for current subject & analysis
+ make_this_fsf_template(fsf_file, '', cope, nifti_file, place_holder, space)
+ # check if output already exists
+ if check_if_feat_output_exists(fsf_file):
+ print(' ! Cope: ' + cope + ' | Analysis: ' + analysis_prefix + ' in ' + space + ' space. FEAT output already exists ! Skipping ! ')
+ continue
+ # submit feat job
+ if submit_jobs:
+ error_msg = submit_feat_job(fsf_file, walltime, memory)
+ # log error messages
+ if any(error_msg):
+ for err_row in error_msg:
+ error_df.loc[len(error_df)] = [cope, analysis_prefix, analyses_suffix, 'run-' + err_row[1], err_row[0]]
+ else:
+ error_df.loc[len(error_df)] = [cope, analysis_prefix, analyses_suffix, '-', '_ Job submitted _']
+
+
+#%% functions specific for GLM analysis
+def make_GLM_3rd_level_fsf_template(fsf_file, analysis_label, subjects, cope, space):
+ """
+ Take fsf template and replace analysis, number of subjects, cope and space
+ place holders with args below. This specific version handles fsf templates
+ specific to the GLM group level (3rd level) analysis.
+ Place holders in the fsf template file are assumed to be:
+ - GLMXX: set to specific GLM analysis label;
+ e.g. GLMTarFace
+ - XXX_NTPS: set to number of subjects; e.g.: 22
+ - copeXX: to number of 2nd level cope; e.g.: cope1
+ - feat_filesXX: full string per subject where 2nd feat copes are located
+ with additional string; e.g.: set feat_files(1) ... .feat"
+ note this must also include the correct cope & analysis!
+ - evgXX: full string per subject; for # Higher-level EV value for EV 1 and
+ input 3 set e.g.: set fmri(evg3.1) 1
+ - groupmemXX: full string per subject; for 3rd subjects
+ e.g.: set fmri(groupmem.3) 1
+ - analysis_label: The analysis output/input label; must correspond to 2nd
+ level input analysis dir labels.
+ fsf_file: fsf file name
+ subjects: list of subject IDs to be used in the 3rd level analysis
+ analysis_label: string of analysis label. Will be the 3rd level feat
+ analysis output label and must be the same name as of the 2nd level
+ analysis label; i.e. name of the analysis of the 2nd level feat dir
+ (e.g. GLMTarFace)
+ cope: cope of interest; must correspond to the cope#.feat dir of the 2nd
+ level analyses
+ space: target analysis space (key-value pair; e.g. space-T1w)
+ """
+ print(' . Creating fsf files for analysis: ' + analysis_label)
+ # replace analysis label
+ replace_text(fsf_file, 'analysis-3rdGLMXX', analysis_label)
+ # replace number of volumes (i.e. participants in higher level analyses)
+ replace_text(fsf_file, 'XXX_NTPS', str(len(subjects)))
+ # replace cope number corresponding to cope#.feat dir
+ replace_text(fsf_file, 'copeXX', cope)
+ # replace analysis space place holder with target space
+ replace_text(fsf_file, 'space-SXX', space)
+ # construct & replace feat_filesXX string
+ feat_files_string = construct_feat_files_string(subjects, analysis_label, cope, space)
+ replace_text(fsf_file, 'feat_filesXX', feat_files_string)
+ # construct & replace evgXX string
+ evg_string = construct_evg_string(subjects)
+ replace_text(fsf_file, 'evgXX', evg_string)
+ # construct & replace groupmemXX string
+ groupmem_string = construct_groupmem_string(subjects)
+ replace_text(fsf_file, 'groupmemXX', groupmem_string)
+
+def construct_feat_files_string(subjects, analysis_label, cope, space):
+ """
+ Constructs feat files string for replacing placeholder in 3rd level fsf
+ template (currently specific to GLM analysis)
+ subjects: list of subject IDs to be used in the 3rd level analysis
+ analysis_label: string of analysis label. Will be the 3rd level feat
+ analysis output label and must be the same name as of the 2nd level
+ analysis label; i.e. name of the analysis of the 2nd level feat dir
+ (e.g. GLMTarFace)
+ cope: cope of interest; must correspond to the cope#.feat dir of the 2nd
+ level analyses
+ space: name of the analysis space (e.g. MNI152NLin2009cAsym)
+ """
+ analysis_short_label = analysis_label[analysis_label.find('3rd')+len('3rd')::]
+ feat_path_string_template = 'set feat_files(%(sub_idx)s) "%(fsl_output_dir)s/%(sub)s/ses-V1/%(sub)s_ses-V1_task-Dur_analysis-2nd%(analysis_short_label)s_%(space)s.gfeat/%(cope)s.feat"\n\n'
+ feat_files_string = ''
+ for sub_idx in range(len(subjects)):
+ feat_files_string = feat_files_string + feat_path_string_template%{'sub_idx':str(sub_idx+1), 'fsl_output_dir':fsl_output_dir, 'sub':subjects[sub_idx], 'analysis_short_label':analysis_short_label, 'space':space, 'cope':cope}
+ return feat_files_string
+
+def construct_evg_string(subjects):
+ """
+ Constructs evg string for replacing placeholder in 3rd level fsf
+ template (currently specific to GLM analysis)
+ subjects: list of subject IDs to be used in the 3rd level analysis
+ """
+ evg_string = ''
+ for sub_idx in range(len(subjects)):
+ evg_string = evg_string + 'set fmri(evg%(sub_idx)s.1) 1\n\n'%{'sub_idx':str(sub_idx+1)}
+ return evg_string
+
+def construct_groupmem_string(subjects):
+ """
+ Constructs groupmem string for replacing placeholder in 3rd level fsf
+ template (currently specific to GLM analysis)
+ subjects: list of subject IDs to be used in the 3rd level analysis
+ """
+ groupmem_string = ''
+ for sub_idx in range(len(subjects)):
+ groupmem_string = groupmem_string + 'set fmri(groupmem.%(sub_idx)s) 1\n\n'%{'sub_idx':str(sub_idx+1)}
+ return groupmem_string
+
+
+# %% run
+if __name__ == '__main__':
+ """
+ Get analyses from analysis_definitions, then run fsf file creation for all
+ analyses.
+ bids_dir: path to bids folder
+ analysis_definitions: dict per analysis to be performed
+ """
+ # get subject list
+ subjects = get_subject_list(bids_dir,subject_list_type)
+
+ # create empty df for error log
+ error_df = pd.DataFrame(columns=['sub','analysis','analyses_suffix','error_run_no','error_msg'])
+
+ # loop over analyses in analysis definition dict
+ for key in analysis_definitions:
+ print('')
+ print('PROCESSING ANALYSIS: -> ' + key + ' <- ')
+
+ # get analysis specification
+ analysis_dict = analysis_definitions[key]
+ analyses, analyses_suffix, fsf_templates_dir, run_missing_contrast_check = get_analysis_labels(analysis_dict)
+
+ # get required walltime and memory from analysis dict
+ if submit_jobs:
+ walltime = analysis_dict['walltime']
+ memory = analysis_dict['memory']
+ else:
+ walltime = 0
+ memory = 0
+
+ # determine fsf output dir
+ fsf_output_subdir = analyses_suffix[analyses_suffix.find('analysis-')+len('analysis-'):analyses_suffix.find('analysis-')+len('analysis-')+3]
+ fsf_output_dir = bids_dir + os.sep + 'derivatives' + os.sep + 'fslFeat' + os.sep + 'fsf_files' + os.sep + fsf_output_subdir + '_level'
+ # create fsf output directory
+ if not os.path.isdir(fsf_output_dir):
+ os.makedirs(fsf_output_dir)
+
+ # check whether group analysis (3rd level) of individual subject analyses (1st or 2nd level) are to be performed
+ if run_analysis == 3:
+ # run fsf file creation for group analyses for current analysis
+ copes = analysis_dict['copes']
+ analysis = analyses[0]
+ run_fsf_creation_and_submit_feat_job_group_analyses(bids_dir, copes, analysis, analyses_suffix, fsf_templates_dir, fsf_output_dir, run_missing_contrast_check, error_df, walltime, memory)
+ else:
+ # run fsf file creation for all subjects and runs of current analysis
+ run_fsf_creation_and_submit_feat_job(bids_dir, subjects, analyses, analyses_suffix, fsf_templates_dir, fsf_output_dir, run_missing_contrast_check, error_df, walltime, memory)
+
+ print('')
+ print('waiting before continuting with next analyses')
+ time.sleep(time_wait_after_analysis)
+
+ # write log file for submission listing potential errors
+ write_error_log(bids_dir, error_df)
+
diff --git a/glm/fsf_templates/1st_level.con b/glm/fsf_templates/1st_level.con
new file mode 100644
index 0000000..482458b
--- /dev/null
+++ b/glm/fsf_templates/1st_level.con
@@ -0,0 +1,42 @@
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+/ContrastName2 TarObject
+/ContrastName3 TarLetter
+/ContrastName4 TarFalseFont
+/ContrastName5 RelFace
+/ContrastName6 RelObject
+/ContrastName7 RelLetter
+/ContrastName8 RelFalseFont
+/ContrastName9 IrrelFace
+/ContrastName10 IrrelObject
+/ContrastName11 IrrelLetter
+/ContrastName12 IrrelFalseFont
+/ContrastName13 TarAll
+/ContrastName14 RelAll
+/ContrastName15 IrrelAll
+/ContrastName16 StimAll
+/ContrastName17 FaceVSAll
+/ContrastName18 ObjectVSAll
+/NumWaves 52
+/NumContrasts 18
+/PPheights 2.928109e-01 3.087591e-01 2.872922e-01 2.695510e-01 3.089776e-01 3.335976e-01 3.597229e-01 3.740961e-01 2.511981e-01 3.298922e-01 3.120404e-01 3.310439e-01 8.645535e-02 1.050586e-01 9.167265e-02 3.863789e-02 6.275775e-02 4.688527e-02
+/RequiredEffect 2.871 2.433 2.497 2.841 1.678 1.861 1.972 1.860 1.703 1.800 2.023 2.214 1.759 1.363 1.391 1.426 2.469 1.786
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+3.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 3.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 3.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
+-1.000000e+00 0.000000e+00 3.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 3.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 3.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
diff --git a/glm/fsf_templates/1st_level.frf b/glm/fsf_templates/1st_level.frf
new file mode 100644
index 0000000..4bdc00e
--- /dev/null
+++ b/glm/fsf_templates/1st_level.frf
@@ -0,0 +1,52 @@
+1
+1
+2
+2
+3
+3
+4
+4
+5
+5
+6
+6
+7
+7
+8
+8
+9
+9
+10
+10
+11
+11
+12
+12
+13
+13
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
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+14
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+14
+14
diff --git a/glm/fsf_templates/1st_level.fsf b/glm/fsf_templates/1st_level.fsf
new file mode 100644
index 0000000..2d0bbaa
--- /dev/null
+++ b/glm/fsf_templates/1st_level.fsf
@@ -0,0 +1,4553 @@
+
+# FEAT version number
+set fmri(version) 6.00
+
+# Are we in MELODIC?
+set fmri(inmelodic) 0
+
+# Analysis level
+# 1 : First-level analysis
+# 2 : Higher-level analysis
+set fmri(level) 1
+
+# Which stages to run
+# 0 : No first-level analysis (registration and/or group stats only)
+# 7 : Full first-level analysis
+# 1 : Pre-processing
+# 2 : Statistics
+set fmri(analysis) 7
+
+# Use relative filenames
+set fmri(relative_yn) 0
+
+# Balloon help
+set fmri(help_yn) 1
+
+# Run Featwatcher
+set fmri(featwatcher_yn) 0
+
+# Cleanup first-level standard-space images
+set fmri(sscleanup_yn) 0
+
+# Output directory
+set fmri(outputdir) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/fslFeat/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_analysis-1stPutativeNCC_space-MNI152NLin2009cAsym.feat"
+
+# TR(s)
+set fmri(tr) 1.500000
+
+# Total volumes
+set fmri(npts) 304
+
+# Delete volumes
+set fmri(ndelete) 3
+
+# Perfusion tag/control order
+set fmri(tagfirst) 1
+
+# Number of first-level analyses
+set fmri(multiple) 1
+
+# Higher-level input type
+# 1 : Inputs are lower-level FEAT directories
+# 2 : Inputs are cope images from FEAT directories
+set fmri(inputtype) 2
+
+# Carry out pre-stats processing?
+set fmri(filtering_yn) 1
+
+# Brain/background threshold, %
+set fmri(brain_thresh) 10
+
+# Critical z for design efficiency calculation
+set fmri(critical_z) 5.3
+
+# Noise level
+set fmri(noise) 0.66
+
+# Noise AR(1)
+set fmri(noisear) 0.34
+
+# Motion correction
+# 0 : None
+# 1 : MCFLIRT
+set fmri(mc) 0
+
+# Spin-history (currently obsolete)
+set fmri(sh_yn) 0
+
+# B0 fieldmap unwarping?
+set fmri(regunwarp_yn) 0
+
+# GDC Test
+set fmri(gdc) ""
+
+# EPI dwell time (ms)
+set fmri(dwell) 0.0
+
+# EPI TE (ms)
+set fmri(te) 0.0
+
+# % Signal loss threshold
+set fmri(signallossthresh) 10
+
+# Unwarp direction
+set fmri(unwarp_dir) y-
+
+# Slice timing correction
+# 0 : None
+# 1 : Regular up (0, 1, 2, 3, ...)
+# 2 : Regular down
+# 3 : Use slice order file
+# 4 : Use slice timings file
+# 5 : Interleaved (0, 2, 4 ... 1, 3, 5 ... )
+set fmri(st) 0
+
+# Slice timings file
+set fmri(st_file) ""
+
+# BET brain extraction
+set fmri(bet_yn) 1
+
+# Spatial smoothing FWHM (mm)
+set fmri(smooth) 5
+
+# Intensity normalization
+set fmri(norm_yn) 0
+
+# Perfusion subtraction
+set fmri(perfsub_yn) 0
+
+# Highpass temporal filtering
+set fmri(temphp_yn) 1
+
+# Lowpass temporal filtering
+set fmri(templp_yn) 0
+
+# MELODIC ICA data exploration
+set fmri(melodic_yn) 0
+
+# Carry out main stats?
+set fmri(stats_yn) 1
+
+# Carry out prewhitening?
+set fmri(prewhiten_yn) 1
+
+# Add motion parameters to model
+# 0 : No
+# 1 : Yes
+set fmri(motionevs) 0
+set fmri(motionevsbeta) ""
+set fmri(scriptevsbeta) ""
+
+# Robust outlier detection in FLAME?
+set fmri(robust_yn) 0
+
+# Higher-level modelling
+# 3 : Fixed effects
+# 0 : Mixed Effects: Simple OLS
+# 2 : Mixed Effects: FLAME 1
+# 1 : Mixed Effects: FLAME 1+2
+set fmri(mixed_yn) 2
+
+# Higher-level permutations
+set fmri(randomisePermutations) 5000
+
+# Number of EVs
+set fmri(evs_orig) 13
+set fmri(evs_real) 26
+set fmri(evs_vox) 0
+
+# Number of contrasts
+set fmri(ncon_orig) 18
+set fmri(ncon_real) 18
+
+# Number of F-tests
+set fmri(nftests_orig) 0
+set fmri(nftests_real) 0
+
+# Add constant column to design matrix? (obsolete)
+set fmri(constcol) 0
+
+# Carry out post-stats steps?
+set fmri(poststats_yn) 1
+
+# Pre-threshold masking?
+set fmri(threshmask) ""
+
+# Thresholding
+# 0 : None
+# 1 : Uncorrected
+# 2 : Voxel
+# 3 : Cluster
+set fmri(thresh) 3
+
+# P threshold
+set fmri(prob_thresh) 0.05
+
+# Z threshold
+set fmri(z_thresh) 3.1
+
+# Z min/max for colour rendering
+# 0 : Use actual Z min/max
+# 1 : Use preset Z min/max
+set fmri(zdisplay) 0
+
+# Z min in colour rendering
+set fmri(zmin) 2
+
+# Z max in colour rendering
+set fmri(zmax) 8
+
+# Colour rendering type
+# 0 : Solid blobs
+# 1 : Transparent blobs
+set fmri(rendertype) 1
+
+# Background image for higher-level stats overlays
+# 1 : Mean highres
+# 2 : First highres
+# 3 : Mean functional
+# 4 : First functional
+# 5 : Standard space template
+set fmri(bgimage) 1
+
+# Create time series plots
+set fmri(tsplot_yn) 1
+
+# Registration to initial structural
+set fmri(reginitial_highres_yn) 0
+
+# Search space for registration to initial structural
+# 0 : No search
+# 90 : Normal search
+# 180 : Full search
+set fmri(reginitial_highres_search) 90
+
+# Degrees of Freedom for registration to initial structural
+set fmri(reginitial_highres_dof) 3
+
+# Registration to main structural
+set fmri(reghighres_yn) 0
+
+# Search space for registration to main structural
+# 0 : No search
+# 90 : Normal search
+# 180 : Full search
+set fmri(reghighres_search) 90
+
+# Degrees of Freedom for registration to main structural
+set fmri(reghighres_dof) BBR
+
+# Registration to standard image?
+set fmri(regstandard_yn) 1
+
+# Use alternate reference images?
+set fmri(alternateReference_yn) 0
+
+# Standard image
+set fmri(regstandard) "/hpc/shared/EasyBuild/apps/FSL/6.0.2-foss-2019a-Python-3.7.2/fsl/data/standard/MNI152_T1_2mm_brain"
+
+# Search space for registration to standard space
+# 0 : No search
+# 90 : Normal search
+# 180 : Full search
+set fmri(regstandard_search) 90
+
+# Degrees of Freedom for registration to standard space
+set fmri(regstandard_dof) 6
+
+# Do nonlinear registration from structural to standard space?
+set fmri(regstandard_nonlinear_yn) 0
+
+# Control nonlinear warp field resolution
+set fmri(regstandard_nonlinear_warpres) 10
+
+# High pass filter cutoff
+set fmri(paradigm_hp) 128
+
+# Total voxels
+set fmri(totalVoxels) 326078304
+
+
+# Number of lower-level copes feeding into higher-level analysis
+set fmri(ncopeinputs) 0
+
+# 4D AVW data or FEAT directory (1)
+set feat_files(1) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/fmriprep/sub-SC101/ses-V1/func/sub-SC101_ses-V1_task-Dur_run-1_space-MNI152NLin2009cAsym_desc-preproc_bold"
+
+# Add confound EVs text file
+set fmri(confoundevs) 1
+
+# Confound EVs text file for analysis 1
+set confoundev_files(1) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/confound_event_files/sub-SC101_ses-V1_task-Dur_run-1_confounds.txt"
+
+# EV 1 title
+set fmri(evtitle1) "tar_face"
+
+# Basic waveform shape (EV 1)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape1) 3
+
+# Convolution (EV 1)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve1) 3
+
+# Convolve phase (EV 1)
+set fmri(convolve_phase1) 0
+
+# Apply temporal filtering (EV 1)
+set fmri(tempfilt_yn1) 1
+
+# Add temporal derivative (EV 1)
+set fmri(deriv_yn1) 1
+
+# Custom EV file (EV 1)
+set fmri(custom1) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_target_face_EV.txt"
+
+# Orthogonalise EV 1 wrt EV 0
+set fmri(ortho1.0) 0
+
+# Orthogonalise EV 1 wrt EV 1
+set fmri(ortho1.1) 0
+
+# Orthogonalise EV 1 wrt EV 2
+set fmri(ortho1.2) 0
+
+# Orthogonalise EV 1 wrt EV 3
+set fmri(ortho1.3) 0
+
+# Orthogonalise EV 1 wrt EV 4
+set fmri(ortho1.4) 0
+
+# Orthogonalise EV 1 wrt EV 5
+set fmri(ortho1.5) 0
+
+# Orthogonalise EV 1 wrt EV 6
+set fmri(ortho1.6) 0
+
+# Orthogonalise EV 1 wrt EV 7
+set fmri(ortho1.7) 0
+
+# Orthogonalise EV 1 wrt EV 8
+set fmri(ortho1.8) 0
+
+# Orthogonalise EV 1 wrt EV 9
+set fmri(ortho1.9) 0
+
+# Orthogonalise EV 1 wrt EV 10
+set fmri(ortho1.10) 0
+
+# Orthogonalise EV 1 wrt EV 11
+set fmri(ortho1.11) 0
+
+# Orthogonalise EV 1 wrt EV 12
+set fmri(ortho1.12) 0
+
+# Orthogonalise EV 1 wrt EV 13
+set fmri(ortho1.13) 0
+
+# EV 2 title
+set fmri(evtitle2) "tar_object"
+
+# Basic waveform shape (EV 2)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape2) 3
+
+# Convolution (EV 2)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve2) 3
+
+# Convolve phase (EV 2)
+set fmri(convolve_phase2) 0
+
+# Apply temporal filtering (EV 2)
+set fmri(tempfilt_yn2) 1
+
+# Add temporal derivative (EV 2)
+set fmri(deriv_yn2) 1
+
+# Custom EV file (EV 2)
+set fmri(custom2) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_target_object_EV.txt"
+
+# Orthogonalise EV 2 wrt EV 0
+set fmri(ortho2.0) 0
+
+# Orthogonalise EV 2 wrt EV 1
+set fmri(ortho2.1) 0
+
+# Orthogonalise EV 2 wrt EV 2
+set fmri(ortho2.2) 0
+
+# Orthogonalise EV 2 wrt EV 3
+set fmri(ortho2.3) 0
+
+# Orthogonalise EV 2 wrt EV 4
+set fmri(ortho2.4) 0
+
+# Orthogonalise EV 2 wrt EV 5
+set fmri(ortho2.5) 0
+
+# Orthogonalise EV 2 wrt EV 6
+set fmri(ortho2.6) 0
+
+# Orthogonalise EV 2 wrt EV 7
+set fmri(ortho2.7) 0
+
+# Orthogonalise EV 2 wrt EV 8
+set fmri(ortho2.8) 0
+
+# Orthogonalise EV 2 wrt EV 9
+set fmri(ortho2.9) 0
+
+# Orthogonalise EV 2 wrt EV 10
+set fmri(ortho2.10) 0
+
+# Orthogonalise EV 2 wrt EV 11
+set fmri(ortho2.11) 0
+
+# Orthogonalise EV 2 wrt EV 12
+set fmri(ortho2.12) 0
+
+# Orthogonalise EV 2 wrt EV 13
+set fmri(ortho2.13) 0
+
+# EV 3 title
+set fmri(evtitle3) "tar_letter"
+
+# Basic waveform shape (EV 3)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape3) 3
+
+# Convolution (EV 3)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve3) 3
+
+# Convolve phase (EV 3)
+set fmri(convolve_phase3) 0
+
+# Apply temporal filtering (EV 3)
+set fmri(tempfilt_yn3) 1
+
+# Add temporal derivative (EV 3)
+set fmri(deriv_yn3) 1
+
+# Custom EV file (EV 3)
+set fmri(custom3) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_target_letter_EV.txt"
+
+# Orthogonalise EV 3 wrt EV 0
+set fmri(ortho3.0) 0
+
+# Orthogonalise EV 3 wrt EV 1
+set fmri(ortho3.1) 0
+
+# Orthogonalise EV 3 wrt EV 2
+set fmri(ortho3.2) 0
+
+# Orthogonalise EV 3 wrt EV 3
+set fmri(ortho3.3) 0
+
+# Orthogonalise EV 3 wrt EV 4
+set fmri(ortho3.4) 0
+
+# Orthogonalise EV 3 wrt EV 5
+set fmri(ortho3.5) 0
+
+# Orthogonalise EV 3 wrt EV 6
+set fmri(ortho3.6) 0
+
+# Orthogonalise EV 3 wrt EV 7
+set fmri(ortho3.7) 0
+
+# Orthogonalise EV 3 wrt EV 8
+set fmri(ortho3.8) 0
+
+# Orthogonalise EV 3 wrt EV 9
+set fmri(ortho3.9) 0
+
+# Orthogonalise EV 3 wrt EV 10
+set fmri(ortho3.10) 0
+
+# Orthogonalise EV 3 wrt EV 11
+set fmri(ortho3.11) 0
+
+# Orthogonalise EV 3 wrt EV 12
+set fmri(ortho3.12) 0
+
+# Orthogonalise EV 3 wrt EV 13
+set fmri(ortho3.13) 0
+
+# EV 4 title
+set fmri(evtitle4) "tar_falseFont"
+
+# Basic waveform shape (EV 4)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape4) 3
+
+# Convolution (EV 4)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve4) 3
+
+# Convolve phase (EV 4)
+set fmri(convolve_phase4) 0
+
+# Apply temporal filtering (EV 4)
+set fmri(tempfilt_yn4) 1
+
+# Add temporal derivative (EV 4)
+set fmri(deriv_yn4) 1
+
+# Custom EV file (EV 4)
+set fmri(custom4) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_target_falseFont_EV.txt"
+
+# Orthogonalise EV 4 wrt EV 0
+set fmri(ortho4.0) 0
+
+# Orthogonalise EV 4 wrt EV 1
+set fmri(ortho4.1) 0
+
+# Orthogonalise EV 4 wrt EV 2
+set fmri(ortho4.2) 0
+
+# Orthogonalise EV 4 wrt EV 3
+set fmri(ortho4.3) 0
+
+# Orthogonalise EV 4 wrt EV 4
+set fmri(ortho4.4) 0
+
+# Orthogonalise EV 4 wrt EV 5
+set fmri(ortho4.5) 0
+
+# Orthogonalise EV 4 wrt EV 6
+set fmri(ortho4.6) 0
+
+# Orthogonalise EV 4 wrt EV 7
+set fmri(ortho4.7) 0
+
+# Orthogonalise EV 4 wrt EV 8
+set fmri(ortho4.8) 0
+
+# Orthogonalise EV 4 wrt EV 9
+set fmri(ortho4.9) 0
+
+# Orthogonalise EV 4 wrt EV 10
+set fmri(ortho4.10) 0
+
+# Orthogonalise EV 4 wrt EV 11
+set fmri(ortho4.11) 0
+
+# Orthogonalise EV 4 wrt EV 12
+set fmri(ortho4.12) 0
+
+# Orthogonalise EV 4 wrt EV 13
+set fmri(ortho4.13) 0
+
+# EV 5 title
+set fmri(evtitle5) "rel_face"
+
+# Basic waveform shape (EV 5)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape5) 3
+
+# Convolution (EV 5)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve5) 3
+
+# Convolve phase (EV 5)
+set fmri(convolve_phase5) 0
+
+# Apply temporal filtering (EV 5)
+set fmri(tempfilt_yn5) 1
+
+# Add temporal derivative (EV 5)
+set fmri(deriv_yn5) 1
+
+# Custom EV file (EV 5)
+set fmri(custom5) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_relevant_face_EV.txt"
+
+# Orthogonalise EV 5 wrt EV 0
+set fmri(ortho5.0) 0
+
+# Orthogonalise EV 5 wrt EV 1
+set fmri(ortho5.1) 0
+
+# Orthogonalise EV 5 wrt EV 2
+set fmri(ortho5.2) 0
+
+# Orthogonalise EV 5 wrt EV 3
+set fmri(ortho5.3) 0
+
+# Orthogonalise EV 5 wrt EV 4
+set fmri(ortho5.4) 0
+
+# Orthogonalise EV 5 wrt EV 5
+set fmri(ortho5.5) 0
+
+# Orthogonalise EV 5 wrt EV 6
+set fmri(ortho5.6) 0
+
+# Orthogonalise EV 5 wrt EV 7
+set fmri(ortho5.7) 0
+
+# Orthogonalise EV 5 wrt EV 8
+set fmri(ortho5.8) 0
+
+# Orthogonalise EV 5 wrt EV 9
+set fmri(ortho5.9) 0
+
+# Orthogonalise EV 5 wrt EV 10
+set fmri(ortho5.10) 0
+
+# Orthogonalise EV 5 wrt EV 11
+set fmri(ortho5.11) 0
+
+# Orthogonalise EV 5 wrt EV 12
+set fmri(ortho5.12) 0
+
+# Orthogonalise EV 5 wrt EV 13
+set fmri(ortho5.13) 0
+
+# EV 6 title
+set fmri(evtitle6) "rel_object"
+
+# Basic waveform shape (EV 6)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape6) 3
+
+# Convolution (EV 6)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve6) 3
+
+# Convolve phase (EV 6)
+set fmri(convolve_phase6) 0
+
+# Apply temporal filtering (EV 6)
+set fmri(tempfilt_yn6) 1
+
+# Add temporal derivative (EV 6)
+set fmri(deriv_yn6) 1
+
+# Custom EV file (EV 6)
+set fmri(custom6) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_relevant_object_EV.txt"
+
+# Orthogonalise EV 6 wrt EV 0
+set fmri(ortho6.0) 0
+
+# Orthogonalise EV 6 wrt EV 1
+set fmri(ortho6.1) 0
+
+# Orthogonalise EV 6 wrt EV 2
+set fmri(ortho6.2) 0
+
+# Orthogonalise EV 6 wrt EV 3
+set fmri(ortho6.3) 0
+
+# Orthogonalise EV 6 wrt EV 4
+set fmri(ortho6.4) 0
+
+# Orthogonalise EV 6 wrt EV 5
+set fmri(ortho6.5) 0
+
+# Orthogonalise EV 6 wrt EV 6
+set fmri(ortho6.6) 0
+
+# Orthogonalise EV 6 wrt EV 7
+set fmri(ortho6.7) 0
+
+# Orthogonalise EV 6 wrt EV 8
+set fmri(ortho6.8) 0
+
+# Orthogonalise EV 6 wrt EV 9
+set fmri(ortho6.9) 0
+
+# Orthogonalise EV 6 wrt EV 10
+set fmri(ortho6.10) 0
+
+# Orthogonalise EV 6 wrt EV 11
+set fmri(ortho6.11) 0
+
+# Orthogonalise EV 6 wrt EV 12
+set fmri(ortho6.12) 0
+
+# Orthogonalise EV 6 wrt EV 13
+set fmri(ortho6.13) 0
+
+# EV 7 title
+set fmri(evtitle7) "rel_letter"
+
+# Basic waveform shape (EV 7)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape7) 3
+
+# Convolution (EV 7)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve7) 3
+
+# Convolve phase (EV 7)
+set fmri(convolve_phase7) 0
+
+# Apply temporal filtering (EV 7)
+set fmri(tempfilt_yn7) 1
+
+# Add temporal derivative (EV 7)
+set fmri(deriv_yn7) 1
+
+# Custom EV file (EV 7)
+set fmri(custom7) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_relevant_letter_EV.txt"
+
+# Orthogonalise EV 7 wrt EV 0
+set fmri(ortho7.0) 0
+
+# Orthogonalise EV 7 wrt EV 1
+set fmri(ortho7.1) 0
+
+# Orthogonalise EV 7 wrt EV 2
+set fmri(ortho7.2) 0
+
+# Orthogonalise EV 7 wrt EV 3
+set fmri(ortho7.3) 0
+
+# Orthogonalise EV 7 wrt EV 4
+set fmri(ortho7.4) 0
+
+# Orthogonalise EV 7 wrt EV 5
+set fmri(ortho7.5) 0
+
+# Orthogonalise EV 7 wrt EV 6
+set fmri(ortho7.6) 0
+
+# Orthogonalise EV 7 wrt EV 7
+set fmri(ortho7.7) 0
+
+# Orthogonalise EV 7 wrt EV 8
+set fmri(ortho7.8) 0
+
+# Orthogonalise EV 7 wrt EV 9
+set fmri(ortho7.9) 0
+
+# Orthogonalise EV 7 wrt EV 10
+set fmri(ortho7.10) 0
+
+# Orthogonalise EV 7 wrt EV 11
+set fmri(ortho7.11) 0
+
+# Orthogonalise EV 7 wrt EV 12
+set fmri(ortho7.12) 0
+
+# Orthogonalise EV 7 wrt EV 13
+set fmri(ortho7.13) 0
+
+# EV 8 title
+set fmri(evtitle8) "rel_falseFont"
+
+# Basic waveform shape (EV 8)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape8) 3
+
+# Convolution (EV 8)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve8) 3
+
+# Convolve phase (EV 8)
+set fmri(convolve_phase8) 0
+
+# Apply temporal filtering (EV 8)
+set fmri(tempfilt_yn8) 1
+
+# Add temporal derivative (EV 8)
+set fmri(deriv_yn8) 1
+
+# Custom EV file (EV 8)
+set fmri(custom8) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_relevant_falseFont_EV.txt"
+
+# Orthogonalise EV 8 wrt EV 0
+set fmri(ortho8.0) 0
+
+# Orthogonalise EV 8 wrt EV 1
+set fmri(ortho8.1) 0
+
+# Orthogonalise EV 8 wrt EV 2
+set fmri(ortho8.2) 0
+
+# Orthogonalise EV 8 wrt EV 3
+set fmri(ortho8.3) 0
+
+# Orthogonalise EV 8 wrt EV 4
+set fmri(ortho8.4) 0
+
+# Orthogonalise EV 8 wrt EV 5
+set fmri(ortho8.5) 0
+
+# Orthogonalise EV 8 wrt EV 6
+set fmri(ortho8.6) 0
+
+# Orthogonalise EV 8 wrt EV 7
+set fmri(ortho8.7) 0
+
+# Orthogonalise EV 8 wrt EV 8
+set fmri(ortho8.8) 0
+
+# Orthogonalise EV 8 wrt EV 9
+set fmri(ortho8.9) 0
+
+# Orthogonalise EV 8 wrt EV 10
+set fmri(ortho8.10) 0
+
+# Orthogonalise EV 8 wrt EV 11
+set fmri(ortho8.11) 0
+
+# Orthogonalise EV 8 wrt EV 12
+set fmri(ortho8.12) 0
+
+# Orthogonalise EV 8 wrt EV 13
+set fmri(ortho8.13) 0
+
+# EV 9 title
+set fmri(evtitle9) "irrel_face"
+
+# Basic waveform shape (EV 9)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape9) 3
+
+# Convolution (EV 9)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve9) 3
+
+# Convolve phase (EV 9)
+set fmri(convolve_phase9) 0
+
+# Apply temporal filtering (EV 9)
+set fmri(tempfilt_yn9) 1
+
+# Add temporal derivative (EV 9)
+set fmri(deriv_yn9) 1
+
+# Custom EV file (EV 9)
+set fmri(custom9) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_irrelevant_face_EV.txt"
+
+# Orthogonalise EV 9 wrt EV 0
+set fmri(ortho9.0) 0
+
+# Orthogonalise EV 9 wrt EV 1
+set fmri(ortho9.1) 0
+
+# Orthogonalise EV 9 wrt EV 2
+set fmri(ortho9.2) 0
+
+# Orthogonalise EV 9 wrt EV 3
+set fmri(ortho9.3) 0
+
+# Orthogonalise EV 9 wrt EV 4
+set fmri(ortho9.4) 0
+
+# Orthogonalise EV 9 wrt EV 5
+set fmri(ortho9.5) 0
+
+# Orthogonalise EV 9 wrt EV 6
+set fmri(ortho9.6) 0
+
+# Orthogonalise EV 9 wrt EV 7
+set fmri(ortho9.7) 0
+
+# Orthogonalise EV 9 wrt EV 8
+set fmri(ortho9.8) 0
+
+# Orthogonalise EV 9 wrt EV 9
+set fmri(ortho9.9) 0
+
+# Orthogonalise EV 9 wrt EV 10
+set fmri(ortho9.10) 0
+
+# Orthogonalise EV 9 wrt EV 11
+set fmri(ortho9.11) 0
+
+# Orthogonalise EV 9 wrt EV 12
+set fmri(ortho9.12) 0
+
+# Orthogonalise EV 9 wrt EV 13
+set fmri(ortho9.13) 0
+
+# EV 10 title
+set fmri(evtitle10) "irrel_object"
+
+# Basic waveform shape (EV 10)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape10) 3
+
+# Convolution (EV 10)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve10) 3
+
+# Convolve phase (EV 10)
+set fmri(convolve_phase10) 0
+
+# Apply temporal filtering (EV 10)
+set fmri(tempfilt_yn10) 1
+
+# Add temporal derivative (EV 10)
+set fmri(deriv_yn10) 1
+
+# Custom EV file (EV 10)
+set fmri(custom10) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_irrelevant_object_EV.txt"
+
+# Orthogonalise EV 10 wrt EV 0
+set fmri(ortho10.0) 0
+
+# Orthogonalise EV 10 wrt EV 1
+set fmri(ortho10.1) 0
+
+# Orthogonalise EV 10 wrt EV 2
+set fmri(ortho10.2) 0
+
+# Orthogonalise EV 10 wrt EV 3
+set fmri(ortho10.3) 0
+
+# Orthogonalise EV 10 wrt EV 4
+set fmri(ortho10.4) 0
+
+# Orthogonalise EV 10 wrt EV 5
+set fmri(ortho10.5) 0
+
+# Orthogonalise EV 10 wrt EV 6
+set fmri(ortho10.6) 0
+
+# Orthogonalise EV 10 wrt EV 7
+set fmri(ortho10.7) 0
+
+# Orthogonalise EV 10 wrt EV 8
+set fmri(ortho10.8) 0
+
+# Orthogonalise EV 10 wrt EV 9
+set fmri(ortho10.9) 0
+
+# Orthogonalise EV 10 wrt EV 10
+set fmri(ortho10.10) 0
+
+# Orthogonalise EV 10 wrt EV 11
+set fmri(ortho10.11) 0
+
+# Orthogonalise EV 10 wrt EV 12
+set fmri(ortho10.12) 0
+
+# Orthogonalise EV 10 wrt EV 13
+set fmri(ortho10.13) 0
+
+# EV 11 title
+set fmri(evtitle11) "irrel_letter"
+
+# Basic waveform shape (EV 11)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape11) 3
+
+# Convolution (EV 11)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve11) 3
+
+# Convolve phase (EV 11)
+set fmri(convolve_phase11) 0
+
+# Apply temporal filtering (EV 11)
+set fmri(tempfilt_yn11) 1
+
+# Add temporal derivative (EV 11)
+set fmri(deriv_yn11) 1
+
+# Custom EV file (EV 11)
+set fmri(custom11) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_irrelevant_letter_EV.txt"
+
+# Orthogonalise EV 11 wrt EV 0
+set fmri(ortho11.0) 0
+
+# Orthogonalise EV 11 wrt EV 1
+set fmri(ortho11.1) 0
+
+# Orthogonalise EV 11 wrt EV 2
+set fmri(ortho11.2) 0
+
+# Orthogonalise EV 11 wrt EV 3
+set fmri(ortho11.3) 0
+
+# Orthogonalise EV 11 wrt EV 4
+set fmri(ortho11.4) 0
+
+# Orthogonalise EV 11 wrt EV 5
+set fmri(ortho11.5) 0
+
+# Orthogonalise EV 11 wrt EV 6
+set fmri(ortho11.6) 0
+
+# Orthogonalise EV 11 wrt EV 7
+set fmri(ortho11.7) 0
+
+# Orthogonalise EV 11 wrt EV 8
+set fmri(ortho11.8) 0
+
+# Orthogonalise EV 11 wrt EV 9
+set fmri(ortho11.9) 0
+
+# Orthogonalise EV 11 wrt EV 10
+set fmri(ortho11.10) 0
+
+# Orthogonalise EV 11 wrt EV 11
+set fmri(ortho11.11) 0
+
+# Orthogonalise EV 11 wrt EV 12
+set fmri(ortho11.12) 0
+
+# Orthogonalise EV 11 wrt EV 13
+set fmri(ortho11.13) 0
+
+# EV 12 title
+set fmri(evtitle12) "irrel_falseFont"
+
+# Basic waveform shape (EV 12)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape12) 3
+
+# Convolution (EV 12)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve12) 3
+
+# Convolve phase (EV 12)
+set fmri(convolve_phase12) 0
+
+# Apply temporal filtering (EV 12)
+set fmri(tempfilt_yn12) 1
+
+# Add temporal derivative (EV 12)
+set fmri(deriv_yn12) 1
+
+# Custom EV file (EV 12)
+set fmri(custom12) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_irrelevant_falseFont_EV.txt"
+
+# Orthogonalise EV 12 wrt EV 0
+set fmri(ortho12.0) 0
+
+# Orthogonalise EV 12 wrt EV 1
+set fmri(ortho12.1) 0
+
+# Orthogonalise EV 12 wrt EV 2
+set fmri(ortho12.2) 0
+
+# Orthogonalise EV 12 wrt EV 3
+set fmri(ortho12.3) 0
+
+# Orthogonalise EV 12 wrt EV 4
+set fmri(ortho12.4) 0
+
+# Orthogonalise EV 12 wrt EV 5
+set fmri(ortho12.5) 0
+
+# Orthogonalise EV 12 wrt EV 6
+set fmri(ortho12.6) 0
+
+# Orthogonalise EV 12 wrt EV 7
+set fmri(ortho12.7) 0
+
+# Orthogonalise EV 12 wrt EV 8
+set fmri(ortho12.8) 0
+
+# Orthogonalise EV 12 wrt EV 9
+set fmri(ortho12.9) 0
+
+# Orthogonalise EV 12 wrt EV 10
+set fmri(ortho12.10) 0
+
+# Orthogonalise EV 12 wrt EV 11
+set fmri(ortho12.11) 0
+
+# Orthogonalise EV 12 wrt EV 12
+set fmri(ortho12.12) 0
+
+# Orthogonalise EV 12 wrt EV 13
+set fmri(ortho12.13) 0
+
+# EV 13 title
+set fmri(evtitle13) "target_screen"
+
+# Basic waveform shape (EV 13)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape13) 3
+
+# Convolution (EV 13)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve13) 3
+
+# Convolve phase (EV 13)
+set fmri(convolve_phase13) 0
+
+# Apply temporal filtering (EV 13)
+set fmri(tempfilt_yn13) 1
+
+# Add temporal derivative (EV 13)
+set fmri(deriv_yn13) 1
+
+# Custom EV file (EV 13)
+set fmri(custom13) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_targetScreen_EV.txt"
+
+# Orthogonalise EV 13 wrt EV 0
+set fmri(ortho13.0) 0
+
+# Orthogonalise EV 13 wrt EV 1
+set fmri(ortho13.1) 0
+
+# Orthogonalise EV 13 wrt EV 2
+set fmri(ortho13.2) 0
+
+# Orthogonalise EV 13 wrt EV 3
+set fmri(ortho13.3) 0
+
+# Orthogonalise EV 13 wrt EV 4
+set fmri(ortho13.4) 0
+
+# Orthogonalise EV 13 wrt EV 5
+set fmri(ortho13.5) 0
+
+# Orthogonalise EV 13 wrt EV 6
+set fmri(ortho13.6) 0
+
+# Orthogonalise EV 13 wrt EV 7
+set fmri(ortho13.7) 0
+
+# Orthogonalise EV 13 wrt EV 8
+set fmri(ortho13.8) 0
+
+# Orthogonalise EV 13 wrt EV 9
+set fmri(ortho13.9) 0
+
+# Orthogonalise EV 13 wrt EV 10
+set fmri(ortho13.10) 0
+
+# Orthogonalise EV 13 wrt EV 11
+set fmri(ortho13.11) 0
+
+# Orthogonalise EV 13 wrt EV 12
+set fmri(ortho13.12) 0
+
+# Orthogonalise EV 13 wrt EV 13
+set fmri(ortho13.13) 0
+
+# Contrast & F-tests mode
+# real : control real EVs
+# orig : control original EVs
+set fmri(con_mode_old) orig
+set fmri(con_mode) orig
+
+# Display images for contrast_real 1
+set fmri(conpic_real.1) 1
+
+# Title for contrast_real 1
+set fmri(conname_real.1) "TarFace"
+
+# Real contrast_real vector 1 element 1
+set fmri(con_real1.1) 1.0
+
+# Real contrast_real vector 1 element 2
+set fmri(con_real1.2) 0
+
+# Real contrast_real vector 1 element 3
+set fmri(con_real1.3) 0
+
+# Real contrast_real vector 1 element 4
+set fmri(con_real1.4) 0
+
+# Real contrast_real vector 1 element 5
+set fmri(con_real1.5) 0
+
+# Real contrast_real vector 1 element 6
+set fmri(con_real1.6) 0
+
+# Real contrast_real vector 1 element 7
+set fmri(con_real1.7) 0
+
+# Real contrast_real vector 1 element 8
+set fmri(con_real1.8) 0
+
+# Real contrast_real vector 1 element 9
+set fmri(con_real1.9) 0
+
+# Real contrast_real vector 1 element 10
+set fmri(con_real1.10) 0
+
+# Real contrast_real vector 1 element 11
+set fmri(con_real1.11) 0
+
+# Real contrast_real vector 1 element 12
+set fmri(con_real1.12) 0
+
+# Real contrast_real vector 1 element 13
+set fmri(con_real1.13) 0
+
+# Real contrast_real vector 1 element 14
+set fmri(con_real1.14) 0
+
+# Real contrast_real vector 1 element 15
+set fmri(con_real1.15) 0
+
+# Real contrast_real vector 1 element 16
+set fmri(con_real1.16) 0
+
+# Real contrast_real vector 1 element 17
+set fmri(con_real1.17) 0
+
+# Real contrast_real vector 1 element 18
+set fmri(con_real1.18) 0
+
+# Real contrast_real vector 1 element 19
+set fmri(con_real1.19) 0
+
+# Real contrast_real vector 1 element 20
+set fmri(con_real1.20) 0
+
+# Real contrast_real vector 1 element 21
+set fmri(con_real1.21) 0
+
+# Real contrast_real vector 1 element 22
+set fmri(con_real1.22) 0
+
+# Real contrast_real vector 1 element 23
+set fmri(con_real1.23) 0
+
+# Real contrast_real vector 1 element 24
+set fmri(con_real1.24) 0
+
+# Real contrast_real vector 1 element 25
+set fmri(con_real1.25) 0
+
+# Real contrast_real vector 1 element 26
+set fmri(con_real1.26) 0
+
+# Display images for contrast_real 2
+set fmri(conpic_real.2) 1
+
+# Title for contrast_real 2
+set fmri(conname_real.2) "TarObject"
+
+# Real contrast_real vector 2 element 1
+set fmri(con_real2.1) 0
+
+# Real contrast_real vector 2 element 2
+set fmri(con_real2.2) 0
+
+# Real contrast_real vector 2 element 3
+set fmri(con_real2.3) 1.0
+
+# Real contrast_real vector 2 element 4
+set fmri(con_real2.4) 0
+
+# Real contrast_real vector 2 element 5
+set fmri(con_real2.5) 0
+
+# Real contrast_real vector 2 element 6
+set fmri(con_real2.6) 0
+
+# Real contrast_real vector 2 element 7
+set fmri(con_real2.7) 0
+
+# Real contrast_real vector 2 element 8
+set fmri(con_real2.8) 0
+
+# Real contrast_real vector 2 element 9
+set fmri(con_real2.9) 0
+
+# Real contrast_real vector 2 element 10
+set fmri(con_real2.10) 0
+
+# Real contrast_real vector 2 element 11
+set fmri(con_real2.11) 0
+
+# Real contrast_real vector 2 element 12
+set fmri(con_real2.12) 0
+
+# Real contrast_real vector 2 element 13
+set fmri(con_real2.13) 0
+
+# Real contrast_real vector 2 element 14
+set fmri(con_real2.14) 0
+
+# Real contrast_real vector 2 element 15
+set fmri(con_real2.15) 0
+
+# Real contrast_real vector 2 element 16
+set fmri(con_real2.16) 0
+
+# Real contrast_real vector 2 element 17
+set fmri(con_real2.17) 0
+
+# Real contrast_real vector 2 element 18
+set fmri(con_real2.18) 0
+
+# Real contrast_real vector 2 element 19
+set fmri(con_real2.19) 0
+
+# Real contrast_real vector 2 element 20
+set fmri(con_real2.20) 0
+
+# Real contrast_real vector 2 element 21
+set fmri(con_real2.21) 0
+
+# Real contrast_real vector 2 element 22
+set fmri(con_real2.22) 0
+
+# Real contrast_real vector 2 element 23
+set fmri(con_real2.23) 0
+
+# Real contrast_real vector 2 element 24
+set fmri(con_real2.24) 0
+
+# Real contrast_real vector 2 element 25
+set fmri(con_real2.25) 0
+
+# Real contrast_real vector 2 element 26
+set fmri(con_real2.26) 0
+
+# Display images for contrast_real 3
+set fmri(conpic_real.3) 1
+
+# Title for contrast_real 3
+set fmri(conname_real.3) "TarLetter"
+
+# Real contrast_real vector 3 element 1
+set fmri(con_real3.1) 0
+
+# Real contrast_real vector 3 element 2
+set fmri(con_real3.2) 0
+
+# Real contrast_real vector 3 element 3
+set fmri(con_real3.3) 0
+
+# Real contrast_real vector 3 element 4
+set fmri(con_real3.4) 0
+
+# Real contrast_real vector 3 element 5
+set fmri(con_real3.5) 1.0
+
+# Real contrast_real vector 3 element 6
+set fmri(con_real3.6) 0
+
+# Real contrast_real vector 3 element 7
+set fmri(con_real3.7) 0
+
+# Real contrast_real vector 3 element 8
+set fmri(con_real3.8) 0
+
+# Real contrast_real vector 3 element 9
+set fmri(con_real3.9) 0
+
+# Real contrast_real vector 3 element 10
+set fmri(con_real3.10) 0
+
+# Real contrast_real vector 3 element 11
+set fmri(con_real3.11) 0
+
+# Real contrast_real vector 3 element 12
+set fmri(con_real3.12) 0
+
+# Real contrast_real vector 3 element 13
+set fmri(con_real3.13) 0
+
+# Real contrast_real vector 3 element 14
+set fmri(con_real3.14) 0
+
+# Real contrast_real vector 3 element 15
+set fmri(con_real3.15) 0
+
+# Real contrast_real vector 3 element 16
+set fmri(con_real3.16) 0
+
+# Real contrast_real vector 3 element 17
+set fmri(con_real3.17) 0
+
+# Real contrast_real vector 3 element 18
+set fmri(con_real3.18) 0
+
+# Real contrast_real vector 3 element 19
+set fmri(con_real3.19) 0
+
+# Real contrast_real vector 3 element 20
+set fmri(con_real3.20) 0
+
+# Real contrast_real vector 3 element 21
+set fmri(con_real3.21) 0
+
+# Real contrast_real vector 3 element 22
+set fmri(con_real3.22) 0
+
+# Real contrast_real vector 3 element 23
+set fmri(con_real3.23) 0
+
+# Real contrast_real vector 3 element 24
+set fmri(con_real3.24) 0
+
+# Real contrast_real vector 3 element 25
+set fmri(con_real3.25) 0
+
+# Real contrast_real vector 3 element 26
+set fmri(con_real3.26) 0
+
+# Display images for contrast_real 4
+set fmri(conpic_real.4) 1
+
+# Title for contrast_real 4
+set fmri(conname_real.4) "TarFalseFont"
+
+# Real contrast_real vector 4 element 1
+set fmri(con_real4.1) 0
+
+# Real contrast_real vector 4 element 2
+set fmri(con_real4.2) 0
+
+# Real contrast_real vector 4 element 3
+set fmri(con_real4.3) 0
+
+# Real contrast_real vector 4 element 4
+set fmri(con_real4.4) 0
+
+# Real contrast_real vector 4 element 5
+set fmri(con_real4.5) 0
+
+# Real contrast_real vector 4 element 6
+set fmri(con_real4.6) 0
+
+# Real contrast_real vector 4 element 7
+set fmri(con_real4.7) 1.0
+
+# Real contrast_real vector 4 element 8
+set fmri(con_real4.8) 0
+
+# Real contrast_real vector 4 element 9
+set fmri(con_real4.9) 0
+
+# Real contrast_real vector 4 element 10
+set fmri(con_real4.10) 0
+
+# Real contrast_real vector 4 element 11
+set fmri(con_real4.11) 0
+
+# Real contrast_real vector 4 element 12
+set fmri(con_real4.12) 0
+
+# Real contrast_real vector 4 element 13
+set fmri(con_real4.13) 0
+
+# Real contrast_real vector 4 element 14
+set fmri(con_real4.14) 0
+
+# Real contrast_real vector 4 element 15
+set fmri(con_real4.15) 0
+
+# Real contrast_real vector 4 element 16
+set fmri(con_real4.16) 0
+
+# Real contrast_real vector 4 element 17
+set fmri(con_real4.17) 0
+
+# Real contrast_real vector 4 element 18
+set fmri(con_real4.18) 0
+
+# Real contrast_real vector 4 element 19
+set fmri(con_real4.19) 0
+
+# Real contrast_real vector 4 element 20
+set fmri(con_real4.20) 0
+
+# Real contrast_real vector 4 element 21
+set fmri(con_real4.21) 0
+
+# Real contrast_real vector 4 element 22
+set fmri(con_real4.22) 0
+
+# Real contrast_real vector 4 element 23
+set fmri(con_real4.23) 0
+
+# Real contrast_real vector 4 element 24
+set fmri(con_real4.24) 0
+
+# Real contrast_real vector 4 element 25
+set fmri(con_real4.25) 0
+
+# Real contrast_real vector 4 element 26
+set fmri(con_real4.26) 0
+
+# Display images for contrast_real 5
+set fmri(conpic_real.5) 1
+
+# Title for contrast_real 5
+set fmri(conname_real.5) "RelFace"
+
+# Real contrast_real vector 5 element 1
+set fmri(con_real5.1) 0
+
+# Real contrast_real vector 5 element 2
+set fmri(con_real5.2) 0
+
+# Real contrast_real vector 5 element 3
+set fmri(con_real5.3) 0
+
+# Real contrast_real vector 5 element 4
+set fmri(con_real5.4) 0
+
+# Real contrast_real vector 5 element 5
+set fmri(con_real5.5) 0
+
+# Real contrast_real vector 5 element 6
+set fmri(con_real5.6) 0
+
+# Real contrast_real vector 5 element 7
+set fmri(con_real5.7) 0
+
+# Real contrast_real vector 5 element 8
+set fmri(con_real5.8) 0
+
+# Real contrast_real vector 5 element 9
+set fmri(con_real5.9) 1.0
+
+# Real contrast_real vector 5 element 10
+set fmri(con_real5.10) 0
+
+# Real contrast_real vector 5 element 11
+set fmri(con_real5.11) 0
+
+# Real contrast_real vector 5 element 12
+set fmri(con_real5.12) 0
+
+# Real contrast_real vector 5 element 13
+set fmri(con_real5.13) 0
+
+# Real contrast_real vector 5 element 14
+set fmri(con_real5.14) 0
+
+# Real contrast_real vector 5 element 15
+set fmri(con_real5.15) 0
+
+# Real contrast_real vector 5 element 16
+set fmri(con_real5.16) 0
+
+# Real contrast_real vector 5 element 17
+set fmri(con_real5.17) 0
+
+# Real contrast_real vector 5 element 18
+set fmri(con_real5.18) 0
+
+# Real contrast_real vector 5 element 19
+set fmri(con_real5.19) 0
+
+# Real contrast_real vector 5 element 20
+set fmri(con_real5.20) 0
+
+# Real contrast_real vector 5 element 21
+set fmri(con_real5.21) 0
+
+# Real contrast_real vector 5 element 22
+set fmri(con_real5.22) 0
+
+# Real contrast_real vector 5 element 23
+set fmri(con_real5.23) 0
+
+# Real contrast_real vector 5 element 24
+set fmri(con_real5.24) 0
+
+# Real contrast_real vector 5 element 25
+set fmri(con_real5.25) 0
+
+# Real contrast_real vector 5 element 26
+set fmri(con_real5.26) 0
+
+# Display images for contrast_real 6
+set fmri(conpic_real.6) 1
+
+# Title for contrast_real 6
+set fmri(conname_real.6) "RelObject"
+
+# Real contrast_real vector 6 element 1
+set fmri(con_real6.1) 0
+
+# Real contrast_real vector 6 element 2
+set fmri(con_real6.2) 0
+
+# Real contrast_real vector 6 element 3
+set fmri(con_real6.3) 0
+
+# Real contrast_real vector 6 element 4
+set fmri(con_real6.4) 0
+
+# Real contrast_real vector 6 element 5
+set fmri(con_real6.5) 0
+
+# Real contrast_real vector 6 element 6
+set fmri(con_real6.6) 0
+
+# Real contrast_real vector 6 element 7
+set fmri(con_real6.7) 0
+
+# Real contrast_real vector 6 element 8
+set fmri(con_real6.8) 0
+
+# Real contrast_real vector 6 element 9
+set fmri(con_real6.9) 0
+
+# Real contrast_real vector 6 element 10
+set fmri(con_real6.10) 0
+
+# Real contrast_real vector 6 element 11
+set fmri(con_real6.11) 1.0
+
+# Real contrast_real vector 6 element 12
+set fmri(con_real6.12) 0
+
+# Real contrast_real vector 6 element 13
+set fmri(con_real6.13) 0
+
+# Real contrast_real vector 6 element 14
+set fmri(con_real6.14) 0
+
+# Real contrast_real vector 6 element 15
+set fmri(con_real6.15) 0
+
+# Real contrast_real vector 6 element 16
+set fmri(con_real6.16) 0
+
+# Real contrast_real vector 6 element 17
+set fmri(con_real6.17) 0
+
+# Real contrast_real vector 6 element 18
+set fmri(con_real6.18) 0
+
+# Real contrast_real vector 6 element 19
+set fmri(con_real6.19) 0
+
+# Real contrast_real vector 6 element 20
+set fmri(con_real6.20) 0
+
+# Real contrast_real vector 6 element 21
+set fmri(con_real6.21) 0
+
+# Real contrast_real vector 6 element 22
+set fmri(con_real6.22) 0
+
+# Real contrast_real vector 6 element 23
+set fmri(con_real6.23) 0
+
+# Real contrast_real vector 6 element 24
+set fmri(con_real6.24) 0
+
+# Real contrast_real vector 6 element 25
+set fmri(con_real6.25) 0
+
+# Real contrast_real vector 6 element 26
+set fmri(con_real6.26) 0
+
+# Display images for contrast_real 7
+set fmri(conpic_real.7) 1
+
+# Title for contrast_real 7
+set fmri(conname_real.7) "RelLetter"
+
+# Real contrast_real vector 7 element 1
+set fmri(con_real7.1) 0
+
+# Real contrast_real vector 7 element 2
+set fmri(con_real7.2) 0
+
+# Real contrast_real vector 7 element 3
+set fmri(con_real7.3) 0
+
+# Real contrast_real vector 7 element 4
+set fmri(con_real7.4) 0
+
+# Real contrast_real vector 7 element 5
+set fmri(con_real7.5) 0
+
+# Real contrast_real vector 7 element 6
+set fmri(con_real7.6) 0
+
+# Real contrast_real vector 7 element 7
+set fmri(con_real7.7) 0
+
+# Real contrast_real vector 7 element 8
+set fmri(con_real7.8) 0
+
+# Real contrast_real vector 7 element 9
+set fmri(con_real7.9) 0
+
+# Real contrast_real vector 7 element 10
+set fmri(con_real7.10) 0
+
+# Real contrast_real vector 7 element 11
+set fmri(con_real7.11) 0
+
+# Real contrast_real vector 7 element 12
+set fmri(con_real7.12) 0
+
+# Real contrast_real vector 7 element 13
+set fmri(con_real7.13) 1.0
+
+# Real contrast_real vector 7 element 14
+set fmri(con_real7.14) 0
+
+# Real contrast_real vector 7 element 15
+set fmri(con_real7.15) 0
+
+# Real contrast_real vector 7 element 16
+set fmri(con_real7.16) 0
+
+# Real contrast_real vector 7 element 17
+set fmri(con_real7.17) 0
+
+# Real contrast_real vector 7 element 18
+set fmri(con_real7.18) 0
+
+# Real contrast_real vector 7 element 19
+set fmri(con_real7.19) 0
+
+# Real contrast_real vector 7 element 20
+set fmri(con_real7.20) 0
+
+# Real contrast_real vector 7 element 21
+set fmri(con_real7.21) 0
+
+# Real contrast_real vector 7 element 22
+set fmri(con_real7.22) 0
+
+# Real contrast_real vector 7 element 23
+set fmri(con_real7.23) 0
+
+# Real contrast_real vector 7 element 24
+set fmri(con_real7.24) 0
+
+# Real contrast_real vector 7 element 25
+set fmri(con_real7.25) 0
+
+# Real contrast_real vector 7 element 26
+set fmri(con_real7.26) 0
+
+# Display images for contrast_real 8
+set fmri(conpic_real.8) 1
+
+# Title for contrast_real 8
+set fmri(conname_real.8) "RelFalseFont"
+
+# Real contrast_real vector 8 element 1
+set fmri(con_real8.1) 0
+
+# Real contrast_real vector 8 element 2
+set fmri(con_real8.2) 0
+
+# Real contrast_real vector 8 element 3
+set fmri(con_real8.3) 0
+
+# Real contrast_real vector 8 element 4
+set fmri(con_real8.4) 0
+
+# Real contrast_real vector 8 element 5
+set fmri(con_real8.5) 0
+
+# Real contrast_real vector 8 element 6
+set fmri(con_real8.6) 0
+
+# Real contrast_real vector 8 element 7
+set fmri(con_real8.7) 0
+
+# Real contrast_real vector 8 element 8
+set fmri(con_real8.8) 0
+
+# Real contrast_real vector 8 element 9
+set fmri(con_real8.9) 0
+
+# Real contrast_real vector 8 element 10
+set fmri(con_real8.10) 0
+
+# Real contrast_real vector 8 element 11
+set fmri(con_real8.11) 0
+
+# Real contrast_real vector 8 element 12
+set fmri(con_real8.12) 0
+
+# Real contrast_real vector 8 element 13
+set fmri(con_real8.13) 0
+
+# Real contrast_real vector 8 element 14
+set fmri(con_real8.14) 0
+
+# Real contrast_real vector 8 element 15
+set fmri(con_real8.15) 1.0
+
+# Real contrast_real vector 8 element 16
+set fmri(con_real8.16) 0
+
+# Real contrast_real vector 8 element 17
+set fmri(con_real8.17) 0
+
+# Real contrast_real vector 8 element 18
+set fmri(con_real8.18) 0
+
+# Real contrast_real vector 8 element 19
+set fmri(con_real8.19) 0
+
+# Real contrast_real vector 8 element 20
+set fmri(con_real8.20) 0
+
+# Real contrast_real vector 8 element 21
+set fmri(con_real8.21) 0
+
+# Real contrast_real vector 8 element 22
+set fmri(con_real8.22) 0
+
+# Real contrast_real vector 8 element 23
+set fmri(con_real8.23) 0
+
+# Real contrast_real vector 8 element 24
+set fmri(con_real8.24) 0
+
+# Real contrast_real vector 8 element 25
+set fmri(con_real8.25) 0
+
+# Real contrast_real vector 8 element 26
+set fmri(con_real8.26) 0
+
+# Display images for contrast_real 9
+set fmri(conpic_real.9) 1
+
+# Title for contrast_real 9
+set fmri(conname_real.9) "IrrelFace"
+
+# Real contrast_real vector 9 element 1
+set fmri(con_real9.1) 0
+
+# Real contrast_real vector 9 element 2
+set fmri(con_real9.2) 0
+
+# Real contrast_real vector 9 element 3
+set fmri(con_real9.3) 0
+
+# Real contrast_real vector 9 element 4
+set fmri(con_real9.4) 0
+
+# Real contrast_real vector 9 element 5
+set fmri(con_real9.5) 0
+
+# Real contrast_real vector 9 element 6
+set fmri(con_real9.6) 0
+
+# Real contrast_real vector 9 element 7
+set fmri(con_real9.7) 0
+
+# Real contrast_real vector 9 element 8
+set fmri(con_real9.8) 0
+
+# Real contrast_real vector 9 element 9
+set fmri(con_real9.9) 0
+
+# Real contrast_real vector 9 element 10
+set fmri(con_real9.10) 0
+
+# Real contrast_real vector 9 element 11
+set fmri(con_real9.11) 0
+
+# Real contrast_real vector 9 element 12
+set fmri(con_real9.12) 0
+
+# Real contrast_real vector 9 element 13
+set fmri(con_real9.13) 0
+
+# Real contrast_real vector 9 element 14
+set fmri(con_real9.14) 0
+
+# Real contrast_real vector 9 element 15
+set fmri(con_real9.15) 0
+
+# Real contrast_real vector 9 element 16
+set fmri(con_real9.16) 0
+
+# Real contrast_real vector 9 element 17
+set fmri(con_real9.17) 1.0
+
+# Real contrast_real vector 9 element 18
+set fmri(con_real9.18) 0
+
+# Real contrast_real vector 9 element 19
+set fmri(con_real9.19) 0
+
+# Real contrast_real vector 9 element 20
+set fmri(con_real9.20) 0
+
+# Real contrast_real vector 9 element 21
+set fmri(con_real9.21) 0
+
+# Real contrast_real vector 9 element 22
+set fmri(con_real9.22) 0
+
+# Real contrast_real vector 9 element 23
+set fmri(con_real9.23) 0
+
+# Real contrast_real vector 9 element 24
+set fmri(con_real9.24) 0
+
+# Real contrast_real vector 9 element 25
+set fmri(con_real9.25) 0
+
+# Real contrast_real vector 9 element 26
+set fmri(con_real9.26) 0
+
+# Display images for contrast_real 10
+set fmri(conpic_real.10) 1
+
+# Title for contrast_real 10
+set fmri(conname_real.10) "IrrelObject"
+
+# Real contrast_real vector 10 element 1
+set fmri(con_real10.1) 0
+
+# Real contrast_real vector 10 element 2
+set fmri(con_real10.2) 0
+
+# Real contrast_real vector 10 element 3
+set fmri(con_real10.3) 0
+
+# Real contrast_real vector 10 element 4
+set fmri(con_real10.4) 0
+
+# Real contrast_real vector 10 element 5
+set fmri(con_real10.5) 0
+
+# Real contrast_real vector 10 element 6
+set fmri(con_real10.6) 0
+
+# Real contrast_real vector 10 element 7
+set fmri(con_real10.7) 0
+
+# Real contrast_real vector 10 element 8
+set fmri(con_real10.8) 0
+
+# Real contrast_real vector 10 element 9
+set fmri(con_real10.9) 0
+
+# Real contrast_real vector 10 element 10
+set fmri(con_real10.10) 0
+
+# Real contrast_real vector 10 element 11
+set fmri(con_real10.11) 0
+
+# Real contrast_real vector 10 element 12
+set fmri(con_real10.12) 0
+
+# Real contrast_real vector 10 element 13
+set fmri(con_real10.13) 0
+
+# Real contrast_real vector 10 element 14
+set fmri(con_real10.14) 0
+
+# Real contrast_real vector 10 element 15
+set fmri(con_real10.15) 0
+
+# Real contrast_real vector 10 element 16
+set fmri(con_real10.16) 0
+
+# Real contrast_real vector 10 element 17
+set fmri(con_real10.17) 0
+
+# Real contrast_real vector 10 element 18
+set fmri(con_real10.18) 0
+
+# Real contrast_real vector 10 element 19
+set fmri(con_real10.19) 1.0
+
+# Real contrast_real vector 10 element 20
+set fmri(con_real10.20) 0
+
+# Real contrast_real vector 10 element 21
+set fmri(con_real10.21) 0
+
+# Real contrast_real vector 10 element 22
+set fmri(con_real10.22) 0
+
+# Real contrast_real vector 10 element 23
+set fmri(con_real10.23) 0
+
+# Real contrast_real vector 10 element 24
+set fmri(con_real10.24) 0
+
+# Real contrast_real vector 10 element 25
+set fmri(con_real10.25) 0
+
+# Real contrast_real vector 10 element 26
+set fmri(con_real10.26) 0
+
+# Display images for contrast_real 11
+set fmri(conpic_real.11) 1
+
+# Title for contrast_real 11
+set fmri(conname_real.11) "IrrelLetter"
+
+# Real contrast_real vector 11 element 1
+set fmri(con_real11.1) 0
+
+# Real contrast_real vector 11 element 2
+set fmri(con_real11.2) 0
+
+# Real contrast_real vector 11 element 3
+set fmri(con_real11.3) 0
+
+# Real contrast_real vector 11 element 4
+set fmri(con_real11.4) 0
+
+# Real contrast_real vector 11 element 5
+set fmri(con_real11.5) 0
+
+# Real contrast_real vector 11 element 6
+set fmri(con_real11.6) 0
+
+# Real contrast_real vector 11 element 7
+set fmri(con_real11.7) 0
+
+# Real contrast_real vector 11 element 8
+set fmri(con_real11.8) 0
+
+# Real contrast_real vector 11 element 9
+set fmri(con_real11.9) 0
+
+# Real contrast_real vector 11 element 10
+set fmri(con_real11.10) 0
+
+# Real contrast_real vector 11 element 11
+set fmri(con_real11.11) 0
+
+# Real contrast_real vector 11 element 12
+set fmri(con_real11.12) 0
+
+# Real contrast_real vector 11 element 13
+set fmri(con_real11.13) 0
+
+# Real contrast_real vector 11 element 14
+set fmri(con_real11.14) 0
+
+# Real contrast_real vector 11 element 15
+set fmri(con_real11.15) 0
+
+# Real contrast_real vector 11 element 16
+set fmri(con_real11.16) 0
+
+# Real contrast_real vector 11 element 17
+set fmri(con_real11.17) 0
+
+# Real contrast_real vector 11 element 18
+set fmri(con_real11.18) 0
+
+# Real contrast_real vector 11 element 19
+set fmri(con_real11.19) 0
+
+# Real contrast_real vector 11 element 20
+set fmri(con_real11.20) 0
+
+# Real contrast_real vector 11 element 21
+set fmri(con_real11.21) 1.0
+
+# Real contrast_real vector 11 element 22
+set fmri(con_real11.22) 0
+
+# Real contrast_real vector 11 element 23
+set fmri(con_real11.23) 0
+
+# Real contrast_real vector 11 element 24
+set fmri(con_real11.24) 0
+
+# Real contrast_real vector 11 element 25
+set fmri(con_real11.25) 0
+
+# Real contrast_real vector 11 element 26
+set fmri(con_real11.26) 0
+
+# Display images for contrast_real 12
+set fmri(conpic_real.12) 1
+
+# Title for contrast_real 12
+set fmri(conname_real.12) "IrrelFalseFont"
+
+# Real contrast_real vector 12 element 1
+set fmri(con_real12.1) 0
+
+# Real contrast_real vector 12 element 2
+set fmri(con_real12.2) 0
+
+# Real contrast_real vector 12 element 3
+set fmri(con_real12.3) 0
+
+# Real contrast_real vector 12 element 4
+set fmri(con_real12.4) 0
+
+# Real contrast_real vector 12 element 5
+set fmri(con_real12.5) 0
+
+# Real contrast_real vector 12 element 6
+set fmri(con_real12.6) 0
+
+# Real contrast_real vector 12 element 7
+set fmri(con_real12.7) 0
+
+# Real contrast_real vector 12 element 8
+set fmri(con_real12.8) 0
+
+# Real contrast_real vector 12 element 9
+set fmri(con_real12.9) 0
+
+# Real contrast_real vector 12 element 10
+set fmri(con_real12.10) 0
+
+# Real contrast_real vector 12 element 11
+set fmri(con_real12.11) 0
+
+# Real contrast_real vector 12 element 12
+set fmri(con_real12.12) 0
+
+# Real contrast_real vector 12 element 13
+set fmri(con_real12.13) 0
+
+# Real contrast_real vector 12 element 14
+set fmri(con_real12.14) 0
+
+# Real contrast_real vector 12 element 15
+set fmri(con_real12.15) 0
+
+# Real contrast_real vector 12 element 16
+set fmri(con_real12.16) 0
+
+# Real contrast_real vector 12 element 17
+set fmri(con_real12.17) 0
+
+# Real contrast_real vector 12 element 18
+set fmri(con_real12.18) 0
+
+# Real contrast_real vector 12 element 19
+set fmri(con_real12.19) 0
+
+# Real contrast_real vector 12 element 20
+set fmri(con_real12.20) 0
+
+# Real contrast_real vector 12 element 21
+set fmri(con_real12.21) 0
+
+# Real contrast_real vector 12 element 22
+set fmri(con_real12.22) 0
+
+# Real contrast_real vector 12 element 23
+set fmri(con_real12.23) 1.0
+
+# Real contrast_real vector 12 element 24
+set fmri(con_real12.24) 0
+
+# Real contrast_real vector 12 element 25
+set fmri(con_real12.25) 0
+
+# Real contrast_real vector 12 element 26
+set fmri(con_real12.26) 0
+
+# Display images for contrast_real 13
+set fmri(conpic_real.13) 1
+
+# Title for contrast_real 13
+set fmri(conname_real.13) "TarAll"
+
+# Real contrast_real vector 13 element 1
+set fmri(con_real13.1) 1.0
+
+# Real contrast_real vector 13 element 2
+set fmri(con_real13.2) 0
+
+# Real contrast_real vector 13 element 3
+set fmri(con_real13.3) 1.0
+
+# Real contrast_real vector 13 element 4
+set fmri(con_real13.4) 0
+
+# Real contrast_real vector 13 element 5
+set fmri(con_real13.5) 1.0
+
+# Real contrast_real vector 13 element 6
+set fmri(con_real13.6) 0
+
+# Real contrast_real vector 13 element 7
+set fmri(con_real13.7) 1.0
+
+# Real contrast_real vector 13 element 8
+set fmri(con_real13.8) 0
+
+# Real contrast_real vector 13 element 9
+set fmri(con_real13.9) 0
+
+# Real contrast_real vector 13 element 10
+set fmri(con_real13.10) 0
+
+# Real contrast_real vector 13 element 11
+set fmri(con_real13.11) 0
+
+# Real contrast_real vector 13 element 12
+set fmri(con_real13.12) 0
+
+# Real contrast_real vector 13 element 13
+set fmri(con_real13.13) 0
+
+# Real contrast_real vector 13 element 14
+set fmri(con_real13.14) 0
+
+# Real contrast_real vector 13 element 15
+set fmri(con_real13.15) 0
+
+# Real contrast_real vector 13 element 16
+set fmri(con_real13.16) 0
+
+# Real contrast_real vector 13 element 17
+set fmri(con_real13.17) 0
+
+# Real contrast_real vector 13 element 18
+set fmri(con_real13.18) 0
+
+# Real contrast_real vector 13 element 19
+set fmri(con_real13.19) 0
+
+# Real contrast_real vector 13 element 20
+set fmri(con_real13.20) 0
+
+# Real contrast_real vector 13 element 21
+set fmri(con_real13.21) 0
+
+# Real contrast_real vector 13 element 22
+set fmri(con_real13.22) 0
+
+# Real contrast_real vector 13 element 23
+set fmri(con_real13.23) 0
+
+# Real contrast_real vector 13 element 24
+set fmri(con_real13.24) 0
+
+# Real contrast_real vector 13 element 25
+set fmri(con_real13.25) 0
+
+# Real contrast_real vector 13 element 26
+set fmri(con_real13.26) 0
+
+# Display images for contrast_real 14
+set fmri(conpic_real.14) 1
+
+# Title for contrast_real 14
+set fmri(conname_real.14) "RelAll"
+
+# Real contrast_real vector 14 element 1
+set fmri(con_real14.1) 0
+
+# Real contrast_real vector 14 element 2
+set fmri(con_real14.2) 0
+
+# Real contrast_real vector 14 element 3
+set fmri(con_real14.3) 0
+
+# Real contrast_real vector 14 element 4
+set fmri(con_real14.4) 0
+
+# Real contrast_real vector 14 element 5
+set fmri(con_real14.5) 0
+
+# Real contrast_real vector 14 element 6
+set fmri(con_real14.6) 0
+
+# Real contrast_real vector 14 element 7
+set fmri(con_real14.7) 0
+
+# Real contrast_real vector 14 element 8
+set fmri(con_real14.8) 0
+
+# Real contrast_real vector 14 element 9
+set fmri(con_real14.9) 1.0
+
+# Real contrast_real vector 14 element 10
+set fmri(con_real14.10) 0
+
+# Real contrast_real vector 14 element 11
+set fmri(con_real14.11) 1.0
+
+# Real contrast_real vector 14 element 12
+set fmri(con_real14.12) 0
+
+# Real contrast_real vector 14 element 13
+set fmri(con_real14.13) 1.0
+
+# Real contrast_real vector 14 element 14
+set fmri(con_real14.14) 0
+
+# Real contrast_real vector 14 element 15
+set fmri(con_real14.15) 1.0
+
+# Real contrast_real vector 14 element 16
+set fmri(con_real14.16) 0
+
+# Real contrast_real vector 14 element 17
+set fmri(con_real14.17) 0
+
+# Real contrast_real vector 14 element 18
+set fmri(con_real14.18) 0
+
+# Real contrast_real vector 14 element 19
+set fmri(con_real14.19) 0
+
+# Real contrast_real vector 14 element 20
+set fmri(con_real14.20) 0
+
+# Real contrast_real vector 14 element 21
+set fmri(con_real14.21) 0
+
+# Real contrast_real vector 14 element 22
+set fmri(con_real14.22) 0
+
+# Real contrast_real vector 14 element 23
+set fmri(con_real14.23) 0
+
+# Real contrast_real vector 14 element 24
+set fmri(con_real14.24) 0
+
+# Real contrast_real vector 14 element 25
+set fmri(con_real14.25) 0
+
+# Real contrast_real vector 14 element 26
+set fmri(con_real14.26) 0
+
+# Display images for contrast_real 15
+set fmri(conpic_real.15) 1
+
+# Title for contrast_real 15
+set fmri(conname_real.15) "IrrelAll"
+
+# Real contrast_real vector 15 element 1
+set fmri(con_real15.1) 0
+
+# Real contrast_real vector 15 element 2
+set fmri(con_real15.2) 0
+
+# Real contrast_real vector 15 element 3
+set fmri(con_real15.3) 0
+
+# Real contrast_real vector 15 element 4
+set fmri(con_real15.4) 0
+
+# Real contrast_real vector 15 element 5
+set fmri(con_real15.5) 0
+
+# Real contrast_real vector 15 element 6
+set fmri(con_real15.6) 0
+
+# Real contrast_real vector 15 element 7
+set fmri(con_real15.7) 0
+
+# Real contrast_real vector 15 element 8
+set fmri(con_real15.8) 0
+
+# Real contrast_real vector 15 element 9
+set fmri(con_real15.9) 0
+
+# Real contrast_real vector 15 element 10
+set fmri(con_real15.10) 0
+
+# Real contrast_real vector 15 element 11
+set fmri(con_real15.11) 0
+
+# Real contrast_real vector 15 element 12
+set fmri(con_real15.12) 0
+
+# Real contrast_real vector 15 element 13
+set fmri(con_real15.13) 0
+
+# Real contrast_real vector 15 element 14
+set fmri(con_real15.14) 0
+
+# Real contrast_real vector 15 element 15
+set fmri(con_real15.15) 0
+
+# Real contrast_real vector 15 element 16
+set fmri(con_real15.16) 0
+
+# Real contrast_real vector 15 element 17
+set fmri(con_real15.17) 1.0
+
+# Real contrast_real vector 15 element 18
+set fmri(con_real15.18) 0
+
+# Real contrast_real vector 15 element 19
+set fmri(con_real15.19) 1.0
+
+# Real contrast_real vector 15 element 20
+set fmri(con_real15.20) 0
+
+# Real contrast_real vector 15 element 21
+set fmri(con_real15.21) 1.0
+
+# Real contrast_real vector 15 element 22
+set fmri(con_real15.22) 0
+
+# Real contrast_real vector 15 element 23
+set fmri(con_real15.23) 1.0
+
+# Real contrast_real vector 15 element 24
+set fmri(con_real15.24) 0
+
+# Real contrast_real vector 15 element 25
+set fmri(con_real15.25) 0
+
+# Real contrast_real vector 15 element 26
+set fmri(con_real15.26) 0
+
+# Display images for contrast_real 16
+set fmri(conpic_real.16) 1
+
+# Title for contrast_real 16
+set fmri(conname_real.16) "StimAll"
+
+# Real contrast_real vector 16 element 1
+set fmri(con_real16.1) 1.0
+
+# Real contrast_real vector 16 element 2
+set fmri(con_real16.2) 0
+
+# Real contrast_real vector 16 element 3
+set fmri(con_real16.3) 1.0
+
+# Real contrast_real vector 16 element 4
+set fmri(con_real16.4) 0
+
+# Real contrast_real vector 16 element 5
+set fmri(con_real16.5) 1.0
+
+# Real contrast_real vector 16 element 6
+set fmri(con_real16.6) 0
+
+# Real contrast_real vector 16 element 7
+set fmri(con_real16.7) 1.0
+
+# Real contrast_real vector 16 element 8
+set fmri(con_real16.8) 0
+
+# Real contrast_real vector 16 element 9
+set fmri(con_real16.9) 1.0
+
+# Real contrast_real vector 16 element 10
+set fmri(con_real16.10) 0
+
+# Real contrast_real vector 16 element 11
+set fmri(con_real16.11) 1.0
+
+# Real contrast_real vector 16 element 12
+set fmri(con_real16.12) 0
+
+# Real contrast_real vector 16 element 13
+set fmri(con_real16.13) 1.0
+
+# Real contrast_real vector 16 element 14
+set fmri(con_real16.14) 0
+
+# Real contrast_real vector 16 element 15
+set fmri(con_real16.15) 1.0
+
+# Real contrast_real vector 16 element 16
+set fmri(con_real16.16) 0
+
+# Real contrast_real vector 16 element 17
+set fmri(con_real16.17) 1.0
+
+# Real contrast_real vector 16 element 18
+set fmri(con_real16.18) 0
+
+# Real contrast_real vector 16 element 19
+set fmri(con_real16.19) 1.0
+
+# Real contrast_real vector 16 element 20
+set fmri(con_real16.20) 0
+
+# Real contrast_real vector 16 element 21
+set fmri(con_real16.21) 1.0
+
+# Real contrast_real vector 16 element 22
+set fmri(con_real16.22) 0
+
+# Real contrast_real vector 16 element 23
+set fmri(con_real16.23) 1.0
+
+# Real contrast_real vector 16 element 24
+set fmri(con_real16.24) 0
+
+# Real contrast_real vector 16 element 25
+set fmri(con_real16.25) 0
+
+# Real contrast_real vector 16 element 26
+set fmri(con_real16.26) 0
+
+# Display images for contrast_real 17
+set fmri(conpic_real.17) 1
+
+# Title for contrast_real 17
+set fmri(conname_real.17) "FaceVSAll"
+
+# Real contrast_real vector 17 element 1
+set fmri(con_real17.1) 3.0
+
+# Real contrast_real vector 17 element 2
+set fmri(con_real17.2) 0
+
+# Real contrast_real vector 17 element 3
+set fmri(con_real17.3) -1.0
+
+# Real contrast_real vector 17 element 4
+set fmri(con_real17.4) 0
+
+# Real contrast_real vector 17 element 5
+set fmri(con_real17.5) -1.0
+
+# Real contrast_real vector 17 element 6
+set fmri(con_real17.6) 0
+
+# Real contrast_real vector 17 element 7
+set fmri(con_real17.7) -1.0
+
+# Real contrast_real vector 17 element 8
+set fmri(con_real17.8) 0
+
+# Real contrast_real vector 17 element 9
+set fmri(con_real17.9) 3.0
+
+# Real contrast_real vector 17 element 10
+set fmri(con_real17.10) 0
+
+# Real contrast_real vector 17 element 11
+set fmri(con_real17.11) -1.0
+
+# Real contrast_real vector 17 element 12
+set fmri(con_real17.12) 0
+
+# Real contrast_real vector 17 element 13
+set fmri(con_real17.13) -1.0
+
+# Real contrast_real vector 17 element 14
+set fmri(con_real17.14) 0
+
+# Real contrast_real vector 17 element 15
+set fmri(con_real17.15) -1.0
+
+# Real contrast_real vector 17 element 16
+set fmri(con_real17.16) 0
+
+# Real contrast_real vector 17 element 17
+set fmri(con_real17.17) 3.0
+
+# Real contrast_real vector 17 element 18
+set fmri(con_real17.18) 0
+
+# Real contrast_real vector 17 element 19
+set fmri(con_real17.19) -1.0
+
+# Real contrast_real vector 17 element 20
+set fmri(con_real17.20) 0
+
+# Real contrast_real vector 17 element 21
+set fmri(con_real17.21) -1.0
+
+# Real contrast_real vector 17 element 22
+set fmri(con_real17.22) 0
+
+# Real contrast_real vector 17 element 23
+set fmri(con_real17.23) -1.0
+
+# Real contrast_real vector 17 element 24
+set fmri(con_real17.24) 0
+
+# Real contrast_real vector 17 element 25
+set fmri(con_real17.25) 0
+
+# Real contrast_real vector 17 element 26
+set fmri(con_real17.26) 0
+
+# Display images for contrast_real 18
+set fmri(conpic_real.18) 1
+
+# Title for contrast_real 18
+set fmri(conname_real.18) "ObjectVSAll"
+
+# Real contrast_real vector 18 element 1
+set fmri(con_real18.1) -1.0
+
+# Real contrast_real vector 18 element 2
+set fmri(con_real18.2) 0
+
+# Real contrast_real vector 18 element 3
+set fmri(con_real18.3) 3.0
+
+# Real contrast_real vector 18 element 4
+set fmri(con_real18.4) 0
+
+# Real contrast_real vector 18 element 5
+set fmri(con_real18.5) -1.0
+
+# Real contrast_real vector 18 element 6
+set fmri(con_real18.6) 0
+
+# Real contrast_real vector 18 element 7
+set fmri(con_real18.7) -1.0
+
+# Real contrast_real vector 18 element 8
+set fmri(con_real18.8) 0
+
+# Real contrast_real vector 18 element 9
+set fmri(con_real18.9) -1.0
+
+# Real contrast_real vector 18 element 10
+set fmri(con_real18.10) 0
+
+# Real contrast_real vector 18 element 11
+set fmri(con_real18.11) 3.0
+
+# Real contrast_real vector 18 element 12
+set fmri(con_real18.12) 0
+
+# Real contrast_real vector 18 element 13
+set fmri(con_real18.13) -1.0
+
+# Real contrast_real vector 18 element 14
+set fmri(con_real18.14) 0
+
+# Real contrast_real vector 18 element 15
+set fmri(con_real18.15) -1.0
+
+# Real contrast_real vector 18 element 16
+set fmri(con_real18.16) 0
+
+# Real contrast_real vector 18 element 17
+set fmri(con_real18.17) -1.0
+
+# Real contrast_real vector 18 element 18
+set fmri(con_real18.18) 0
+
+# Real contrast_real vector 18 element 19
+set fmri(con_real18.19) 3.0
+
+# Real contrast_real vector 18 element 20
+set fmri(con_real18.20) 0
+
+# Real contrast_real vector 18 element 21
+set fmri(con_real18.21) -1.0
+
+# Real contrast_real vector 18 element 22
+set fmri(con_real18.22) 0
+
+# Real contrast_real vector 18 element 23
+set fmri(con_real18.23) -1.0
+
+# Real contrast_real vector 18 element 24
+set fmri(con_real18.24) 0
+
+# Real contrast_real vector 18 element 25
+set fmri(con_real18.25) 0
+
+# Real contrast_real vector 18 element 26
+set fmri(con_real18.26) 0
+
+# Display images for contrast_orig 1
+set fmri(conpic_orig.1) 1
+
+# Title for contrast_orig 1
+set fmri(conname_orig.1) "TarFace"
+
+# Real contrast_orig vector 1 element 1
+set fmri(con_orig1.1) 1.0
+
+# Real contrast_orig vector 1 element 2
+set fmri(con_orig1.2) 0
+
+# Real contrast_orig vector 1 element 3
+set fmri(con_orig1.3) 0
+
+# Real contrast_orig vector 1 element 4
+set fmri(con_orig1.4) 0
+
+# Real contrast_orig vector 1 element 5
+set fmri(con_orig1.5) 0
+
+# Real contrast_orig vector 1 element 6
+set fmri(con_orig1.6) 0
+
+# Real contrast_orig vector 1 element 7
+set fmri(con_orig1.7) 0
+
+# Real contrast_orig vector 1 element 8
+set fmri(con_orig1.8) 0
+
+# Real contrast_orig vector 1 element 9
+set fmri(con_orig1.9) 0
+
+# Real contrast_orig vector 1 element 10
+set fmri(con_orig1.10) 0
+
+# Real contrast_orig vector 1 element 11
+set fmri(con_orig1.11) 0
+
+# Real contrast_orig vector 1 element 12
+set fmri(con_orig1.12) 0
+
+# Real contrast_orig vector 1 element 13
+set fmri(con_orig1.13) 0
+
+# Display images for contrast_orig 2
+set fmri(conpic_orig.2) 1
+
+# Title for contrast_orig 2
+set fmri(conname_orig.2) "TarObject"
+
+# Real contrast_orig vector 2 element 1
+set fmri(con_orig2.1) 0
+
+# Real contrast_orig vector 2 element 2
+set fmri(con_orig2.2) 1.0
+
+# Real contrast_orig vector 2 element 3
+set fmri(con_orig2.3) 0
+
+# Real contrast_orig vector 2 element 4
+set fmri(con_orig2.4) 0
+
+# Real contrast_orig vector 2 element 5
+set fmri(con_orig2.5) 0
+
+# Real contrast_orig vector 2 element 6
+set fmri(con_orig2.6) 0
+
+# Real contrast_orig vector 2 element 7
+set fmri(con_orig2.7) 0
+
+# Real contrast_orig vector 2 element 8
+set fmri(con_orig2.8) 0
+
+# Real contrast_orig vector 2 element 9
+set fmri(con_orig2.9) 0
+
+# Real contrast_orig vector 2 element 10
+set fmri(con_orig2.10) 0
+
+# Real contrast_orig vector 2 element 11
+set fmri(con_orig2.11) 0
+
+# Real contrast_orig vector 2 element 12
+set fmri(con_orig2.12) 0
+
+# Real contrast_orig vector 2 element 13
+set fmri(con_orig2.13) 0
+
+# Display images for contrast_orig 3
+set fmri(conpic_orig.3) 1
+
+# Title for contrast_orig 3
+set fmri(conname_orig.3) "TarLetter"
+
+# Real contrast_orig vector 3 element 1
+set fmri(con_orig3.1) 0
+
+# Real contrast_orig vector 3 element 2
+set fmri(con_orig3.2) 0
+
+# Real contrast_orig vector 3 element 3
+set fmri(con_orig3.3) 1.0
+
+# Real contrast_orig vector 3 element 4
+set fmri(con_orig3.4) 0
+
+# Real contrast_orig vector 3 element 5
+set fmri(con_orig3.5) 0
+
+# Real contrast_orig vector 3 element 6
+set fmri(con_orig3.6) 0
+
+# Real contrast_orig vector 3 element 7
+set fmri(con_orig3.7) 0
+
+# Real contrast_orig vector 3 element 8
+set fmri(con_orig3.8) 0
+
+# Real contrast_orig vector 3 element 9
+set fmri(con_orig3.9) 0
+
+# Real contrast_orig vector 3 element 10
+set fmri(con_orig3.10) 0
+
+# Real contrast_orig vector 3 element 11
+set fmri(con_orig3.11) 0
+
+# Real contrast_orig vector 3 element 12
+set fmri(con_orig3.12) 0
+
+# Real contrast_orig vector 3 element 13
+set fmri(con_orig3.13) 0
+
+# Display images for contrast_orig 4
+set fmri(conpic_orig.4) 1
+
+# Title for contrast_orig 4
+set fmri(conname_orig.4) "TarFalseFont"
+
+# Real contrast_orig vector 4 element 1
+set fmri(con_orig4.1) 0
+
+# Real contrast_orig vector 4 element 2
+set fmri(con_orig4.2) 0
+
+# Real contrast_orig vector 4 element 3
+set fmri(con_orig4.3) 0
+
+# Real contrast_orig vector 4 element 4
+set fmri(con_orig4.4) 1.0
+
+# Real contrast_orig vector 4 element 5
+set fmri(con_orig4.5) 0
+
+# Real contrast_orig vector 4 element 6
+set fmri(con_orig4.6) 0
+
+# Real contrast_orig vector 4 element 7
+set fmri(con_orig4.7) 0
+
+# Real contrast_orig vector 4 element 8
+set fmri(con_orig4.8) 0
+
+# Real contrast_orig vector 4 element 9
+set fmri(con_orig4.9) 0
+
+# Real contrast_orig vector 4 element 10
+set fmri(con_orig4.10) 0
+
+# Real contrast_orig vector 4 element 11
+set fmri(con_orig4.11) 0
+
+# Real contrast_orig vector 4 element 12
+set fmri(con_orig4.12) 0
+
+# Real contrast_orig vector 4 element 13
+set fmri(con_orig4.13) 0
+
+# Display images for contrast_orig 5
+set fmri(conpic_orig.5) 1
+
+# Title for contrast_orig 5
+set fmri(conname_orig.5) "RelFace"
+
+# Real contrast_orig vector 5 element 1
+set fmri(con_orig5.1) 0
+
+# Real contrast_orig vector 5 element 2
+set fmri(con_orig5.2) 0
+
+# Real contrast_orig vector 5 element 3
+set fmri(con_orig5.3) 0
+
+# Real contrast_orig vector 5 element 4
+set fmri(con_orig5.4) 0
+
+# Real contrast_orig vector 5 element 5
+set fmri(con_orig5.5) 1.0
+
+# Real contrast_orig vector 5 element 6
+set fmri(con_orig5.6) 0
+
+# Real contrast_orig vector 5 element 7
+set fmri(con_orig5.7) 0
+
+# Real contrast_orig vector 5 element 8
+set fmri(con_orig5.8) 0
+
+# Real contrast_orig vector 5 element 9
+set fmri(con_orig5.9) 0
+
+# Real contrast_orig vector 5 element 10
+set fmri(con_orig5.10) 0
+
+# Real contrast_orig vector 5 element 11
+set fmri(con_orig5.11) 0
+
+# Real contrast_orig vector 5 element 12
+set fmri(con_orig5.12) 0
+
+# Real contrast_orig vector 5 element 13
+set fmri(con_orig5.13) 0
+
+# Display images for contrast_orig 6
+set fmri(conpic_orig.6) 1
+
+# Title for contrast_orig 6
+set fmri(conname_orig.6) "RelObject"
+
+# Real contrast_orig vector 6 element 1
+set fmri(con_orig6.1) 0
+
+# Real contrast_orig vector 6 element 2
+set fmri(con_orig6.2) 0
+
+# Real contrast_orig vector 6 element 3
+set fmri(con_orig6.3) 0
+
+# Real contrast_orig vector 6 element 4
+set fmri(con_orig6.4) 0
+
+# Real contrast_orig vector 6 element 5
+set fmri(con_orig6.5) 0
+
+# Real contrast_orig vector 6 element 6
+set fmri(con_orig6.6) 1.0
+
+# Real contrast_orig vector 6 element 7
+set fmri(con_orig6.7) 0
+
+# Real contrast_orig vector 6 element 8
+set fmri(con_orig6.8) 0
+
+# Real contrast_orig vector 6 element 9
+set fmri(con_orig6.9) 0
+
+# Real contrast_orig vector 6 element 10
+set fmri(con_orig6.10) 0
+
+# Real contrast_orig vector 6 element 11
+set fmri(con_orig6.11) 0
+
+# Real contrast_orig vector 6 element 12
+set fmri(con_orig6.12) 0
+
+# Real contrast_orig vector 6 element 13
+set fmri(con_orig6.13) 0
+
+# Display images for contrast_orig 7
+set fmri(conpic_orig.7) 1
+
+# Title for contrast_orig 7
+set fmri(conname_orig.7) "RelLetter"
+
+# Real contrast_orig vector 7 element 1
+set fmri(con_orig7.1) 0
+
+# Real contrast_orig vector 7 element 2
+set fmri(con_orig7.2) 0
+
+# Real contrast_orig vector 7 element 3
+set fmri(con_orig7.3) 0
+
+# Real contrast_orig vector 7 element 4
+set fmri(con_orig7.4) 0
+
+# Real contrast_orig vector 7 element 5
+set fmri(con_orig7.5) 0
+
+# Real contrast_orig vector 7 element 6
+set fmri(con_orig7.6) 0
+
+# Real contrast_orig vector 7 element 7
+set fmri(con_orig7.7) 1.0
+
+# Real contrast_orig vector 7 element 8
+set fmri(con_orig7.8) 0
+
+# Real contrast_orig vector 7 element 9
+set fmri(con_orig7.9) 0
+
+# Real contrast_orig vector 7 element 10
+set fmri(con_orig7.10) 0
+
+# Real contrast_orig vector 7 element 11
+set fmri(con_orig7.11) 0
+
+# Real contrast_orig vector 7 element 12
+set fmri(con_orig7.12) 0
+
+# Real contrast_orig vector 7 element 13
+set fmri(con_orig7.13) 0
+
+# Display images for contrast_orig 8
+set fmri(conpic_orig.8) 1
+
+# Title for contrast_orig 8
+set fmri(conname_orig.8) "RelFalseFont"
+
+# Real contrast_orig vector 8 element 1
+set fmri(con_orig8.1) 0
+
+# Real contrast_orig vector 8 element 2
+set fmri(con_orig8.2) 0
+
+# Real contrast_orig vector 8 element 3
+set fmri(con_orig8.3) 0
+
+# Real contrast_orig vector 8 element 4
+set fmri(con_orig8.4) 0
+
+# Real contrast_orig vector 8 element 5
+set fmri(con_orig8.5) 0
+
+# Real contrast_orig vector 8 element 6
+set fmri(con_orig8.6) 0
+
+# Real contrast_orig vector 8 element 7
+set fmri(con_orig8.7) 0
+
+# Real contrast_orig vector 8 element 8
+set fmri(con_orig8.8) 1.0
+
+# Real contrast_orig vector 8 element 9
+set fmri(con_orig8.9) 0
+
+# Real contrast_orig vector 8 element 10
+set fmri(con_orig8.10) 0
+
+# Real contrast_orig vector 8 element 11
+set fmri(con_orig8.11) 0
+
+# Real contrast_orig vector 8 element 12
+set fmri(con_orig8.12) 0
+
+# Real contrast_orig vector 8 element 13
+set fmri(con_orig8.13) 0
+
+# Display images for contrast_orig 9
+set fmri(conpic_orig.9) 1
+
+# Title for contrast_orig 9
+set fmri(conname_orig.9) "IrrelFace"
+
+# Real contrast_orig vector 9 element 1
+set fmri(con_orig9.1) 0
+
+# Real contrast_orig vector 9 element 2
+set fmri(con_orig9.2) 0
+
+# Real contrast_orig vector 9 element 3
+set fmri(con_orig9.3) 0
+
+# Real contrast_orig vector 9 element 4
+set fmri(con_orig9.4) 0
+
+# Real contrast_orig vector 9 element 5
+set fmri(con_orig9.5) 0
+
+# Real contrast_orig vector 9 element 6
+set fmri(con_orig9.6) 0
+
+# Real contrast_orig vector 9 element 7
+set fmri(con_orig9.7) 0
+
+# Real contrast_orig vector 9 element 8
+set fmri(con_orig9.8) 0
+
+# Real contrast_orig vector 9 element 9
+set fmri(con_orig9.9) 1.0
+
+# Real contrast_orig vector 9 element 10
+set fmri(con_orig9.10) 0
+
+# Real contrast_orig vector 9 element 11
+set fmri(con_orig9.11) 0
+
+# Real contrast_orig vector 9 element 12
+set fmri(con_orig9.12) 0
+
+# Real contrast_orig vector 9 element 13
+set fmri(con_orig9.13) 0
+
+# Display images for contrast_orig 10
+set fmri(conpic_orig.10) 1
+
+# Title for contrast_orig 10
+set fmri(conname_orig.10) "IrrelObject"
+
+# Real contrast_orig vector 10 element 1
+set fmri(con_orig10.1) 0
+
+# Real contrast_orig vector 10 element 2
+set fmri(con_orig10.2) 0
+
+# Real contrast_orig vector 10 element 3
+set fmri(con_orig10.3) 0
+
+# Real contrast_orig vector 10 element 4
+set fmri(con_orig10.4) 0
+
+# Real contrast_orig vector 10 element 5
+set fmri(con_orig10.5) 0
+
+# Real contrast_orig vector 10 element 6
+set fmri(con_orig10.6) 0
+
+# Real contrast_orig vector 10 element 7
+set fmri(con_orig10.7) 0
+
+# Real contrast_orig vector 10 element 8
+set fmri(con_orig10.8) 0
+
+# Real contrast_orig vector 10 element 9
+set fmri(con_orig10.9) 0
+
+# Real contrast_orig vector 10 element 10
+set fmri(con_orig10.10) 1.0
+
+# Real contrast_orig vector 10 element 11
+set fmri(con_orig10.11) 0
+
+# Real contrast_orig vector 10 element 12
+set fmri(con_orig10.12) 0
+
+# Real contrast_orig vector 10 element 13
+set fmri(con_orig10.13) 0
+
+# Display images for contrast_orig 11
+set fmri(conpic_orig.11) 1
+
+# Title for contrast_orig 11
+set fmri(conname_orig.11) "IrrelLetter"
+
+# Real contrast_orig vector 11 element 1
+set fmri(con_orig11.1) 0
+
+# Real contrast_orig vector 11 element 2
+set fmri(con_orig11.2) 0
+
+# Real contrast_orig vector 11 element 3
+set fmri(con_orig11.3) 0
+
+# Real contrast_orig vector 11 element 4
+set fmri(con_orig11.4) 0
+
+# Real contrast_orig vector 11 element 5
+set fmri(con_orig11.5) 0
+
+# Real contrast_orig vector 11 element 6
+set fmri(con_orig11.6) 0
+
+# Real contrast_orig vector 11 element 7
+set fmri(con_orig11.7) 0
+
+# Real contrast_orig vector 11 element 8
+set fmri(con_orig11.8) 0
+
+# Real contrast_orig vector 11 element 9
+set fmri(con_orig11.9) 0
+
+# Real contrast_orig vector 11 element 10
+set fmri(con_orig11.10) 0
+
+# Real contrast_orig vector 11 element 11
+set fmri(con_orig11.11) 1.0
+
+# Real contrast_orig vector 11 element 12
+set fmri(con_orig11.12) 0
+
+# Real contrast_orig vector 11 element 13
+set fmri(con_orig11.13) 0
+
+# Display images for contrast_orig 12
+set fmri(conpic_orig.12) 1
+
+# Title for contrast_orig 12
+set fmri(conname_orig.12) "IrrelFalseFont"
+
+# Real contrast_orig vector 12 element 1
+set fmri(con_orig12.1) 0
+
+# Real contrast_orig vector 12 element 2
+set fmri(con_orig12.2) 0
+
+# Real contrast_orig vector 12 element 3
+set fmri(con_orig12.3) 0
+
+# Real contrast_orig vector 12 element 4
+set fmri(con_orig12.4) 0
+
+# Real contrast_orig vector 12 element 5
+set fmri(con_orig12.5) 0
+
+# Real contrast_orig vector 12 element 6
+set fmri(con_orig12.6) 0
+
+# Real contrast_orig vector 12 element 7
+set fmri(con_orig12.7) 0
+
+# Real contrast_orig vector 12 element 8
+set fmri(con_orig12.8) 0
+
+# Real contrast_orig vector 12 element 9
+set fmri(con_orig12.9) 0
+
+# Real contrast_orig vector 12 element 10
+set fmri(con_orig12.10) 0
+
+# Real contrast_orig vector 12 element 11
+set fmri(con_orig12.11) 0
+
+# Real contrast_orig vector 12 element 12
+set fmri(con_orig12.12) 1.0
+
+# Real contrast_orig vector 12 element 13
+set fmri(con_orig12.13) 0
+
+# Display images for contrast_orig 13
+set fmri(conpic_orig.13) 1
+
+# Title for contrast_orig 13
+set fmri(conname_orig.13) "TarAll"
+
+# Real contrast_orig vector 13 element 1
+set fmri(con_orig13.1) 1.0
+
+# Real contrast_orig vector 13 element 2
+set fmri(con_orig13.2) 1.0
+
+# Real contrast_orig vector 13 element 3
+set fmri(con_orig13.3) 1.0
+
+# Real contrast_orig vector 13 element 4
+set fmri(con_orig13.4) 1.0
+
+# Real contrast_orig vector 13 element 5
+set fmri(con_orig13.5) 0
+
+# Real contrast_orig vector 13 element 6
+set fmri(con_orig13.6) 0
+
+# Real contrast_orig vector 13 element 7
+set fmri(con_orig13.7) 0
+
+# Real contrast_orig vector 13 element 8
+set fmri(con_orig13.8) 0
+
+# Real contrast_orig vector 13 element 9
+set fmri(con_orig13.9) 0
+
+# Real contrast_orig vector 13 element 10
+set fmri(con_orig13.10) 0
+
+# Real contrast_orig vector 13 element 11
+set fmri(con_orig13.11) 0
+
+# Real contrast_orig vector 13 element 12
+set fmri(con_orig13.12) 0
+
+# Real contrast_orig vector 13 element 13
+set fmri(con_orig13.13) 0
+
+# Display images for contrast_orig 14
+set fmri(conpic_orig.14) 1
+
+# Title for contrast_orig 14
+set fmri(conname_orig.14) "RelAll"
+
+# Real contrast_orig vector 14 element 1
+set fmri(con_orig14.1) 0
+
+# Real contrast_orig vector 14 element 2
+set fmri(con_orig14.2) 0
+
+# Real contrast_orig vector 14 element 3
+set fmri(con_orig14.3) 0
+
+# Real contrast_orig vector 14 element 4
+set fmri(con_orig14.4) 0
+
+# Real contrast_orig vector 14 element 5
+set fmri(con_orig14.5) 1.0
+
+# Real contrast_orig vector 14 element 6
+set fmri(con_orig14.6) 1.0
+
+# Real contrast_orig vector 14 element 7
+set fmri(con_orig14.7) 1.0
+
+# Real contrast_orig vector 14 element 8
+set fmri(con_orig14.8) 1.0
+
+# Real contrast_orig vector 14 element 9
+set fmri(con_orig14.9) 0
+
+# Real contrast_orig vector 14 element 10
+set fmri(con_orig14.10) 0
+
+# Real contrast_orig vector 14 element 11
+set fmri(con_orig14.11) 0
+
+# Real contrast_orig vector 14 element 12
+set fmri(con_orig14.12) 0
+
+# Real contrast_orig vector 14 element 13
+set fmri(con_orig14.13) 0
+
+# Display images for contrast_orig 15
+set fmri(conpic_orig.15) 1
+
+# Title for contrast_orig 15
+set fmri(conname_orig.15) "IrrelAll"
+
+# Real contrast_orig vector 15 element 1
+set fmri(con_orig15.1) 0
+
+# Real contrast_orig vector 15 element 2
+set fmri(con_orig15.2) 0
+
+# Real contrast_orig vector 15 element 3
+set fmri(con_orig15.3) 0
+
+# Real contrast_orig vector 15 element 4
+set fmri(con_orig15.4) 0
+
+# Real contrast_orig vector 15 element 5
+set fmri(con_orig15.5) 0
+
+# Real contrast_orig vector 15 element 6
+set fmri(con_orig15.6) 0
+
+# Real contrast_orig vector 15 element 7
+set fmri(con_orig15.7) 0
+
+# Real contrast_orig vector 15 element 8
+set fmri(con_orig15.8) 0
+
+# Real contrast_orig vector 15 element 9
+set fmri(con_orig15.9) 1.0
+
+# Real contrast_orig vector 15 element 10
+set fmri(con_orig15.10) 1.0
+
+# Real contrast_orig vector 15 element 11
+set fmri(con_orig15.11) 1.0
+
+# Real contrast_orig vector 15 element 12
+set fmri(con_orig15.12) 1.0
+
+# Real contrast_orig vector 15 element 13
+set fmri(con_orig15.13) 0
+
+# Display images for contrast_orig 16
+set fmri(conpic_orig.16) 1
+
+# Title for contrast_orig 16
+set fmri(conname_orig.16) "StimAll"
+
+# Real contrast_orig vector 16 element 1
+set fmri(con_orig16.1) 1.0
+
+# Real contrast_orig vector 16 element 2
+set fmri(con_orig16.2) 1.0
+
+# Real contrast_orig vector 16 element 3
+set fmri(con_orig16.3) 1.0
+
+# Real contrast_orig vector 16 element 4
+set fmri(con_orig16.4) 1.0
+
+# Real contrast_orig vector 16 element 5
+set fmri(con_orig16.5) 1.0
+
+# Real contrast_orig vector 16 element 6
+set fmri(con_orig16.6) 1.0
+
+# Real contrast_orig vector 16 element 7
+set fmri(con_orig16.7) 1.0
+
+# Real contrast_orig vector 16 element 8
+set fmri(con_orig16.8) 1.0
+
+# Real contrast_orig vector 16 element 9
+set fmri(con_orig16.9) 1.0
+
+# Real contrast_orig vector 16 element 10
+set fmri(con_orig16.10) 1.0
+
+# Real contrast_orig vector 16 element 11
+set fmri(con_orig16.11) 1.0
+
+# Real contrast_orig vector 16 element 12
+set fmri(con_orig16.12) 1.0
+
+# Real contrast_orig vector 16 element 13
+set fmri(con_orig16.13) 0
+
+# Display images for contrast_orig 17
+set fmri(conpic_orig.17) 1
+
+# Title for contrast_orig 17
+set fmri(conname_orig.17) "FaceVSAll"
+
+# Real contrast_orig vector 17 element 1
+set fmri(con_orig17.1) 3.0
+
+# Real contrast_orig vector 17 element 2
+set fmri(con_orig17.2) -1.0
+
+# Real contrast_orig vector 17 element 3
+set fmri(con_orig17.3) -1.0
+
+# Real contrast_orig vector 17 element 4
+set fmri(con_orig17.4) -1.0
+
+# Real contrast_orig vector 17 element 5
+set fmri(con_orig17.5) 3.0
+
+# Real contrast_orig vector 17 element 6
+set fmri(con_orig17.6) -1.0
+
+# Real contrast_orig vector 17 element 7
+set fmri(con_orig17.7) -1.0
+
+# Real contrast_orig vector 17 element 8
+set fmri(con_orig17.8) -1.0
+
+# Real contrast_orig vector 17 element 9
+set fmri(con_orig17.9) 3.0
+
+# Real contrast_orig vector 17 element 10
+set fmri(con_orig17.10) -1.0
+
+# Real contrast_orig vector 17 element 11
+set fmri(con_orig17.11) -1.0
+
+# Real contrast_orig vector 17 element 12
+set fmri(con_orig17.12) -1.0
+
+# Real contrast_orig vector 17 element 13
+set fmri(con_orig17.13) 0
+
+# Display images for contrast_orig 18
+set fmri(conpic_orig.18) 1
+
+# Title for contrast_orig 18
+set fmri(conname_orig.18) "ObjectVSAll"
+
+# Real contrast_orig vector 18 element 1
+set fmri(con_orig18.1) -1.0
+
+# Real contrast_orig vector 18 element 2
+set fmri(con_orig18.2) 3.0
+
+# Real contrast_orig vector 18 element 3
+set fmri(con_orig18.3) -1.0
+
+# Real contrast_orig vector 18 element 4
+set fmri(con_orig18.4) -1.0
+
+# Real contrast_orig vector 18 element 5
+set fmri(con_orig18.5) -1.0
+
+# Real contrast_orig vector 18 element 6
+set fmri(con_orig18.6) 3.0
+
+# Real contrast_orig vector 18 element 7
+set fmri(con_orig18.7) -1.0
+
+# Real contrast_orig vector 18 element 8
+set fmri(con_orig18.8) -1.0
+
+# Real contrast_orig vector 18 element 9
+set fmri(con_orig18.9) -1.0
+
+# Real contrast_orig vector 18 element 10
+set fmri(con_orig18.10) 3.0
+
+# Real contrast_orig vector 18 element 11
+set fmri(con_orig18.11) -1.0
+
+# Real contrast_orig vector 18 element 12
+set fmri(con_orig18.12) -1.0
+
+# Real contrast_orig vector 18 element 13
+set fmri(con_orig18.13) 0
+
+# Contrast masking - use >0 instead of thresholding?
+set fmri(conmask_zerothresh_yn) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 2?
+set fmri(conmask1_2) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 3?
+set fmri(conmask1_3) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 4?
+set fmri(conmask1_4) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 5?
+set fmri(conmask1_5) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 6?
+set fmri(conmask1_6) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 7?
+set fmri(conmask1_7) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 8?
+set fmri(conmask1_8) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 9?
+set fmri(conmask1_9) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 10?
+set fmri(conmask1_10) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 11?
+set fmri(conmask1_11) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 12?
+set fmri(conmask1_12) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 13?
+set fmri(conmask1_13) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 14?
+set fmri(conmask1_14) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 15?
+set fmri(conmask1_15) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 16?
+set fmri(conmask1_16) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 17?
+set fmri(conmask1_17) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 18?
+set fmri(conmask1_18) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 1?
+set fmri(conmask2_1) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 3?
+set fmri(conmask2_3) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 4?
+set fmri(conmask2_4) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 5?
+set fmri(conmask2_5) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 6?
+set fmri(conmask2_6) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 7?
+set fmri(conmask2_7) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 8?
+set fmri(conmask2_8) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 9?
+set fmri(conmask2_9) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 10?
+set fmri(conmask2_10) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 11?
+set fmri(conmask2_11) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 12?
+set fmri(conmask2_12) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 13?
+set fmri(conmask2_13) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 14?
+set fmri(conmask2_14) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 15?
+set fmri(conmask2_15) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 16?
+set fmri(conmask2_16) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 17?
+set fmri(conmask2_17) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 18?
+set fmri(conmask2_18) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 1?
+set fmri(conmask3_1) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 2?
+set fmri(conmask3_2) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 4?
+set fmri(conmask3_4) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 5?
+set fmri(conmask3_5) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 6?
+set fmri(conmask3_6) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 7?
+set fmri(conmask3_7) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 8?
+set fmri(conmask3_8) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 9?
+set fmri(conmask3_9) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 10?
+set fmri(conmask3_10) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 11?
+set fmri(conmask3_11) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 12?
+set fmri(conmask3_12) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 13?
+set fmri(conmask3_13) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 14?
+set fmri(conmask3_14) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 15?
+set fmri(conmask3_15) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 16?
+set fmri(conmask3_16) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 17?
+set fmri(conmask3_17) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 18?
+set fmri(conmask3_18) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 1?
+set fmri(conmask4_1) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 2?
+set fmri(conmask4_2) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 3?
+set fmri(conmask4_3) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 5?
+set fmri(conmask4_5) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 6?
+set fmri(conmask4_6) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 7?
+set fmri(conmask4_7) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 8?
+set fmri(conmask4_8) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 9?
+set fmri(conmask4_9) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 10?
+set fmri(conmask4_10) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 11?
+set fmri(conmask4_11) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 12?
+set fmri(conmask4_12) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 13?
+set fmri(conmask4_13) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 14?
+set fmri(conmask4_14) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 15?
+set fmri(conmask4_15) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 16?
+set fmri(conmask4_16) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 17?
+set fmri(conmask4_17) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 18?
+set fmri(conmask4_18) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 1?
+set fmri(conmask5_1) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 2?
+set fmri(conmask5_2) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 3?
+set fmri(conmask5_3) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 4?
+set fmri(conmask5_4) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 6?
+set fmri(conmask5_6) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 7?
+set fmri(conmask5_7) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 8?
+set fmri(conmask5_8) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 9?
+set fmri(conmask5_9) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 10?
+set fmri(conmask5_10) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 11?
+set fmri(conmask5_11) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 12?
+set fmri(conmask5_12) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 13?
+set fmri(conmask5_13) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 14?
+set fmri(conmask5_14) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 15?
+set fmri(conmask5_15) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 16?
+set fmri(conmask5_16) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 17?
+set fmri(conmask5_17) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 18?
+set fmri(conmask5_18) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 1?
+set fmri(conmask6_1) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 2?
+set fmri(conmask6_2) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 3?
+set fmri(conmask6_3) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 4?
+set fmri(conmask6_4) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 5?
+set fmri(conmask6_5) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 7?
+set fmri(conmask6_7) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 8?
+set fmri(conmask6_8) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 9?
+set fmri(conmask6_9) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 10?
+set fmri(conmask6_10) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 11?
+set fmri(conmask6_11) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 12?
+set fmri(conmask6_12) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 13?
+set fmri(conmask6_13) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 14?
+set fmri(conmask6_14) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 15?
+set fmri(conmask6_15) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 16?
+set fmri(conmask6_16) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 17?
+set fmri(conmask6_17) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 18?
+set fmri(conmask6_18) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 1?
+set fmri(conmask7_1) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 2?
+set fmri(conmask7_2) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 3?
+set fmri(conmask7_3) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 4?
+set fmri(conmask7_4) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 5?
+set fmri(conmask7_5) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 6?
+set fmri(conmask7_6) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 8?
+set fmri(conmask7_8) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 9?
+set fmri(conmask7_9) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 10?
+set fmri(conmask7_10) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 11?
+set fmri(conmask7_11) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 12?
+set fmri(conmask7_12) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 13?
+set fmri(conmask7_13) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 14?
+set fmri(conmask7_14) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 15?
+set fmri(conmask7_15) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 16?
+set fmri(conmask7_16) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 17?
+set fmri(conmask7_17) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 18?
+set fmri(conmask7_18) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 1?
+set fmri(conmask8_1) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 2?
+set fmri(conmask8_2) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 3?
+set fmri(conmask8_3) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 4?
+set fmri(conmask8_4) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 5?
+set fmri(conmask8_5) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 6?
+set fmri(conmask8_6) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 7?
+set fmri(conmask8_7) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 9?
+set fmri(conmask8_9) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 10?
+set fmri(conmask8_10) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 11?
+set fmri(conmask8_11) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 12?
+set fmri(conmask8_12) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 13?
+set fmri(conmask8_13) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 14?
+set fmri(conmask8_14) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 15?
+set fmri(conmask8_15) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 16?
+set fmri(conmask8_16) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 17?
+set fmri(conmask8_17) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 18?
+set fmri(conmask8_18) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 1?
+set fmri(conmask9_1) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 2?
+set fmri(conmask9_2) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 3?
+set fmri(conmask9_3) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 4?
+set fmri(conmask9_4) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 5?
+set fmri(conmask9_5) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 6?
+set fmri(conmask9_6) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 7?
+set fmri(conmask9_7) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 8?
+set fmri(conmask9_8) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 10?
+set fmri(conmask9_10) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 11?
+set fmri(conmask9_11) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 12?
+set fmri(conmask9_12) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 13?
+set fmri(conmask9_13) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 14?
+set fmri(conmask9_14) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 15?
+set fmri(conmask9_15) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 16?
+set fmri(conmask9_16) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 17?
+set fmri(conmask9_17) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 18?
+set fmri(conmask9_18) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 1?
+set fmri(conmask10_1) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 2?
+set fmri(conmask10_2) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 3?
+set fmri(conmask10_3) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 4?
+set fmri(conmask10_4) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 5?
+set fmri(conmask10_5) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 6?
+set fmri(conmask10_6) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 7?
+set fmri(conmask10_7) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 8?
+set fmri(conmask10_8) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 9?
+set fmri(conmask10_9) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 11?
+set fmri(conmask10_11) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 12?
+set fmri(conmask10_12) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 13?
+set fmri(conmask10_13) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 14?
+set fmri(conmask10_14) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 15?
+set fmri(conmask10_15) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 16?
+set fmri(conmask10_16) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 17?
+set fmri(conmask10_17) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 18?
+set fmri(conmask10_18) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 1?
+set fmri(conmask11_1) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 2?
+set fmri(conmask11_2) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 3?
+set fmri(conmask11_3) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 4?
+set fmri(conmask11_4) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 5?
+set fmri(conmask11_5) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 6?
+set fmri(conmask11_6) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 7?
+set fmri(conmask11_7) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 8?
+set fmri(conmask11_8) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 9?
+set fmri(conmask11_9) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 10?
+set fmri(conmask11_10) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 12?
+set fmri(conmask11_12) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 13?
+set fmri(conmask11_13) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 14?
+set fmri(conmask11_14) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 15?
+set fmri(conmask11_15) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 16?
+set fmri(conmask11_16) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 17?
+set fmri(conmask11_17) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 18?
+set fmri(conmask11_18) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 1?
+set fmri(conmask12_1) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 2?
+set fmri(conmask12_2) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 3?
+set fmri(conmask12_3) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 4?
+set fmri(conmask12_4) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 5?
+set fmri(conmask12_5) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 6?
+set fmri(conmask12_6) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 7?
+set fmri(conmask12_7) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 8?
+set fmri(conmask12_8) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 9?
+set fmri(conmask12_9) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 10?
+set fmri(conmask12_10) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 11?
+set fmri(conmask12_11) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 13?
+set fmri(conmask12_13) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 14?
+set fmri(conmask12_14) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 15?
+set fmri(conmask12_15) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 16?
+set fmri(conmask12_16) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 17?
+set fmri(conmask12_17) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 18?
+set fmri(conmask12_18) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 1?
+set fmri(conmask13_1) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 2?
+set fmri(conmask13_2) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 3?
+set fmri(conmask13_3) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 4?
+set fmri(conmask13_4) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 5?
+set fmri(conmask13_5) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 6?
+set fmri(conmask13_6) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 7?
+set fmri(conmask13_7) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 8?
+set fmri(conmask13_8) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 9?
+set fmri(conmask13_9) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 10?
+set fmri(conmask13_10) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 11?
+set fmri(conmask13_11) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 12?
+set fmri(conmask13_12) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 14?
+set fmri(conmask13_14) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 15?
+set fmri(conmask13_15) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 16?
+set fmri(conmask13_16) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 17?
+set fmri(conmask13_17) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 18?
+set fmri(conmask13_18) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 1?
+set fmri(conmask14_1) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 2?
+set fmri(conmask14_2) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 3?
+set fmri(conmask14_3) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 4?
+set fmri(conmask14_4) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 5?
+set fmri(conmask14_5) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 6?
+set fmri(conmask14_6) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 7?
+set fmri(conmask14_7) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 8?
+set fmri(conmask14_8) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 9?
+set fmri(conmask14_9) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 10?
+set fmri(conmask14_10) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 11?
+set fmri(conmask14_11) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 12?
+set fmri(conmask14_12) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 13?
+set fmri(conmask14_13) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 15?
+set fmri(conmask14_15) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 16?
+set fmri(conmask14_16) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 17?
+set fmri(conmask14_17) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 18?
+set fmri(conmask14_18) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 1?
+set fmri(conmask15_1) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 2?
+set fmri(conmask15_2) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 3?
+set fmri(conmask15_3) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 4?
+set fmri(conmask15_4) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 5?
+set fmri(conmask15_5) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 6?
+set fmri(conmask15_6) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 7?
+set fmri(conmask15_7) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 8?
+set fmri(conmask15_8) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 9?
+set fmri(conmask15_9) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 10?
+set fmri(conmask15_10) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 11?
+set fmri(conmask15_11) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 12?
+set fmri(conmask15_12) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 13?
+set fmri(conmask15_13) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 14?
+set fmri(conmask15_14) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 16?
+set fmri(conmask15_16) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 17?
+set fmri(conmask15_17) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 18?
+set fmri(conmask15_18) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 1?
+set fmri(conmask16_1) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 2?
+set fmri(conmask16_2) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 3?
+set fmri(conmask16_3) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 4?
+set fmri(conmask16_4) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 5?
+set fmri(conmask16_5) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 6?
+set fmri(conmask16_6) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 7?
+set fmri(conmask16_7) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 8?
+set fmri(conmask16_8) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 9?
+set fmri(conmask16_9) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 10?
+set fmri(conmask16_10) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 11?
+set fmri(conmask16_11) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 12?
+set fmri(conmask16_12) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 13?
+set fmri(conmask16_13) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 14?
+set fmri(conmask16_14) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 15?
+set fmri(conmask16_15) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 17?
+set fmri(conmask16_17) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 18?
+set fmri(conmask16_18) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 1?
+set fmri(conmask17_1) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 2?
+set fmri(conmask17_2) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 3?
+set fmri(conmask17_3) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 4?
+set fmri(conmask17_4) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 5?
+set fmri(conmask17_5) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 6?
+set fmri(conmask17_6) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 7?
+set fmri(conmask17_7) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 8?
+set fmri(conmask17_8) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 9?
+set fmri(conmask17_9) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 10?
+set fmri(conmask17_10) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 11?
+set fmri(conmask17_11) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 12?
+set fmri(conmask17_12) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 13?
+set fmri(conmask17_13) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 14?
+set fmri(conmask17_14) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 15?
+set fmri(conmask17_15) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 16?
+set fmri(conmask17_16) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 18?
+set fmri(conmask17_18) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 1?
+set fmri(conmask18_1) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 2?
+set fmri(conmask18_2) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 3?
+set fmri(conmask18_3) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 4?
+set fmri(conmask18_4) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 5?
+set fmri(conmask18_5) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 6?
+set fmri(conmask18_6) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 7?
+set fmri(conmask18_7) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 8?
+set fmri(conmask18_8) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 9?
+set fmri(conmask18_9) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 10?
+set fmri(conmask18_10) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 11?
+set fmri(conmask18_11) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 12?
+set fmri(conmask18_12) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 13?
+set fmri(conmask18_13) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 14?
+set fmri(conmask18_14) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 15?
+set fmri(conmask18_15) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 16?
+set fmri(conmask18_16) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 17?
+set fmri(conmask18_17) 0
+
+# Do contrast masking at all?
+set fmri(conmask1_1) 0
+
+##########################################################
+# Now options that don't appear in the GUI
+
+# Alternative (to BETting) mask image
+set fmri(alternative_mask) ""
+
+# Initial structural space registration initialisation transform
+set fmri(init_initial_highres) ""
+
+# Structural space registration initialisation transform
+set fmri(init_highres) ""
+
+# Standard space registration initialisation transform
+set fmri(init_standard) ""
+
+# For full FEAT analysis: overwrite existing .feat output dir?
+set fmri(overwrite_yn) 0
diff --git a/glm/fsf_templates/1st_level.mat b/glm/fsf_templates/1st_level.mat
new file mode 100644
index 0000000..b9f0abd
--- /dev/null
+++ b/glm/fsf_templates/1st_level.mat
@@ -0,0 +1,306 @@
+/NumWaves 52
+/NumPoints 301
+/PPheights 3.246291e-01 2.236762e-01 3.372449e-01 2.237374e-01 3.277214e-01 2.108909e-01 3.361612e-01 2.133993e-01 3.358634e-01 2.250817e-01 3.560911e-01 2.222742e-01 3.632008e-01 2.296617e-01 3.828568e-01 2.398803e-01 2.382563e-01 1.540197e-01 3.365086e-01 2.254669e-01 3.373072e-01 2.087591e-01 3.444182e-01 2.230470e-01 9.593891e-01 5.410565e-01 1.358619e-01 2.913360e-02 1.612316e-02 2.674795e-04 1.338927e-01 2.273549e-01 1.258458e-02 1.762992e-02 2.590486e-01 1.788687e-01 3.088371e-02 9.412260e-03 2.796279e-03 3.173988e-03 3.742445e-06 3.061905e-06 3.572708e-03 1.474390e-03 9.480672e-06 1.061209e-06 2.680359e-03 1.057950e-03 5.303164e-06 5.746398e-07 1.489620e+02 4.385939e+01
+
+/Matrix
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diff --git a/glm/fsf_templates/1st_level.png b/glm/fsf_templates/1st_level.png
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diff --git a/glm/fsf_templates/1st_level.ppm b/glm/fsf_templates/1st_level.ppm
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new file mode 100644
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+1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
+3.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 3.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 3.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
+-1.000000e+00 0.000000e+00 3.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 3.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 3.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 -1.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
diff --git a/glm/fsf_templates/1st_level/Tests/myftf.frf b/glm/fsf_templates/1st_level/Tests/myftf.frf
new file mode 100644
index 0000000..4bdc00e
--- /dev/null
+++ b/glm/fsf_templates/1st_level/Tests/myftf.frf
@@ -0,0 +1,52 @@
+1
+1
+2
+2
+3
+3
+4
+4
+5
+5
+6
+6
+7
+7
+8
+8
+9
+9
+10
+10
+11
+11
+12
+12
+13
+13
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
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diff --git a/glm/fsf_templates/1st_level/Tests/myftf.fsf b/glm/fsf_templates/1st_level/Tests/myftf.fsf
new file mode 100644
index 0000000..2d0bbaa
--- /dev/null
+++ b/glm/fsf_templates/1st_level/Tests/myftf.fsf
@@ -0,0 +1,4553 @@
+
+# FEAT version number
+set fmri(version) 6.00
+
+# Are we in MELODIC?
+set fmri(inmelodic) 0
+
+# Analysis level
+# 1 : First-level analysis
+# 2 : Higher-level analysis
+set fmri(level) 1
+
+# Which stages to run
+# 0 : No first-level analysis (registration and/or group stats only)
+# 7 : Full first-level analysis
+# 1 : Pre-processing
+# 2 : Statistics
+set fmri(analysis) 7
+
+# Use relative filenames
+set fmri(relative_yn) 0
+
+# Balloon help
+set fmri(help_yn) 1
+
+# Run Featwatcher
+set fmri(featwatcher_yn) 0
+
+# Cleanup first-level standard-space images
+set fmri(sscleanup_yn) 0
+
+# Output directory
+set fmri(outputdir) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/fslFeat/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_analysis-1stPutativeNCC_space-MNI152NLin2009cAsym.feat"
+
+# TR(s)
+set fmri(tr) 1.500000
+
+# Total volumes
+set fmri(npts) 304
+
+# Delete volumes
+set fmri(ndelete) 3
+
+# Perfusion tag/control order
+set fmri(tagfirst) 1
+
+# Number of first-level analyses
+set fmri(multiple) 1
+
+# Higher-level input type
+# 1 : Inputs are lower-level FEAT directories
+# 2 : Inputs are cope images from FEAT directories
+set fmri(inputtype) 2
+
+# Carry out pre-stats processing?
+set fmri(filtering_yn) 1
+
+# Brain/background threshold, %
+set fmri(brain_thresh) 10
+
+# Critical z for design efficiency calculation
+set fmri(critical_z) 5.3
+
+# Noise level
+set fmri(noise) 0.66
+
+# Noise AR(1)
+set fmri(noisear) 0.34
+
+# Motion correction
+# 0 : None
+# 1 : MCFLIRT
+set fmri(mc) 0
+
+# Spin-history (currently obsolete)
+set fmri(sh_yn) 0
+
+# B0 fieldmap unwarping?
+set fmri(regunwarp_yn) 0
+
+# GDC Test
+set fmri(gdc) ""
+
+# EPI dwell time (ms)
+set fmri(dwell) 0.0
+
+# EPI TE (ms)
+set fmri(te) 0.0
+
+# % Signal loss threshold
+set fmri(signallossthresh) 10
+
+# Unwarp direction
+set fmri(unwarp_dir) y-
+
+# Slice timing correction
+# 0 : None
+# 1 : Regular up (0, 1, 2, 3, ...)
+# 2 : Regular down
+# 3 : Use slice order file
+# 4 : Use slice timings file
+# 5 : Interleaved (0, 2, 4 ... 1, 3, 5 ... )
+set fmri(st) 0
+
+# Slice timings file
+set fmri(st_file) ""
+
+# BET brain extraction
+set fmri(bet_yn) 1
+
+# Spatial smoothing FWHM (mm)
+set fmri(smooth) 5
+
+# Intensity normalization
+set fmri(norm_yn) 0
+
+# Perfusion subtraction
+set fmri(perfsub_yn) 0
+
+# Highpass temporal filtering
+set fmri(temphp_yn) 1
+
+# Lowpass temporal filtering
+set fmri(templp_yn) 0
+
+# MELODIC ICA data exploration
+set fmri(melodic_yn) 0
+
+# Carry out main stats?
+set fmri(stats_yn) 1
+
+# Carry out prewhitening?
+set fmri(prewhiten_yn) 1
+
+# Add motion parameters to model
+# 0 : No
+# 1 : Yes
+set fmri(motionevs) 0
+set fmri(motionevsbeta) ""
+set fmri(scriptevsbeta) ""
+
+# Robust outlier detection in FLAME?
+set fmri(robust_yn) 0
+
+# Higher-level modelling
+# 3 : Fixed effects
+# 0 : Mixed Effects: Simple OLS
+# 2 : Mixed Effects: FLAME 1
+# 1 : Mixed Effects: FLAME 1+2
+set fmri(mixed_yn) 2
+
+# Higher-level permutations
+set fmri(randomisePermutations) 5000
+
+# Number of EVs
+set fmri(evs_orig) 13
+set fmri(evs_real) 26
+set fmri(evs_vox) 0
+
+# Number of contrasts
+set fmri(ncon_orig) 18
+set fmri(ncon_real) 18
+
+# Number of F-tests
+set fmri(nftests_orig) 0
+set fmri(nftests_real) 0
+
+# Add constant column to design matrix? (obsolete)
+set fmri(constcol) 0
+
+# Carry out post-stats steps?
+set fmri(poststats_yn) 1
+
+# Pre-threshold masking?
+set fmri(threshmask) ""
+
+# Thresholding
+# 0 : None
+# 1 : Uncorrected
+# 2 : Voxel
+# 3 : Cluster
+set fmri(thresh) 3
+
+# P threshold
+set fmri(prob_thresh) 0.05
+
+# Z threshold
+set fmri(z_thresh) 3.1
+
+# Z min/max for colour rendering
+# 0 : Use actual Z min/max
+# 1 : Use preset Z min/max
+set fmri(zdisplay) 0
+
+# Z min in colour rendering
+set fmri(zmin) 2
+
+# Z max in colour rendering
+set fmri(zmax) 8
+
+# Colour rendering type
+# 0 : Solid blobs
+# 1 : Transparent blobs
+set fmri(rendertype) 1
+
+# Background image for higher-level stats overlays
+# 1 : Mean highres
+# 2 : First highres
+# 3 : Mean functional
+# 4 : First functional
+# 5 : Standard space template
+set fmri(bgimage) 1
+
+# Create time series plots
+set fmri(tsplot_yn) 1
+
+# Registration to initial structural
+set fmri(reginitial_highres_yn) 0
+
+# Search space for registration to initial structural
+# 0 : No search
+# 90 : Normal search
+# 180 : Full search
+set fmri(reginitial_highres_search) 90
+
+# Degrees of Freedom for registration to initial structural
+set fmri(reginitial_highres_dof) 3
+
+# Registration to main structural
+set fmri(reghighres_yn) 0
+
+# Search space for registration to main structural
+# 0 : No search
+# 90 : Normal search
+# 180 : Full search
+set fmri(reghighres_search) 90
+
+# Degrees of Freedom for registration to main structural
+set fmri(reghighres_dof) BBR
+
+# Registration to standard image?
+set fmri(regstandard_yn) 1
+
+# Use alternate reference images?
+set fmri(alternateReference_yn) 0
+
+# Standard image
+set fmri(regstandard) "/hpc/shared/EasyBuild/apps/FSL/6.0.2-foss-2019a-Python-3.7.2/fsl/data/standard/MNI152_T1_2mm_brain"
+
+# Search space for registration to standard space
+# 0 : No search
+# 90 : Normal search
+# 180 : Full search
+set fmri(regstandard_search) 90
+
+# Degrees of Freedom for registration to standard space
+set fmri(regstandard_dof) 6
+
+# Do nonlinear registration from structural to standard space?
+set fmri(regstandard_nonlinear_yn) 0
+
+# Control nonlinear warp field resolution
+set fmri(regstandard_nonlinear_warpres) 10
+
+# High pass filter cutoff
+set fmri(paradigm_hp) 128
+
+# Total voxels
+set fmri(totalVoxels) 326078304
+
+
+# Number of lower-level copes feeding into higher-level analysis
+set fmri(ncopeinputs) 0
+
+# 4D AVW data or FEAT directory (1)
+set feat_files(1) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/fmriprep/sub-SC101/ses-V1/func/sub-SC101_ses-V1_task-Dur_run-1_space-MNI152NLin2009cAsym_desc-preproc_bold"
+
+# Add confound EVs text file
+set fmri(confoundevs) 1
+
+# Confound EVs text file for analysis 1
+set confoundev_files(1) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/confound_event_files/sub-SC101_ses-V1_task-Dur_run-1_confounds.txt"
+
+# EV 1 title
+set fmri(evtitle1) "tar_face"
+
+# Basic waveform shape (EV 1)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape1) 3
+
+# Convolution (EV 1)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve1) 3
+
+# Convolve phase (EV 1)
+set fmri(convolve_phase1) 0
+
+# Apply temporal filtering (EV 1)
+set fmri(tempfilt_yn1) 1
+
+# Add temporal derivative (EV 1)
+set fmri(deriv_yn1) 1
+
+# Custom EV file (EV 1)
+set fmri(custom1) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_target_face_EV.txt"
+
+# Orthogonalise EV 1 wrt EV 0
+set fmri(ortho1.0) 0
+
+# Orthogonalise EV 1 wrt EV 1
+set fmri(ortho1.1) 0
+
+# Orthogonalise EV 1 wrt EV 2
+set fmri(ortho1.2) 0
+
+# Orthogonalise EV 1 wrt EV 3
+set fmri(ortho1.3) 0
+
+# Orthogonalise EV 1 wrt EV 4
+set fmri(ortho1.4) 0
+
+# Orthogonalise EV 1 wrt EV 5
+set fmri(ortho1.5) 0
+
+# Orthogonalise EV 1 wrt EV 6
+set fmri(ortho1.6) 0
+
+# Orthogonalise EV 1 wrt EV 7
+set fmri(ortho1.7) 0
+
+# Orthogonalise EV 1 wrt EV 8
+set fmri(ortho1.8) 0
+
+# Orthogonalise EV 1 wrt EV 9
+set fmri(ortho1.9) 0
+
+# Orthogonalise EV 1 wrt EV 10
+set fmri(ortho1.10) 0
+
+# Orthogonalise EV 1 wrt EV 11
+set fmri(ortho1.11) 0
+
+# Orthogonalise EV 1 wrt EV 12
+set fmri(ortho1.12) 0
+
+# Orthogonalise EV 1 wrt EV 13
+set fmri(ortho1.13) 0
+
+# EV 2 title
+set fmri(evtitle2) "tar_object"
+
+# Basic waveform shape (EV 2)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape2) 3
+
+# Convolution (EV 2)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve2) 3
+
+# Convolve phase (EV 2)
+set fmri(convolve_phase2) 0
+
+# Apply temporal filtering (EV 2)
+set fmri(tempfilt_yn2) 1
+
+# Add temporal derivative (EV 2)
+set fmri(deriv_yn2) 1
+
+# Custom EV file (EV 2)
+set fmri(custom2) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_target_object_EV.txt"
+
+# Orthogonalise EV 2 wrt EV 0
+set fmri(ortho2.0) 0
+
+# Orthogonalise EV 2 wrt EV 1
+set fmri(ortho2.1) 0
+
+# Orthogonalise EV 2 wrt EV 2
+set fmri(ortho2.2) 0
+
+# Orthogonalise EV 2 wrt EV 3
+set fmri(ortho2.3) 0
+
+# Orthogonalise EV 2 wrt EV 4
+set fmri(ortho2.4) 0
+
+# Orthogonalise EV 2 wrt EV 5
+set fmri(ortho2.5) 0
+
+# Orthogonalise EV 2 wrt EV 6
+set fmri(ortho2.6) 0
+
+# Orthogonalise EV 2 wrt EV 7
+set fmri(ortho2.7) 0
+
+# Orthogonalise EV 2 wrt EV 8
+set fmri(ortho2.8) 0
+
+# Orthogonalise EV 2 wrt EV 9
+set fmri(ortho2.9) 0
+
+# Orthogonalise EV 2 wrt EV 10
+set fmri(ortho2.10) 0
+
+# Orthogonalise EV 2 wrt EV 11
+set fmri(ortho2.11) 0
+
+# Orthogonalise EV 2 wrt EV 12
+set fmri(ortho2.12) 0
+
+# Orthogonalise EV 2 wrt EV 13
+set fmri(ortho2.13) 0
+
+# EV 3 title
+set fmri(evtitle3) "tar_letter"
+
+# Basic waveform shape (EV 3)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape3) 3
+
+# Convolution (EV 3)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve3) 3
+
+# Convolve phase (EV 3)
+set fmri(convolve_phase3) 0
+
+# Apply temporal filtering (EV 3)
+set fmri(tempfilt_yn3) 1
+
+# Add temporal derivative (EV 3)
+set fmri(deriv_yn3) 1
+
+# Custom EV file (EV 3)
+set fmri(custom3) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_target_letter_EV.txt"
+
+# Orthogonalise EV 3 wrt EV 0
+set fmri(ortho3.0) 0
+
+# Orthogonalise EV 3 wrt EV 1
+set fmri(ortho3.1) 0
+
+# Orthogonalise EV 3 wrt EV 2
+set fmri(ortho3.2) 0
+
+# Orthogonalise EV 3 wrt EV 3
+set fmri(ortho3.3) 0
+
+# Orthogonalise EV 3 wrt EV 4
+set fmri(ortho3.4) 0
+
+# Orthogonalise EV 3 wrt EV 5
+set fmri(ortho3.5) 0
+
+# Orthogonalise EV 3 wrt EV 6
+set fmri(ortho3.6) 0
+
+# Orthogonalise EV 3 wrt EV 7
+set fmri(ortho3.7) 0
+
+# Orthogonalise EV 3 wrt EV 8
+set fmri(ortho3.8) 0
+
+# Orthogonalise EV 3 wrt EV 9
+set fmri(ortho3.9) 0
+
+# Orthogonalise EV 3 wrt EV 10
+set fmri(ortho3.10) 0
+
+# Orthogonalise EV 3 wrt EV 11
+set fmri(ortho3.11) 0
+
+# Orthogonalise EV 3 wrt EV 12
+set fmri(ortho3.12) 0
+
+# Orthogonalise EV 3 wrt EV 13
+set fmri(ortho3.13) 0
+
+# EV 4 title
+set fmri(evtitle4) "tar_falseFont"
+
+# Basic waveform shape (EV 4)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape4) 3
+
+# Convolution (EV 4)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve4) 3
+
+# Convolve phase (EV 4)
+set fmri(convolve_phase4) 0
+
+# Apply temporal filtering (EV 4)
+set fmri(tempfilt_yn4) 1
+
+# Add temporal derivative (EV 4)
+set fmri(deriv_yn4) 1
+
+# Custom EV file (EV 4)
+set fmri(custom4) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_target_falseFont_EV.txt"
+
+# Orthogonalise EV 4 wrt EV 0
+set fmri(ortho4.0) 0
+
+# Orthogonalise EV 4 wrt EV 1
+set fmri(ortho4.1) 0
+
+# Orthogonalise EV 4 wrt EV 2
+set fmri(ortho4.2) 0
+
+# Orthogonalise EV 4 wrt EV 3
+set fmri(ortho4.3) 0
+
+# Orthogonalise EV 4 wrt EV 4
+set fmri(ortho4.4) 0
+
+# Orthogonalise EV 4 wrt EV 5
+set fmri(ortho4.5) 0
+
+# Orthogonalise EV 4 wrt EV 6
+set fmri(ortho4.6) 0
+
+# Orthogonalise EV 4 wrt EV 7
+set fmri(ortho4.7) 0
+
+# Orthogonalise EV 4 wrt EV 8
+set fmri(ortho4.8) 0
+
+# Orthogonalise EV 4 wrt EV 9
+set fmri(ortho4.9) 0
+
+# Orthogonalise EV 4 wrt EV 10
+set fmri(ortho4.10) 0
+
+# Orthogonalise EV 4 wrt EV 11
+set fmri(ortho4.11) 0
+
+# Orthogonalise EV 4 wrt EV 12
+set fmri(ortho4.12) 0
+
+# Orthogonalise EV 4 wrt EV 13
+set fmri(ortho4.13) 0
+
+# EV 5 title
+set fmri(evtitle5) "rel_face"
+
+# Basic waveform shape (EV 5)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape5) 3
+
+# Convolution (EV 5)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve5) 3
+
+# Convolve phase (EV 5)
+set fmri(convolve_phase5) 0
+
+# Apply temporal filtering (EV 5)
+set fmri(tempfilt_yn5) 1
+
+# Add temporal derivative (EV 5)
+set fmri(deriv_yn5) 1
+
+# Custom EV file (EV 5)
+set fmri(custom5) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_relevant_face_EV.txt"
+
+# Orthogonalise EV 5 wrt EV 0
+set fmri(ortho5.0) 0
+
+# Orthogonalise EV 5 wrt EV 1
+set fmri(ortho5.1) 0
+
+# Orthogonalise EV 5 wrt EV 2
+set fmri(ortho5.2) 0
+
+# Orthogonalise EV 5 wrt EV 3
+set fmri(ortho5.3) 0
+
+# Orthogonalise EV 5 wrt EV 4
+set fmri(ortho5.4) 0
+
+# Orthogonalise EV 5 wrt EV 5
+set fmri(ortho5.5) 0
+
+# Orthogonalise EV 5 wrt EV 6
+set fmri(ortho5.6) 0
+
+# Orthogonalise EV 5 wrt EV 7
+set fmri(ortho5.7) 0
+
+# Orthogonalise EV 5 wrt EV 8
+set fmri(ortho5.8) 0
+
+# Orthogonalise EV 5 wrt EV 9
+set fmri(ortho5.9) 0
+
+# Orthogonalise EV 5 wrt EV 10
+set fmri(ortho5.10) 0
+
+# Orthogonalise EV 5 wrt EV 11
+set fmri(ortho5.11) 0
+
+# Orthogonalise EV 5 wrt EV 12
+set fmri(ortho5.12) 0
+
+# Orthogonalise EV 5 wrt EV 13
+set fmri(ortho5.13) 0
+
+# EV 6 title
+set fmri(evtitle6) "rel_object"
+
+# Basic waveform shape (EV 6)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape6) 3
+
+# Convolution (EV 6)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve6) 3
+
+# Convolve phase (EV 6)
+set fmri(convolve_phase6) 0
+
+# Apply temporal filtering (EV 6)
+set fmri(tempfilt_yn6) 1
+
+# Add temporal derivative (EV 6)
+set fmri(deriv_yn6) 1
+
+# Custom EV file (EV 6)
+set fmri(custom6) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_relevant_object_EV.txt"
+
+# Orthogonalise EV 6 wrt EV 0
+set fmri(ortho6.0) 0
+
+# Orthogonalise EV 6 wrt EV 1
+set fmri(ortho6.1) 0
+
+# Orthogonalise EV 6 wrt EV 2
+set fmri(ortho6.2) 0
+
+# Orthogonalise EV 6 wrt EV 3
+set fmri(ortho6.3) 0
+
+# Orthogonalise EV 6 wrt EV 4
+set fmri(ortho6.4) 0
+
+# Orthogonalise EV 6 wrt EV 5
+set fmri(ortho6.5) 0
+
+# Orthogonalise EV 6 wrt EV 6
+set fmri(ortho6.6) 0
+
+# Orthogonalise EV 6 wrt EV 7
+set fmri(ortho6.7) 0
+
+# Orthogonalise EV 6 wrt EV 8
+set fmri(ortho6.8) 0
+
+# Orthogonalise EV 6 wrt EV 9
+set fmri(ortho6.9) 0
+
+# Orthogonalise EV 6 wrt EV 10
+set fmri(ortho6.10) 0
+
+# Orthogonalise EV 6 wrt EV 11
+set fmri(ortho6.11) 0
+
+# Orthogonalise EV 6 wrt EV 12
+set fmri(ortho6.12) 0
+
+# Orthogonalise EV 6 wrt EV 13
+set fmri(ortho6.13) 0
+
+# EV 7 title
+set fmri(evtitle7) "rel_letter"
+
+# Basic waveform shape (EV 7)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape7) 3
+
+# Convolution (EV 7)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve7) 3
+
+# Convolve phase (EV 7)
+set fmri(convolve_phase7) 0
+
+# Apply temporal filtering (EV 7)
+set fmri(tempfilt_yn7) 1
+
+# Add temporal derivative (EV 7)
+set fmri(deriv_yn7) 1
+
+# Custom EV file (EV 7)
+set fmri(custom7) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_relevant_letter_EV.txt"
+
+# Orthogonalise EV 7 wrt EV 0
+set fmri(ortho7.0) 0
+
+# Orthogonalise EV 7 wrt EV 1
+set fmri(ortho7.1) 0
+
+# Orthogonalise EV 7 wrt EV 2
+set fmri(ortho7.2) 0
+
+# Orthogonalise EV 7 wrt EV 3
+set fmri(ortho7.3) 0
+
+# Orthogonalise EV 7 wrt EV 4
+set fmri(ortho7.4) 0
+
+# Orthogonalise EV 7 wrt EV 5
+set fmri(ortho7.5) 0
+
+# Orthogonalise EV 7 wrt EV 6
+set fmri(ortho7.6) 0
+
+# Orthogonalise EV 7 wrt EV 7
+set fmri(ortho7.7) 0
+
+# Orthogonalise EV 7 wrt EV 8
+set fmri(ortho7.8) 0
+
+# Orthogonalise EV 7 wrt EV 9
+set fmri(ortho7.9) 0
+
+# Orthogonalise EV 7 wrt EV 10
+set fmri(ortho7.10) 0
+
+# Orthogonalise EV 7 wrt EV 11
+set fmri(ortho7.11) 0
+
+# Orthogonalise EV 7 wrt EV 12
+set fmri(ortho7.12) 0
+
+# Orthogonalise EV 7 wrt EV 13
+set fmri(ortho7.13) 0
+
+# EV 8 title
+set fmri(evtitle8) "rel_falseFont"
+
+# Basic waveform shape (EV 8)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape8) 3
+
+# Convolution (EV 8)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve8) 3
+
+# Convolve phase (EV 8)
+set fmri(convolve_phase8) 0
+
+# Apply temporal filtering (EV 8)
+set fmri(tempfilt_yn8) 1
+
+# Add temporal derivative (EV 8)
+set fmri(deriv_yn8) 1
+
+# Custom EV file (EV 8)
+set fmri(custom8) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_relevant_falseFont_EV.txt"
+
+# Orthogonalise EV 8 wrt EV 0
+set fmri(ortho8.0) 0
+
+# Orthogonalise EV 8 wrt EV 1
+set fmri(ortho8.1) 0
+
+# Orthogonalise EV 8 wrt EV 2
+set fmri(ortho8.2) 0
+
+# Orthogonalise EV 8 wrt EV 3
+set fmri(ortho8.3) 0
+
+# Orthogonalise EV 8 wrt EV 4
+set fmri(ortho8.4) 0
+
+# Orthogonalise EV 8 wrt EV 5
+set fmri(ortho8.5) 0
+
+# Orthogonalise EV 8 wrt EV 6
+set fmri(ortho8.6) 0
+
+# Orthogonalise EV 8 wrt EV 7
+set fmri(ortho8.7) 0
+
+# Orthogonalise EV 8 wrt EV 8
+set fmri(ortho8.8) 0
+
+# Orthogonalise EV 8 wrt EV 9
+set fmri(ortho8.9) 0
+
+# Orthogonalise EV 8 wrt EV 10
+set fmri(ortho8.10) 0
+
+# Orthogonalise EV 8 wrt EV 11
+set fmri(ortho8.11) 0
+
+# Orthogonalise EV 8 wrt EV 12
+set fmri(ortho8.12) 0
+
+# Orthogonalise EV 8 wrt EV 13
+set fmri(ortho8.13) 0
+
+# EV 9 title
+set fmri(evtitle9) "irrel_face"
+
+# Basic waveform shape (EV 9)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape9) 3
+
+# Convolution (EV 9)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve9) 3
+
+# Convolve phase (EV 9)
+set fmri(convolve_phase9) 0
+
+# Apply temporal filtering (EV 9)
+set fmri(tempfilt_yn9) 1
+
+# Add temporal derivative (EV 9)
+set fmri(deriv_yn9) 1
+
+# Custom EV file (EV 9)
+set fmri(custom9) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_irrelevant_face_EV.txt"
+
+# Orthogonalise EV 9 wrt EV 0
+set fmri(ortho9.0) 0
+
+# Orthogonalise EV 9 wrt EV 1
+set fmri(ortho9.1) 0
+
+# Orthogonalise EV 9 wrt EV 2
+set fmri(ortho9.2) 0
+
+# Orthogonalise EV 9 wrt EV 3
+set fmri(ortho9.3) 0
+
+# Orthogonalise EV 9 wrt EV 4
+set fmri(ortho9.4) 0
+
+# Orthogonalise EV 9 wrt EV 5
+set fmri(ortho9.5) 0
+
+# Orthogonalise EV 9 wrt EV 6
+set fmri(ortho9.6) 0
+
+# Orthogonalise EV 9 wrt EV 7
+set fmri(ortho9.7) 0
+
+# Orthogonalise EV 9 wrt EV 8
+set fmri(ortho9.8) 0
+
+# Orthogonalise EV 9 wrt EV 9
+set fmri(ortho9.9) 0
+
+# Orthogonalise EV 9 wrt EV 10
+set fmri(ortho9.10) 0
+
+# Orthogonalise EV 9 wrt EV 11
+set fmri(ortho9.11) 0
+
+# Orthogonalise EV 9 wrt EV 12
+set fmri(ortho9.12) 0
+
+# Orthogonalise EV 9 wrt EV 13
+set fmri(ortho9.13) 0
+
+# EV 10 title
+set fmri(evtitle10) "irrel_object"
+
+# Basic waveform shape (EV 10)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape10) 3
+
+# Convolution (EV 10)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve10) 3
+
+# Convolve phase (EV 10)
+set fmri(convolve_phase10) 0
+
+# Apply temporal filtering (EV 10)
+set fmri(tempfilt_yn10) 1
+
+# Add temporal derivative (EV 10)
+set fmri(deriv_yn10) 1
+
+# Custom EV file (EV 10)
+set fmri(custom10) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_irrelevant_object_EV.txt"
+
+# Orthogonalise EV 10 wrt EV 0
+set fmri(ortho10.0) 0
+
+# Orthogonalise EV 10 wrt EV 1
+set fmri(ortho10.1) 0
+
+# Orthogonalise EV 10 wrt EV 2
+set fmri(ortho10.2) 0
+
+# Orthogonalise EV 10 wrt EV 3
+set fmri(ortho10.3) 0
+
+# Orthogonalise EV 10 wrt EV 4
+set fmri(ortho10.4) 0
+
+# Orthogonalise EV 10 wrt EV 5
+set fmri(ortho10.5) 0
+
+# Orthogonalise EV 10 wrt EV 6
+set fmri(ortho10.6) 0
+
+# Orthogonalise EV 10 wrt EV 7
+set fmri(ortho10.7) 0
+
+# Orthogonalise EV 10 wrt EV 8
+set fmri(ortho10.8) 0
+
+# Orthogonalise EV 10 wrt EV 9
+set fmri(ortho10.9) 0
+
+# Orthogonalise EV 10 wrt EV 10
+set fmri(ortho10.10) 0
+
+# Orthogonalise EV 10 wrt EV 11
+set fmri(ortho10.11) 0
+
+# Orthogonalise EV 10 wrt EV 12
+set fmri(ortho10.12) 0
+
+# Orthogonalise EV 10 wrt EV 13
+set fmri(ortho10.13) 0
+
+# EV 11 title
+set fmri(evtitle11) "irrel_letter"
+
+# Basic waveform shape (EV 11)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape11) 3
+
+# Convolution (EV 11)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve11) 3
+
+# Convolve phase (EV 11)
+set fmri(convolve_phase11) 0
+
+# Apply temporal filtering (EV 11)
+set fmri(tempfilt_yn11) 1
+
+# Add temporal derivative (EV 11)
+set fmri(deriv_yn11) 1
+
+# Custom EV file (EV 11)
+set fmri(custom11) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_irrelevant_letter_EV.txt"
+
+# Orthogonalise EV 11 wrt EV 0
+set fmri(ortho11.0) 0
+
+# Orthogonalise EV 11 wrt EV 1
+set fmri(ortho11.1) 0
+
+# Orthogonalise EV 11 wrt EV 2
+set fmri(ortho11.2) 0
+
+# Orthogonalise EV 11 wrt EV 3
+set fmri(ortho11.3) 0
+
+# Orthogonalise EV 11 wrt EV 4
+set fmri(ortho11.4) 0
+
+# Orthogonalise EV 11 wrt EV 5
+set fmri(ortho11.5) 0
+
+# Orthogonalise EV 11 wrt EV 6
+set fmri(ortho11.6) 0
+
+# Orthogonalise EV 11 wrt EV 7
+set fmri(ortho11.7) 0
+
+# Orthogonalise EV 11 wrt EV 8
+set fmri(ortho11.8) 0
+
+# Orthogonalise EV 11 wrt EV 9
+set fmri(ortho11.9) 0
+
+# Orthogonalise EV 11 wrt EV 10
+set fmri(ortho11.10) 0
+
+# Orthogonalise EV 11 wrt EV 11
+set fmri(ortho11.11) 0
+
+# Orthogonalise EV 11 wrt EV 12
+set fmri(ortho11.12) 0
+
+# Orthogonalise EV 11 wrt EV 13
+set fmri(ortho11.13) 0
+
+# EV 12 title
+set fmri(evtitle12) "irrel_falseFont"
+
+# Basic waveform shape (EV 12)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape12) 3
+
+# Convolution (EV 12)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve12) 3
+
+# Convolve phase (EV 12)
+set fmri(convolve_phase12) 0
+
+# Apply temporal filtering (EV 12)
+set fmri(tempfilt_yn12) 1
+
+# Add temporal derivative (EV 12)
+set fmri(deriv_yn12) 1
+
+# Custom EV file (EV 12)
+set fmri(custom12) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_irrelevant_falseFont_EV.txt"
+
+# Orthogonalise EV 12 wrt EV 0
+set fmri(ortho12.0) 0
+
+# Orthogonalise EV 12 wrt EV 1
+set fmri(ortho12.1) 0
+
+# Orthogonalise EV 12 wrt EV 2
+set fmri(ortho12.2) 0
+
+# Orthogonalise EV 12 wrt EV 3
+set fmri(ortho12.3) 0
+
+# Orthogonalise EV 12 wrt EV 4
+set fmri(ortho12.4) 0
+
+# Orthogonalise EV 12 wrt EV 5
+set fmri(ortho12.5) 0
+
+# Orthogonalise EV 12 wrt EV 6
+set fmri(ortho12.6) 0
+
+# Orthogonalise EV 12 wrt EV 7
+set fmri(ortho12.7) 0
+
+# Orthogonalise EV 12 wrt EV 8
+set fmri(ortho12.8) 0
+
+# Orthogonalise EV 12 wrt EV 9
+set fmri(ortho12.9) 0
+
+# Orthogonalise EV 12 wrt EV 10
+set fmri(ortho12.10) 0
+
+# Orthogonalise EV 12 wrt EV 11
+set fmri(ortho12.11) 0
+
+# Orthogonalise EV 12 wrt EV 12
+set fmri(ortho12.12) 0
+
+# Orthogonalise EV 12 wrt EV 13
+set fmri(ortho12.13) 0
+
+# EV 13 title
+set fmri(evtitle13) "target_screen"
+
+# Basic waveform shape (EV 13)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape13) 3
+
+# Convolution (EV 13)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve13) 3
+
+# Convolve phase (EV 13)
+set fmri(convolve_phase13) 0
+
+# Apply temporal filtering (EV 13)
+set fmri(tempfilt_yn13) 1
+
+# Add temporal derivative (EV 13)
+set fmri(deriv_yn13) 1
+
+# Custom EV file (EV 13)
+set fmri(custom13) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_targetScreen_EV.txt"
+
+# Orthogonalise EV 13 wrt EV 0
+set fmri(ortho13.0) 0
+
+# Orthogonalise EV 13 wrt EV 1
+set fmri(ortho13.1) 0
+
+# Orthogonalise EV 13 wrt EV 2
+set fmri(ortho13.2) 0
+
+# Orthogonalise EV 13 wrt EV 3
+set fmri(ortho13.3) 0
+
+# Orthogonalise EV 13 wrt EV 4
+set fmri(ortho13.4) 0
+
+# Orthogonalise EV 13 wrt EV 5
+set fmri(ortho13.5) 0
+
+# Orthogonalise EV 13 wrt EV 6
+set fmri(ortho13.6) 0
+
+# Orthogonalise EV 13 wrt EV 7
+set fmri(ortho13.7) 0
+
+# Orthogonalise EV 13 wrt EV 8
+set fmri(ortho13.8) 0
+
+# Orthogonalise EV 13 wrt EV 9
+set fmri(ortho13.9) 0
+
+# Orthogonalise EV 13 wrt EV 10
+set fmri(ortho13.10) 0
+
+# Orthogonalise EV 13 wrt EV 11
+set fmri(ortho13.11) 0
+
+# Orthogonalise EV 13 wrt EV 12
+set fmri(ortho13.12) 0
+
+# Orthogonalise EV 13 wrt EV 13
+set fmri(ortho13.13) 0
+
+# Contrast & F-tests mode
+# real : control real EVs
+# orig : control original EVs
+set fmri(con_mode_old) orig
+set fmri(con_mode) orig
+
+# Display images for contrast_real 1
+set fmri(conpic_real.1) 1
+
+# Title for contrast_real 1
+set fmri(conname_real.1) "TarFace"
+
+# Real contrast_real vector 1 element 1
+set fmri(con_real1.1) 1.0
+
+# Real contrast_real vector 1 element 2
+set fmri(con_real1.2) 0
+
+# Real contrast_real vector 1 element 3
+set fmri(con_real1.3) 0
+
+# Real contrast_real vector 1 element 4
+set fmri(con_real1.4) 0
+
+# Real contrast_real vector 1 element 5
+set fmri(con_real1.5) 0
+
+# Real contrast_real vector 1 element 6
+set fmri(con_real1.6) 0
+
+# Real contrast_real vector 1 element 7
+set fmri(con_real1.7) 0
+
+# Real contrast_real vector 1 element 8
+set fmri(con_real1.8) 0
+
+# Real contrast_real vector 1 element 9
+set fmri(con_real1.9) 0
+
+# Real contrast_real vector 1 element 10
+set fmri(con_real1.10) 0
+
+# Real contrast_real vector 1 element 11
+set fmri(con_real1.11) 0
+
+# Real contrast_real vector 1 element 12
+set fmri(con_real1.12) 0
+
+# Real contrast_real vector 1 element 13
+set fmri(con_real1.13) 0
+
+# Real contrast_real vector 1 element 14
+set fmri(con_real1.14) 0
+
+# Real contrast_real vector 1 element 15
+set fmri(con_real1.15) 0
+
+# Real contrast_real vector 1 element 16
+set fmri(con_real1.16) 0
+
+# Real contrast_real vector 1 element 17
+set fmri(con_real1.17) 0
+
+# Real contrast_real vector 1 element 18
+set fmri(con_real1.18) 0
+
+# Real contrast_real vector 1 element 19
+set fmri(con_real1.19) 0
+
+# Real contrast_real vector 1 element 20
+set fmri(con_real1.20) 0
+
+# Real contrast_real vector 1 element 21
+set fmri(con_real1.21) 0
+
+# Real contrast_real vector 1 element 22
+set fmri(con_real1.22) 0
+
+# Real contrast_real vector 1 element 23
+set fmri(con_real1.23) 0
+
+# Real contrast_real vector 1 element 24
+set fmri(con_real1.24) 0
+
+# Real contrast_real vector 1 element 25
+set fmri(con_real1.25) 0
+
+# Real contrast_real vector 1 element 26
+set fmri(con_real1.26) 0
+
+# Display images for contrast_real 2
+set fmri(conpic_real.2) 1
+
+# Title for contrast_real 2
+set fmri(conname_real.2) "TarObject"
+
+# Real contrast_real vector 2 element 1
+set fmri(con_real2.1) 0
+
+# Real contrast_real vector 2 element 2
+set fmri(con_real2.2) 0
+
+# Real contrast_real vector 2 element 3
+set fmri(con_real2.3) 1.0
+
+# Real contrast_real vector 2 element 4
+set fmri(con_real2.4) 0
+
+# Real contrast_real vector 2 element 5
+set fmri(con_real2.5) 0
+
+# Real contrast_real vector 2 element 6
+set fmri(con_real2.6) 0
+
+# Real contrast_real vector 2 element 7
+set fmri(con_real2.7) 0
+
+# Real contrast_real vector 2 element 8
+set fmri(con_real2.8) 0
+
+# Real contrast_real vector 2 element 9
+set fmri(con_real2.9) 0
+
+# Real contrast_real vector 2 element 10
+set fmri(con_real2.10) 0
+
+# Real contrast_real vector 2 element 11
+set fmri(con_real2.11) 0
+
+# Real contrast_real vector 2 element 12
+set fmri(con_real2.12) 0
+
+# Real contrast_real vector 2 element 13
+set fmri(con_real2.13) 0
+
+# Real contrast_real vector 2 element 14
+set fmri(con_real2.14) 0
+
+# Real contrast_real vector 2 element 15
+set fmri(con_real2.15) 0
+
+# Real contrast_real vector 2 element 16
+set fmri(con_real2.16) 0
+
+# Real contrast_real vector 2 element 17
+set fmri(con_real2.17) 0
+
+# Real contrast_real vector 2 element 18
+set fmri(con_real2.18) 0
+
+# Real contrast_real vector 2 element 19
+set fmri(con_real2.19) 0
+
+# Real contrast_real vector 2 element 20
+set fmri(con_real2.20) 0
+
+# Real contrast_real vector 2 element 21
+set fmri(con_real2.21) 0
+
+# Real contrast_real vector 2 element 22
+set fmri(con_real2.22) 0
+
+# Real contrast_real vector 2 element 23
+set fmri(con_real2.23) 0
+
+# Real contrast_real vector 2 element 24
+set fmri(con_real2.24) 0
+
+# Real contrast_real vector 2 element 25
+set fmri(con_real2.25) 0
+
+# Real contrast_real vector 2 element 26
+set fmri(con_real2.26) 0
+
+# Display images for contrast_real 3
+set fmri(conpic_real.3) 1
+
+# Title for contrast_real 3
+set fmri(conname_real.3) "TarLetter"
+
+# Real contrast_real vector 3 element 1
+set fmri(con_real3.1) 0
+
+# Real contrast_real vector 3 element 2
+set fmri(con_real3.2) 0
+
+# Real contrast_real vector 3 element 3
+set fmri(con_real3.3) 0
+
+# Real contrast_real vector 3 element 4
+set fmri(con_real3.4) 0
+
+# Real contrast_real vector 3 element 5
+set fmri(con_real3.5) 1.0
+
+# Real contrast_real vector 3 element 6
+set fmri(con_real3.6) 0
+
+# Real contrast_real vector 3 element 7
+set fmri(con_real3.7) 0
+
+# Real contrast_real vector 3 element 8
+set fmri(con_real3.8) 0
+
+# Real contrast_real vector 3 element 9
+set fmri(con_real3.9) 0
+
+# Real contrast_real vector 3 element 10
+set fmri(con_real3.10) 0
+
+# Real contrast_real vector 3 element 11
+set fmri(con_real3.11) 0
+
+# Real contrast_real vector 3 element 12
+set fmri(con_real3.12) 0
+
+# Real contrast_real vector 3 element 13
+set fmri(con_real3.13) 0
+
+# Real contrast_real vector 3 element 14
+set fmri(con_real3.14) 0
+
+# Real contrast_real vector 3 element 15
+set fmri(con_real3.15) 0
+
+# Real contrast_real vector 3 element 16
+set fmri(con_real3.16) 0
+
+# Real contrast_real vector 3 element 17
+set fmri(con_real3.17) 0
+
+# Real contrast_real vector 3 element 18
+set fmri(con_real3.18) 0
+
+# Real contrast_real vector 3 element 19
+set fmri(con_real3.19) 0
+
+# Real contrast_real vector 3 element 20
+set fmri(con_real3.20) 0
+
+# Real contrast_real vector 3 element 21
+set fmri(con_real3.21) 0
+
+# Real contrast_real vector 3 element 22
+set fmri(con_real3.22) 0
+
+# Real contrast_real vector 3 element 23
+set fmri(con_real3.23) 0
+
+# Real contrast_real vector 3 element 24
+set fmri(con_real3.24) 0
+
+# Real contrast_real vector 3 element 25
+set fmri(con_real3.25) 0
+
+# Real contrast_real vector 3 element 26
+set fmri(con_real3.26) 0
+
+# Display images for contrast_real 4
+set fmri(conpic_real.4) 1
+
+# Title for contrast_real 4
+set fmri(conname_real.4) "TarFalseFont"
+
+# Real contrast_real vector 4 element 1
+set fmri(con_real4.1) 0
+
+# Real contrast_real vector 4 element 2
+set fmri(con_real4.2) 0
+
+# Real contrast_real vector 4 element 3
+set fmri(con_real4.3) 0
+
+# Real contrast_real vector 4 element 4
+set fmri(con_real4.4) 0
+
+# Real contrast_real vector 4 element 5
+set fmri(con_real4.5) 0
+
+# Real contrast_real vector 4 element 6
+set fmri(con_real4.6) 0
+
+# Real contrast_real vector 4 element 7
+set fmri(con_real4.7) 1.0
+
+# Real contrast_real vector 4 element 8
+set fmri(con_real4.8) 0
+
+# Real contrast_real vector 4 element 9
+set fmri(con_real4.9) 0
+
+# Real contrast_real vector 4 element 10
+set fmri(con_real4.10) 0
+
+# Real contrast_real vector 4 element 11
+set fmri(con_real4.11) 0
+
+# Real contrast_real vector 4 element 12
+set fmri(con_real4.12) 0
+
+# Real contrast_real vector 4 element 13
+set fmri(con_real4.13) 0
+
+# Real contrast_real vector 4 element 14
+set fmri(con_real4.14) 0
+
+# Real contrast_real vector 4 element 15
+set fmri(con_real4.15) 0
+
+# Real contrast_real vector 4 element 16
+set fmri(con_real4.16) 0
+
+# Real contrast_real vector 4 element 17
+set fmri(con_real4.17) 0
+
+# Real contrast_real vector 4 element 18
+set fmri(con_real4.18) 0
+
+# Real contrast_real vector 4 element 19
+set fmri(con_real4.19) 0
+
+# Real contrast_real vector 4 element 20
+set fmri(con_real4.20) 0
+
+# Real contrast_real vector 4 element 21
+set fmri(con_real4.21) 0
+
+# Real contrast_real vector 4 element 22
+set fmri(con_real4.22) 0
+
+# Real contrast_real vector 4 element 23
+set fmri(con_real4.23) 0
+
+# Real contrast_real vector 4 element 24
+set fmri(con_real4.24) 0
+
+# Real contrast_real vector 4 element 25
+set fmri(con_real4.25) 0
+
+# Real contrast_real vector 4 element 26
+set fmri(con_real4.26) 0
+
+# Display images for contrast_real 5
+set fmri(conpic_real.5) 1
+
+# Title for contrast_real 5
+set fmri(conname_real.5) "RelFace"
+
+# Real contrast_real vector 5 element 1
+set fmri(con_real5.1) 0
+
+# Real contrast_real vector 5 element 2
+set fmri(con_real5.2) 0
+
+# Real contrast_real vector 5 element 3
+set fmri(con_real5.3) 0
+
+# Real contrast_real vector 5 element 4
+set fmri(con_real5.4) 0
+
+# Real contrast_real vector 5 element 5
+set fmri(con_real5.5) 0
+
+# Real contrast_real vector 5 element 6
+set fmri(con_real5.6) 0
+
+# Real contrast_real vector 5 element 7
+set fmri(con_real5.7) 0
+
+# Real contrast_real vector 5 element 8
+set fmri(con_real5.8) 0
+
+# Real contrast_real vector 5 element 9
+set fmri(con_real5.9) 1.0
+
+# Real contrast_real vector 5 element 10
+set fmri(con_real5.10) 0
+
+# Real contrast_real vector 5 element 11
+set fmri(con_real5.11) 0
+
+# Real contrast_real vector 5 element 12
+set fmri(con_real5.12) 0
+
+# Real contrast_real vector 5 element 13
+set fmri(con_real5.13) 0
+
+# Real contrast_real vector 5 element 14
+set fmri(con_real5.14) 0
+
+# Real contrast_real vector 5 element 15
+set fmri(con_real5.15) 0
+
+# Real contrast_real vector 5 element 16
+set fmri(con_real5.16) 0
+
+# Real contrast_real vector 5 element 17
+set fmri(con_real5.17) 0
+
+# Real contrast_real vector 5 element 18
+set fmri(con_real5.18) 0
+
+# Real contrast_real vector 5 element 19
+set fmri(con_real5.19) 0
+
+# Real contrast_real vector 5 element 20
+set fmri(con_real5.20) 0
+
+# Real contrast_real vector 5 element 21
+set fmri(con_real5.21) 0
+
+# Real contrast_real vector 5 element 22
+set fmri(con_real5.22) 0
+
+# Real contrast_real vector 5 element 23
+set fmri(con_real5.23) 0
+
+# Real contrast_real vector 5 element 24
+set fmri(con_real5.24) 0
+
+# Real contrast_real vector 5 element 25
+set fmri(con_real5.25) 0
+
+# Real contrast_real vector 5 element 26
+set fmri(con_real5.26) 0
+
+# Display images for contrast_real 6
+set fmri(conpic_real.6) 1
+
+# Title for contrast_real 6
+set fmri(conname_real.6) "RelObject"
+
+# Real contrast_real vector 6 element 1
+set fmri(con_real6.1) 0
+
+# Real contrast_real vector 6 element 2
+set fmri(con_real6.2) 0
+
+# Real contrast_real vector 6 element 3
+set fmri(con_real6.3) 0
+
+# Real contrast_real vector 6 element 4
+set fmri(con_real6.4) 0
+
+# Real contrast_real vector 6 element 5
+set fmri(con_real6.5) 0
+
+# Real contrast_real vector 6 element 6
+set fmri(con_real6.6) 0
+
+# Real contrast_real vector 6 element 7
+set fmri(con_real6.7) 0
+
+# Real contrast_real vector 6 element 8
+set fmri(con_real6.8) 0
+
+# Real contrast_real vector 6 element 9
+set fmri(con_real6.9) 0
+
+# Real contrast_real vector 6 element 10
+set fmri(con_real6.10) 0
+
+# Real contrast_real vector 6 element 11
+set fmri(con_real6.11) 1.0
+
+# Real contrast_real vector 6 element 12
+set fmri(con_real6.12) 0
+
+# Real contrast_real vector 6 element 13
+set fmri(con_real6.13) 0
+
+# Real contrast_real vector 6 element 14
+set fmri(con_real6.14) 0
+
+# Real contrast_real vector 6 element 15
+set fmri(con_real6.15) 0
+
+# Real contrast_real vector 6 element 16
+set fmri(con_real6.16) 0
+
+# Real contrast_real vector 6 element 17
+set fmri(con_real6.17) 0
+
+# Real contrast_real vector 6 element 18
+set fmri(con_real6.18) 0
+
+# Real contrast_real vector 6 element 19
+set fmri(con_real6.19) 0
+
+# Real contrast_real vector 6 element 20
+set fmri(con_real6.20) 0
+
+# Real contrast_real vector 6 element 21
+set fmri(con_real6.21) 0
+
+# Real contrast_real vector 6 element 22
+set fmri(con_real6.22) 0
+
+# Real contrast_real vector 6 element 23
+set fmri(con_real6.23) 0
+
+# Real contrast_real vector 6 element 24
+set fmri(con_real6.24) 0
+
+# Real contrast_real vector 6 element 25
+set fmri(con_real6.25) 0
+
+# Real contrast_real vector 6 element 26
+set fmri(con_real6.26) 0
+
+# Display images for contrast_real 7
+set fmri(conpic_real.7) 1
+
+# Title for contrast_real 7
+set fmri(conname_real.7) "RelLetter"
+
+# Real contrast_real vector 7 element 1
+set fmri(con_real7.1) 0
+
+# Real contrast_real vector 7 element 2
+set fmri(con_real7.2) 0
+
+# Real contrast_real vector 7 element 3
+set fmri(con_real7.3) 0
+
+# Real contrast_real vector 7 element 4
+set fmri(con_real7.4) 0
+
+# Real contrast_real vector 7 element 5
+set fmri(con_real7.5) 0
+
+# Real contrast_real vector 7 element 6
+set fmri(con_real7.6) 0
+
+# Real contrast_real vector 7 element 7
+set fmri(con_real7.7) 0
+
+# Real contrast_real vector 7 element 8
+set fmri(con_real7.8) 0
+
+# Real contrast_real vector 7 element 9
+set fmri(con_real7.9) 0
+
+# Real contrast_real vector 7 element 10
+set fmri(con_real7.10) 0
+
+# Real contrast_real vector 7 element 11
+set fmri(con_real7.11) 0
+
+# Real contrast_real vector 7 element 12
+set fmri(con_real7.12) 0
+
+# Real contrast_real vector 7 element 13
+set fmri(con_real7.13) 1.0
+
+# Real contrast_real vector 7 element 14
+set fmri(con_real7.14) 0
+
+# Real contrast_real vector 7 element 15
+set fmri(con_real7.15) 0
+
+# Real contrast_real vector 7 element 16
+set fmri(con_real7.16) 0
+
+# Real contrast_real vector 7 element 17
+set fmri(con_real7.17) 0
+
+# Real contrast_real vector 7 element 18
+set fmri(con_real7.18) 0
+
+# Real contrast_real vector 7 element 19
+set fmri(con_real7.19) 0
+
+# Real contrast_real vector 7 element 20
+set fmri(con_real7.20) 0
+
+# Real contrast_real vector 7 element 21
+set fmri(con_real7.21) 0
+
+# Real contrast_real vector 7 element 22
+set fmri(con_real7.22) 0
+
+# Real contrast_real vector 7 element 23
+set fmri(con_real7.23) 0
+
+# Real contrast_real vector 7 element 24
+set fmri(con_real7.24) 0
+
+# Real contrast_real vector 7 element 25
+set fmri(con_real7.25) 0
+
+# Real contrast_real vector 7 element 26
+set fmri(con_real7.26) 0
+
+# Display images for contrast_real 8
+set fmri(conpic_real.8) 1
+
+# Title for contrast_real 8
+set fmri(conname_real.8) "RelFalseFont"
+
+# Real contrast_real vector 8 element 1
+set fmri(con_real8.1) 0
+
+# Real contrast_real vector 8 element 2
+set fmri(con_real8.2) 0
+
+# Real contrast_real vector 8 element 3
+set fmri(con_real8.3) 0
+
+# Real contrast_real vector 8 element 4
+set fmri(con_real8.4) 0
+
+# Real contrast_real vector 8 element 5
+set fmri(con_real8.5) 0
+
+# Real contrast_real vector 8 element 6
+set fmri(con_real8.6) 0
+
+# Real contrast_real vector 8 element 7
+set fmri(con_real8.7) 0
+
+# Real contrast_real vector 8 element 8
+set fmri(con_real8.8) 0
+
+# Real contrast_real vector 8 element 9
+set fmri(con_real8.9) 0
+
+# Real contrast_real vector 8 element 10
+set fmri(con_real8.10) 0
+
+# Real contrast_real vector 8 element 11
+set fmri(con_real8.11) 0
+
+# Real contrast_real vector 8 element 12
+set fmri(con_real8.12) 0
+
+# Real contrast_real vector 8 element 13
+set fmri(con_real8.13) 0
+
+# Real contrast_real vector 8 element 14
+set fmri(con_real8.14) 0
+
+# Real contrast_real vector 8 element 15
+set fmri(con_real8.15) 1.0
+
+# Real contrast_real vector 8 element 16
+set fmri(con_real8.16) 0
+
+# Real contrast_real vector 8 element 17
+set fmri(con_real8.17) 0
+
+# Real contrast_real vector 8 element 18
+set fmri(con_real8.18) 0
+
+# Real contrast_real vector 8 element 19
+set fmri(con_real8.19) 0
+
+# Real contrast_real vector 8 element 20
+set fmri(con_real8.20) 0
+
+# Real contrast_real vector 8 element 21
+set fmri(con_real8.21) 0
+
+# Real contrast_real vector 8 element 22
+set fmri(con_real8.22) 0
+
+# Real contrast_real vector 8 element 23
+set fmri(con_real8.23) 0
+
+# Real contrast_real vector 8 element 24
+set fmri(con_real8.24) 0
+
+# Real contrast_real vector 8 element 25
+set fmri(con_real8.25) 0
+
+# Real contrast_real vector 8 element 26
+set fmri(con_real8.26) 0
+
+# Display images for contrast_real 9
+set fmri(conpic_real.9) 1
+
+# Title for contrast_real 9
+set fmri(conname_real.9) "IrrelFace"
+
+# Real contrast_real vector 9 element 1
+set fmri(con_real9.1) 0
+
+# Real contrast_real vector 9 element 2
+set fmri(con_real9.2) 0
+
+# Real contrast_real vector 9 element 3
+set fmri(con_real9.3) 0
+
+# Real contrast_real vector 9 element 4
+set fmri(con_real9.4) 0
+
+# Real contrast_real vector 9 element 5
+set fmri(con_real9.5) 0
+
+# Real contrast_real vector 9 element 6
+set fmri(con_real9.6) 0
+
+# Real contrast_real vector 9 element 7
+set fmri(con_real9.7) 0
+
+# Real contrast_real vector 9 element 8
+set fmri(con_real9.8) 0
+
+# Real contrast_real vector 9 element 9
+set fmri(con_real9.9) 0
+
+# Real contrast_real vector 9 element 10
+set fmri(con_real9.10) 0
+
+# Real contrast_real vector 9 element 11
+set fmri(con_real9.11) 0
+
+# Real contrast_real vector 9 element 12
+set fmri(con_real9.12) 0
+
+# Real contrast_real vector 9 element 13
+set fmri(con_real9.13) 0
+
+# Real contrast_real vector 9 element 14
+set fmri(con_real9.14) 0
+
+# Real contrast_real vector 9 element 15
+set fmri(con_real9.15) 0
+
+# Real contrast_real vector 9 element 16
+set fmri(con_real9.16) 0
+
+# Real contrast_real vector 9 element 17
+set fmri(con_real9.17) 1.0
+
+# Real contrast_real vector 9 element 18
+set fmri(con_real9.18) 0
+
+# Real contrast_real vector 9 element 19
+set fmri(con_real9.19) 0
+
+# Real contrast_real vector 9 element 20
+set fmri(con_real9.20) 0
+
+# Real contrast_real vector 9 element 21
+set fmri(con_real9.21) 0
+
+# Real contrast_real vector 9 element 22
+set fmri(con_real9.22) 0
+
+# Real contrast_real vector 9 element 23
+set fmri(con_real9.23) 0
+
+# Real contrast_real vector 9 element 24
+set fmri(con_real9.24) 0
+
+# Real contrast_real vector 9 element 25
+set fmri(con_real9.25) 0
+
+# Real contrast_real vector 9 element 26
+set fmri(con_real9.26) 0
+
+# Display images for contrast_real 10
+set fmri(conpic_real.10) 1
+
+# Title for contrast_real 10
+set fmri(conname_real.10) "IrrelObject"
+
+# Real contrast_real vector 10 element 1
+set fmri(con_real10.1) 0
+
+# Real contrast_real vector 10 element 2
+set fmri(con_real10.2) 0
+
+# Real contrast_real vector 10 element 3
+set fmri(con_real10.3) 0
+
+# Real contrast_real vector 10 element 4
+set fmri(con_real10.4) 0
+
+# Real contrast_real vector 10 element 5
+set fmri(con_real10.5) 0
+
+# Real contrast_real vector 10 element 6
+set fmri(con_real10.6) 0
+
+# Real contrast_real vector 10 element 7
+set fmri(con_real10.7) 0
+
+# Real contrast_real vector 10 element 8
+set fmri(con_real10.8) 0
+
+# Real contrast_real vector 10 element 9
+set fmri(con_real10.9) 0
+
+# Real contrast_real vector 10 element 10
+set fmri(con_real10.10) 0
+
+# Real contrast_real vector 10 element 11
+set fmri(con_real10.11) 0
+
+# Real contrast_real vector 10 element 12
+set fmri(con_real10.12) 0
+
+# Real contrast_real vector 10 element 13
+set fmri(con_real10.13) 0
+
+# Real contrast_real vector 10 element 14
+set fmri(con_real10.14) 0
+
+# Real contrast_real vector 10 element 15
+set fmri(con_real10.15) 0
+
+# Real contrast_real vector 10 element 16
+set fmri(con_real10.16) 0
+
+# Real contrast_real vector 10 element 17
+set fmri(con_real10.17) 0
+
+# Real contrast_real vector 10 element 18
+set fmri(con_real10.18) 0
+
+# Real contrast_real vector 10 element 19
+set fmri(con_real10.19) 1.0
+
+# Real contrast_real vector 10 element 20
+set fmri(con_real10.20) 0
+
+# Real contrast_real vector 10 element 21
+set fmri(con_real10.21) 0
+
+# Real contrast_real vector 10 element 22
+set fmri(con_real10.22) 0
+
+# Real contrast_real vector 10 element 23
+set fmri(con_real10.23) 0
+
+# Real contrast_real vector 10 element 24
+set fmri(con_real10.24) 0
+
+# Real contrast_real vector 10 element 25
+set fmri(con_real10.25) 0
+
+# Real contrast_real vector 10 element 26
+set fmri(con_real10.26) 0
+
+# Display images for contrast_real 11
+set fmri(conpic_real.11) 1
+
+# Title for contrast_real 11
+set fmri(conname_real.11) "IrrelLetter"
+
+# Real contrast_real vector 11 element 1
+set fmri(con_real11.1) 0
+
+# Real contrast_real vector 11 element 2
+set fmri(con_real11.2) 0
+
+# Real contrast_real vector 11 element 3
+set fmri(con_real11.3) 0
+
+# Real contrast_real vector 11 element 4
+set fmri(con_real11.4) 0
+
+# Real contrast_real vector 11 element 5
+set fmri(con_real11.5) 0
+
+# Real contrast_real vector 11 element 6
+set fmri(con_real11.6) 0
+
+# Real contrast_real vector 11 element 7
+set fmri(con_real11.7) 0
+
+# Real contrast_real vector 11 element 8
+set fmri(con_real11.8) 0
+
+# Real contrast_real vector 11 element 9
+set fmri(con_real11.9) 0
+
+# Real contrast_real vector 11 element 10
+set fmri(con_real11.10) 0
+
+# Real contrast_real vector 11 element 11
+set fmri(con_real11.11) 0
+
+# Real contrast_real vector 11 element 12
+set fmri(con_real11.12) 0
+
+# Real contrast_real vector 11 element 13
+set fmri(con_real11.13) 0
+
+# Real contrast_real vector 11 element 14
+set fmri(con_real11.14) 0
+
+# Real contrast_real vector 11 element 15
+set fmri(con_real11.15) 0
+
+# Real contrast_real vector 11 element 16
+set fmri(con_real11.16) 0
+
+# Real contrast_real vector 11 element 17
+set fmri(con_real11.17) 0
+
+# Real contrast_real vector 11 element 18
+set fmri(con_real11.18) 0
+
+# Real contrast_real vector 11 element 19
+set fmri(con_real11.19) 0
+
+# Real contrast_real vector 11 element 20
+set fmri(con_real11.20) 0
+
+# Real contrast_real vector 11 element 21
+set fmri(con_real11.21) 1.0
+
+# Real contrast_real vector 11 element 22
+set fmri(con_real11.22) 0
+
+# Real contrast_real vector 11 element 23
+set fmri(con_real11.23) 0
+
+# Real contrast_real vector 11 element 24
+set fmri(con_real11.24) 0
+
+# Real contrast_real vector 11 element 25
+set fmri(con_real11.25) 0
+
+# Real contrast_real vector 11 element 26
+set fmri(con_real11.26) 0
+
+# Display images for contrast_real 12
+set fmri(conpic_real.12) 1
+
+# Title for contrast_real 12
+set fmri(conname_real.12) "IrrelFalseFont"
+
+# Real contrast_real vector 12 element 1
+set fmri(con_real12.1) 0
+
+# Real contrast_real vector 12 element 2
+set fmri(con_real12.2) 0
+
+# Real contrast_real vector 12 element 3
+set fmri(con_real12.3) 0
+
+# Real contrast_real vector 12 element 4
+set fmri(con_real12.4) 0
+
+# Real contrast_real vector 12 element 5
+set fmri(con_real12.5) 0
+
+# Real contrast_real vector 12 element 6
+set fmri(con_real12.6) 0
+
+# Real contrast_real vector 12 element 7
+set fmri(con_real12.7) 0
+
+# Real contrast_real vector 12 element 8
+set fmri(con_real12.8) 0
+
+# Real contrast_real vector 12 element 9
+set fmri(con_real12.9) 0
+
+# Real contrast_real vector 12 element 10
+set fmri(con_real12.10) 0
+
+# Real contrast_real vector 12 element 11
+set fmri(con_real12.11) 0
+
+# Real contrast_real vector 12 element 12
+set fmri(con_real12.12) 0
+
+# Real contrast_real vector 12 element 13
+set fmri(con_real12.13) 0
+
+# Real contrast_real vector 12 element 14
+set fmri(con_real12.14) 0
+
+# Real contrast_real vector 12 element 15
+set fmri(con_real12.15) 0
+
+# Real contrast_real vector 12 element 16
+set fmri(con_real12.16) 0
+
+# Real contrast_real vector 12 element 17
+set fmri(con_real12.17) 0
+
+# Real contrast_real vector 12 element 18
+set fmri(con_real12.18) 0
+
+# Real contrast_real vector 12 element 19
+set fmri(con_real12.19) 0
+
+# Real contrast_real vector 12 element 20
+set fmri(con_real12.20) 0
+
+# Real contrast_real vector 12 element 21
+set fmri(con_real12.21) 0
+
+# Real contrast_real vector 12 element 22
+set fmri(con_real12.22) 0
+
+# Real contrast_real vector 12 element 23
+set fmri(con_real12.23) 1.0
+
+# Real contrast_real vector 12 element 24
+set fmri(con_real12.24) 0
+
+# Real contrast_real vector 12 element 25
+set fmri(con_real12.25) 0
+
+# Real contrast_real vector 12 element 26
+set fmri(con_real12.26) 0
+
+# Display images for contrast_real 13
+set fmri(conpic_real.13) 1
+
+# Title for contrast_real 13
+set fmri(conname_real.13) "TarAll"
+
+# Real contrast_real vector 13 element 1
+set fmri(con_real13.1) 1.0
+
+# Real contrast_real vector 13 element 2
+set fmri(con_real13.2) 0
+
+# Real contrast_real vector 13 element 3
+set fmri(con_real13.3) 1.0
+
+# Real contrast_real vector 13 element 4
+set fmri(con_real13.4) 0
+
+# Real contrast_real vector 13 element 5
+set fmri(con_real13.5) 1.0
+
+# Real contrast_real vector 13 element 6
+set fmri(con_real13.6) 0
+
+# Real contrast_real vector 13 element 7
+set fmri(con_real13.7) 1.0
+
+# Real contrast_real vector 13 element 8
+set fmri(con_real13.8) 0
+
+# Real contrast_real vector 13 element 9
+set fmri(con_real13.9) 0
+
+# Real contrast_real vector 13 element 10
+set fmri(con_real13.10) 0
+
+# Real contrast_real vector 13 element 11
+set fmri(con_real13.11) 0
+
+# Real contrast_real vector 13 element 12
+set fmri(con_real13.12) 0
+
+# Real contrast_real vector 13 element 13
+set fmri(con_real13.13) 0
+
+# Real contrast_real vector 13 element 14
+set fmri(con_real13.14) 0
+
+# Real contrast_real vector 13 element 15
+set fmri(con_real13.15) 0
+
+# Real contrast_real vector 13 element 16
+set fmri(con_real13.16) 0
+
+# Real contrast_real vector 13 element 17
+set fmri(con_real13.17) 0
+
+# Real contrast_real vector 13 element 18
+set fmri(con_real13.18) 0
+
+# Real contrast_real vector 13 element 19
+set fmri(con_real13.19) 0
+
+# Real contrast_real vector 13 element 20
+set fmri(con_real13.20) 0
+
+# Real contrast_real vector 13 element 21
+set fmri(con_real13.21) 0
+
+# Real contrast_real vector 13 element 22
+set fmri(con_real13.22) 0
+
+# Real contrast_real vector 13 element 23
+set fmri(con_real13.23) 0
+
+# Real contrast_real vector 13 element 24
+set fmri(con_real13.24) 0
+
+# Real contrast_real vector 13 element 25
+set fmri(con_real13.25) 0
+
+# Real contrast_real vector 13 element 26
+set fmri(con_real13.26) 0
+
+# Display images for contrast_real 14
+set fmri(conpic_real.14) 1
+
+# Title for contrast_real 14
+set fmri(conname_real.14) "RelAll"
+
+# Real contrast_real vector 14 element 1
+set fmri(con_real14.1) 0
+
+# Real contrast_real vector 14 element 2
+set fmri(con_real14.2) 0
+
+# Real contrast_real vector 14 element 3
+set fmri(con_real14.3) 0
+
+# Real contrast_real vector 14 element 4
+set fmri(con_real14.4) 0
+
+# Real contrast_real vector 14 element 5
+set fmri(con_real14.5) 0
+
+# Real contrast_real vector 14 element 6
+set fmri(con_real14.6) 0
+
+# Real contrast_real vector 14 element 7
+set fmri(con_real14.7) 0
+
+# Real contrast_real vector 14 element 8
+set fmri(con_real14.8) 0
+
+# Real contrast_real vector 14 element 9
+set fmri(con_real14.9) 1.0
+
+# Real contrast_real vector 14 element 10
+set fmri(con_real14.10) 0
+
+# Real contrast_real vector 14 element 11
+set fmri(con_real14.11) 1.0
+
+# Real contrast_real vector 14 element 12
+set fmri(con_real14.12) 0
+
+# Real contrast_real vector 14 element 13
+set fmri(con_real14.13) 1.0
+
+# Real contrast_real vector 14 element 14
+set fmri(con_real14.14) 0
+
+# Real contrast_real vector 14 element 15
+set fmri(con_real14.15) 1.0
+
+# Real contrast_real vector 14 element 16
+set fmri(con_real14.16) 0
+
+# Real contrast_real vector 14 element 17
+set fmri(con_real14.17) 0
+
+# Real contrast_real vector 14 element 18
+set fmri(con_real14.18) 0
+
+# Real contrast_real vector 14 element 19
+set fmri(con_real14.19) 0
+
+# Real contrast_real vector 14 element 20
+set fmri(con_real14.20) 0
+
+# Real contrast_real vector 14 element 21
+set fmri(con_real14.21) 0
+
+# Real contrast_real vector 14 element 22
+set fmri(con_real14.22) 0
+
+# Real contrast_real vector 14 element 23
+set fmri(con_real14.23) 0
+
+# Real contrast_real vector 14 element 24
+set fmri(con_real14.24) 0
+
+# Real contrast_real vector 14 element 25
+set fmri(con_real14.25) 0
+
+# Real contrast_real vector 14 element 26
+set fmri(con_real14.26) 0
+
+# Display images for contrast_real 15
+set fmri(conpic_real.15) 1
+
+# Title for contrast_real 15
+set fmri(conname_real.15) "IrrelAll"
+
+# Real contrast_real vector 15 element 1
+set fmri(con_real15.1) 0
+
+# Real contrast_real vector 15 element 2
+set fmri(con_real15.2) 0
+
+# Real contrast_real vector 15 element 3
+set fmri(con_real15.3) 0
+
+# Real contrast_real vector 15 element 4
+set fmri(con_real15.4) 0
+
+# Real contrast_real vector 15 element 5
+set fmri(con_real15.5) 0
+
+# Real contrast_real vector 15 element 6
+set fmri(con_real15.6) 0
+
+# Real contrast_real vector 15 element 7
+set fmri(con_real15.7) 0
+
+# Real contrast_real vector 15 element 8
+set fmri(con_real15.8) 0
+
+# Real contrast_real vector 15 element 9
+set fmri(con_real15.9) 0
+
+# Real contrast_real vector 15 element 10
+set fmri(con_real15.10) 0
+
+# Real contrast_real vector 15 element 11
+set fmri(con_real15.11) 0
+
+# Real contrast_real vector 15 element 12
+set fmri(con_real15.12) 0
+
+# Real contrast_real vector 15 element 13
+set fmri(con_real15.13) 0
+
+# Real contrast_real vector 15 element 14
+set fmri(con_real15.14) 0
+
+# Real contrast_real vector 15 element 15
+set fmri(con_real15.15) 0
+
+# Real contrast_real vector 15 element 16
+set fmri(con_real15.16) 0
+
+# Real contrast_real vector 15 element 17
+set fmri(con_real15.17) 1.0
+
+# Real contrast_real vector 15 element 18
+set fmri(con_real15.18) 0
+
+# Real contrast_real vector 15 element 19
+set fmri(con_real15.19) 1.0
+
+# Real contrast_real vector 15 element 20
+set fmri(con_real15.20) 0
+
+# Real contrast_real vector 15 element 21
+set fmri(con_real15.21) 1.0
+
+# Real contrast_real vector 15 element 22
+set fmri(con_real15.22) 0
+
+# Real contrast_real vector 15 element 23
+set fmri(con_real15.23) 1.0
+
+# Real contrast_real vector 15 element 24
+set fmri(con_real15.24) 0
+
+# Real contrast_real vector 15 element 25
+set fmri(con_real15.25) 0
+
+# Real contrast_real vector 15 element 26
+set fmri(con_real15.26) 0
+
+# Display images for contrast_real 16
+set fmri(conpic_real.16) 1
+
+# Title for contrast_real 16
+set fmri(conname_real.16) "StimAll"
+
+# Real contrast_real vector 16 element 1
+set fmri(con_real16.1) 1.0
+
+# Real contrast_real vector 16 element 2
+set fmri(con_real16.2) 0
+
+# Real contrast_real vector 16 element 3
+set fmri(con_real16.3) 1.0
+
+# Real contrast_real vector 16 element 4
+set fmri(con_real16.4) 0
+
+# Real contrast_real vector 16 element 5
+set fmri(con_real16.5) 1.0
+
+# Real contrast_real vector 16 element 6
+set fmri(con_real16.6) 0
+
+# Real contrast_real vector 16 element 7
+set fmri(con_real16.7) 1.0
+
+# Real contrast_real vector 16 element 8
+set fmri(con_real16.8) 0
+
+# Real contrast_real vector 16 element 9
+set fmri(con_real16.9) 1.0
+
+# Real contrast_real vector 16 element 10
+set fmri(con_real16.10) 0
+
+# Real contrast_real vector 16 element 11
+set fmri(con_real16.11) 1.0
+
+# Real contrast_real vector 16 element 12
+set fmri(con_real16.12) 0
+
+# Real contrast_real vector 16 element 13
+set fmri(con_real16.13) 1.0
+
+# Real contrast_real vector 16 element 14
+set fmri(con_real16.14) 0
+
+# Real contrast_real vector 16 element 15
+set fmri(con_real16.15) 1.0
+
+# Real contrast_real vector 16 element 16
+set fmri(con_real16.16) 0
+
+# Real contrast_real vector 16 element 17
+set fmri(con_real16.17) 1.0
+
+# Real contrast_real vector 16 element 18
+set fmri(con_real16.18) 0
+
+# Real contrast_real vector 16 element 19
+set fmri(con_real16.19) 1.0
+
+# Real contrast_real vector 16 element 20
+set fmri(con_real16.20) 0
+
+# Real contrast_real vector 16 element 21
+set fmri(con_real16.21) 1.0
+
+# Real contrast_real vector 16 element 22
+set fmri(con_real16.22) 0
+
+# Real contrast_real vector 16 element 23
+set fmri(con_real16.23) 1.0
+
+# Real contrast_real vector 16 element 24
+set fmri(con_real16.24) 0
+
+# Real contrast_real vector 16 element 25
+set fmri(con_real16.25) 0
+
+# Real contrast_real vector 16 element 26
+set fmri(con_real16.26) 0
+
+# Display images for contrast_real 17
+set fmri(conpic_real.17) 1
+
+# Title for contrast_real 17
+set fmri(conname_real.17) "FaceVSAll"
+
+# Real contrast_real vector 17 element 1
+set fmri(con_real17.1) 3.0
+
+# Real contrast_real vector 17 element 2
+set fmri(con_real17.2) 0
+
+# Real contrast_real vector 17 element 3
+set fmri(con_real17.3) -1.0
+
+# Real contrast_real vector 17 element 4
+set fmri(con_real17.4) 0
+
+# Real contrast_real vector 17 element 5
+set fmri(con_real17.5) -1.0
+
+# Real contrast_real vector 17 element 6
+set fmri(con_real17.6) 0
+
+# Real contrast_real vector 17 element 7
+set fmri(con_real17.7) -1.0
+
+# Real contrast_real vector 17 element 8
+set fmri(con_real17.8) 0
+
+# Real contrast_real vector 17 element 9
+set fmri(con_real17.9) 3.0
+
+# Real contrast_real vector 17 element 10
+set fmri(con_real17.10) 0
+
+# Real contrast_real vector 17 element 11
+set fmri(con_real17.11) -1.0
+
+# Real contrast_real vector 17 element 12
+set fmri(con_real17.12) 0
+
+# Real contrast_real vector 17 element 13
+set fmri(con_real17.13) -1.0
+
+# Real contrast_real vector 17 element 14
+set fmri(con_real17.14) 0
+
+# Real contrast_real vector 17 element 15
+set fmri(con_real17.15) -1.0
+
+# Real contrast_real vector 17 element 16
+set fmri(con_real17.16) 0
+
+# Real contrast_real vector 17 element 17
+set fmri(con_real17.17) 3.0
+
+# Real contrast_real vector 17 element 18
+set fmri(con_real17.18) 0
+
+# Real contrast_real vector 17 element 19
+set fmri(con_real17.19) -1.0
+
+# Real contrast_real vector 17 element 20
+set fmri(con_real17.20) 0
+
+# Real contrast_real vector 17 element 21
+set fmri(con_real17.21) -1.0
+
+# Real contrast_real vector 17 element 22
+set fmri(con_real17.22) 0
+
+# Real contrast_real vector 17 element 23
+set fmri(con_real17.23) -1.0
+
+# Real contrast_real vector 17 element 24
+set fmri(con_real17.24) 0
+
+# Real contrast_real vector 17 element 25
+set fmri(con_real17.25) 0
+
+# Real contrast_real vector 17 element 26
+set fmri(con_real17.26) 0
+
+# Display images for contrast_real 18
+set fmri(conpic_real.18) 1
+
+# Title for contrast_real 18
+set fmri(conname_real.18) "ObjectVSAll"
+
+# Real contrast_real vector 18 element 1
+set fmri(con_real18.1) -1.0
+
+# Real contrast_real vector 18 element 2
+set fmri(con_real18.2) 0
+
+# Real contrast_real vector 18 element 3
+set fmri(con_real18.3) 3.0
+
+# Real contrast_real vector 18 element 4
+set fmri(con_real18.4) 0
+
+# Real contrast_real vector 18 element 5
+set fmri(con_real18.5) -1.0
+
+# Real contrast_real vector 18 element 6
+set fmri(con_real18.6) 0
+
+# Real contrast_real vector 18 element 7
+set fmri(con_real18.7) -1.0
+
+# Real contrast_real vector 18 element 8
+set fmri(con_real18.8) 0
+
+# Real contrast_real vector 18 element 9
+set fmri(con_real18.9) -1.0
+
+# Real contrast_real vector 18 element 10
+set fmri(con_real18.10) 0
+
+# Real contrast_real vector 18 element 11
+set fmri(con_real18.11) 3.0
+
+# Real contrast_real vector 18 element 12
+set fmri(con_real18.12) 0
+
+# Real contrast_real vector 18 element 13
+set fmri(con_real18.13) -1.0
+
+# Real contrast_real vector 18 element 14
+set fmri(con_real18.14) 0
+
+# Real contrast_real vector 18 element 15
+set fmri(con_real18.15) -1.0
+
+# Real contrast_real vector 18 element 16
+set fmri(con_real18.16) 0
+
+# Real contrast_real vector 18 element 17
+set fmri(con_real18.17) -1.0
+
+# Real contrast_real vector 18 element 18
+set fmri(con_real18.18) 0
+
+# Real contrast_real vector 18 element 19
+set fmri(con_real18.19) 3.0
+
+# Real contrast_real vector 18 element 20
+set fmri(con_real18.20) 0
+
+# Real contrast_real vector 18 element 21
+set fmri(con_real18.21) -1.0
+
+# Real contrast_real vector 18 element 22
+set fmri(con_real18.22) 0
+
+# Real contrast_real vector 18 element 23
+set fmri(con_real18.23) -1.0
+
+# Real contrast_real vector 18 element 24
+set fmri(con_real18.24) 0
+
+# Real contrast_real vector 18 element 25
+set fmri(con_real18.25) 0
+
+# Real contrast_real vector 18 element 26
+set fmri(con_real18.26) 0
+
+# Display images for contrast_orig 1
+set fmri(conpic_orig.1) 1
+
+# Title for contrast_orig 1
+set fmri(conname_orig.1) "TarFace"
+
+# Real contrast_orig vector 1 element 1
+set fmri(con_orig1.1) 1.0
+
+# Real contrast_orig vector 1 element 2
+set fmri(con_orig1.2) 0
+
+# Real contrast_orig vector 1 element 3
+set fmri(con_orig1.3) 0
+
+# Real contrast_orig vector 1 element 4
+set fmri(con_orig1.4) 0
+
+# Real contrast_orig vector 1 element 5
+set fmri(con_orig1.5) 0
+
+# Real contrast_orig vector 1 element 6
+set fmri(con_orig1.6) 0
+
+# Real contrast_orig vector 1 element 7
+set fmri(con_orig1.7) 0
+
+# Real contrast_orig vector 1 element 8
+set fmri(con_orig1.8) 0
+
+# Real contrast_orig vector 1 element 9
+set fmri(con_orig1.9) 0
+
+# Real contrast_orig vector 1 element 10
+set fmri(con_orig1.10) 0
+
+# Real contrast_orig vector 1 element 11
+set fmri(con_orig1.11) 0
+
+# Real contrast_orig vector 1 element 12
+set fmri(con_orig1.12) 0
+
+# Real contrast_orig vector 1 element 13
+set fmri(con_orig1.13) 0
+
+# Display images for contrast_orig 2
+set fmri(conpic_orig.2) 1
+
+# Title for contrast_orig 2
+set fmri(conname_orig.2) "TarObject"
+
+# Real contrast_orig vector 2 element 1
+set fmri(con_orig2.1) 0
+
+# Real contrast_orig vector 2 element 2
+set fmri(con_orig2.2) 1.0
+
+# Real contrast_orig vector 2 element 3
+set fmri(con_orig2.3) 0
+
+# Real contrast_orig vector 2 element 4
+set fmri(con_orig2.4) 0
+
+# Real contrast_orig vector 2 element 5
+set fmri(con_orig2.5) 0
+
+# Real contrast_orig vector 2 element 6
+set fmri(con_orig2.6) 0
+
+# Real contrast_orig vector 2 element 7
+set fmri(con_orig2.7) 0
+
+# Real contrast_orig vector 2 element 8
+set fmri(con_orig2.8) 0
+
+# Real contrast_orig vector 2 element 9
+set fmri(con_orig2.9) 0
+
+# Real contrast_orig vector 2 element 10
+set fmri(con_orig2.10) 0
+
+# Real contrast_orig vector 2 element 11
+set fmri(con_orig2.11) 0
+
+# Real contrast_orig vector 2 element 12
+set fmri(con_orig2.12) 0
+
+# Real contrast_orig vector 2 element 13
+set fmri(con_orig2.13) 0
+
+# Display images for contrast_orig 3
+set fmri(conpic_orig.3) 1
+
+# Title for contrast_orig 3
+set fmri(conname_orig.3) "TarLetter"
+
+# Real contrast_orig vector 3 element 1
+set fmri(con_orig3.1) 0
+
+# Real contrast_orig vector 3 element 2
+set fmri(con_orig3.2) 0
+
+# Real contrast_orig vector 3 element 3
+set fmri(con_orig3.3) 1.0
+
+# Real contrast_orig vector 3 element 4
+set fmri(con_orig3.4) 0
+
+# Real contrast_orig vector 3 element 5
+set fmri(con_orig3.5) 0
+
+# Real contrast_orig vector 3 element 6
+set fmri(con_orig3.6) 0
+
+# Real contrast_orig vector 3 element 7
+set fmri(con_orig3.7) 0
+
+# Real contrast_orig vector 3 element 8
+set fmri(con_orig3.8) 0
+
+# Real contrast_orig vector 3 element 9
+set fmri(con_orig3.9) 0
+
+# Real contrast_orig vector 3 element 10
+set fmri(con_orig3.10) 0
+
+# Real contrast_orig vector 3 element 11
+set fmri(con_orig3.11) 0
+
+# Real contrast_orig vector 3 element 12
+set fmri(con_orig3.12) 0
+
+# Real contrast_orig vector 3 element 13
+set fmri(con_orig3.13) 0
+
+# Display images for contrast_orig 4
+set fmri(conpic_orig.4) 1
+
+# Title for contrast_orig 4
+set fmri(conname_orig.4) "TarFalseFont"
+
+# Real contrast_orig vector 4 element 1
+set fmri(con_orig4.1) 0
+
+# Real contrast_orig vector 4 element 2
+set fmri(con_orig4.2) 0
+
+# Real contrast_orig vector 4 element 3
+set fmri(con_orig4.3) 0
+
+# Real contrast_orig vector 4 element 4
+set fmri(con_orig4.4) 1.0
+
+# Real contrast_orig vector 4 element 5
+set fmri(con_orig4.5) 0
+
+# Real contrast_orig vector 4 element 6
+set fmri(con_orig4.6) 0
+
+# Real contrast_orig vector 4 element 7
+set fmri(con_orig4.7) 0
+
+# Real contrast_orig vector 4 element 8
+set fmri(con_orig4.8) 0
+
+# Real contrast_orig vector 4 element 9
+set fmri(con_orig4.9) 0
+
+# Real contrast_orig vector 4 element 10
+set fmri(con_orig4.10) 0
+
+# Real contrast_orig vector 4 element 11
+set fmri(con_orig4.11) 0
+
+# Real contrast_orig vector 4 element 12
+set fmri(con_orig4.12) 0
+
+# Real contrast_orig vector 4 element 13
+set fmri(con_orig4.13) 0
+
+# Display images for contrast_orig 5
+set fmri(conpic_orig.5) 1
+
+# Title for contrast_orig 5
+set fmri(conname_orig.5) "RelFace"
+
+# Real contrast_orig vector 5 element 1
+set fmri(con_orig5.1) 0
+
+# Real contrast_orig vector 5 element 2
+set fmri(con_orig5.2) 0
+
+# Real contrast_orig vector 5 element 3
+set fmri(con_orig5.3) 0
+
+# Real contrast_orig vector 5 element 4
+set fmri(con_orig5.4) 0
+
+# Real contrast_orig vector 5 element 5
+set fmri(con_orig5.5) 1.0
+
+# Real contrast_orig vector 5 element 6
+set fmri(con_orig5.6) 0
+
+# Real contrast_orig vector 5 element 7
+set fmri(con_orig5.7) 0
+
+# Real contrast_orig vector 5 element 8
+set fmri(con_orig5.8) 0
+
+# Real contrast_orig vector 5 element 9
+set fmri(con_orig5.9) 0
+
+# Real contrast_orig vector 5 element 10
+set fmri(con_orig5.10) 0
+
+# Real contrast_orig vector 5 element 11
+set fmri(con_orig5.11) 0
+
+# Real contrast_orig vector 5 element 12
+set fmri(con_orig5.12) 0
+
+# Real contrast_orig vector 5 element 13
+set fmri(con_orig5.13) 0
+
+# Display images for contrast_orig 6
+set fmri(conpic_orig.6) 1
+
+# Title for contrast_orig 6
+set fmri(conname_orig.6) "RelObject"
+
+# Real contrast_orig vector 6 element 1
+set fmri(con_orig6.1) 0
+
+# Real contrast_orig vector 6 element 2
+set fmri(con_orig6.2) 0
+
+# Real contrast_orig vector 6 element 3
+set fmri(con_orig6.3) 0
+
+# Real contrast_orig vector 6 element 4
+set fmri(con_orig6.4) 0
+
+# Real contrast_orig vector 6 element 5
+set fmri(con_orig6.5) 0
+
+# Real contrast_orig vector 6 element 6
+set fmri(con_orig6.6) 1.0
+
+# Real contrast_orig vector 6 element 7
+set fmri(con_orig6.7) 0
+
+# Real contrast_orig vector 6 element 8
+set fmri(con_orig6.8) 0
+
+# Real contrast_orig vector 6 element 9
+set fmri(con_orig6.9) 0
+
+# Real contrast_orig vector 6 element 10
+set fmri(con_orig6.10) 0
+
+# Real contrast_orig vector 6 element 11
+set fmri(con_orig6.11) 0
+
+# Real contrast_orig vector 6 element 12
+set fmri(con_orig6.12) 0
+
+# Real contrast_orig vector 6 element 13
+set fmri(con_orig6.13) 0
+
+# Display images for contrast_orig 7
+set fmri(conpic_orig.7) 1
+
+# Title for contrast_orig 7
+set fmri(conname_orig.7) "RelLetter"
+
+# Real contrast_orig vector 7 element 1
+set fmri(con_orig7.1) 0
+
+# Real contrast_orig vector 7 element 2
+set fmri(con_orig7.2) 0
+
+# Real contrast_orig vector 7 element 3
+set fmri(con_orig7.3) 0
+
+# Real contrast_orig vector 7 element 4
+set fmri(con_orig7.4) 0
+
+# Real contrast_orig vector 7 element 5
+set fmri(con_orig7.5) 0
+
+# Real contrast_orig vector 7 element 6
+set fmri(con_orig7.6) 0
+
+# Real contrast_orig vector 7 element 7
+set fmri(con_orig7.7) 1.0
+
+# Real contrast_orig vector 7 element 8
+set fmri(con_orig7.8) 0
+
+# Real contrast_orig vector 7 element 9
+set fmri(con_orig7.9) 0
+
+# Real contrast_orig vector 7 element 10
+set fmri(con_orig7.10) 0
+
+# Real contrast_orig vector 7 element 11
+set fmri(con_orig7.11) 0
+
+# Real contrast_orig vector 7 element 12
+set fmri(con_orig7.12) 0
+
+# Real contrast_orig vector 7 element 13
+set fmri(con_orig7.13) 0
+
+# Display images for contrast_orig 8
+set fmri(conpic_orig.8) 1
+
+# Title for contrast_orig 8
+set fmri(conname_orig.8) "RelFalseFont"
+
+# Real contrast_orig vector 8 element 1
+set fmri(con_orig8.1) 0
+
+# Real contrast_orig vector 8 element 2
+set fmri(con_orig8.2) 0
+
+# Real contrast_orig vector 8 element 3
+set fmri(con_orig8.3) 0
+
+# Real contrast_orig vector 8 element 4
+set fmri(con_orig8.4) 0
+
+# Real contrast_orig vector 8 element 5
+set fmri(con_orig8.5) 0
+
+# Real contrast_orig vector 8 element 6
+set fmri(con_orig8.6) 0
+
+# Real contrast_orig vector 8 element 7
+set fmri(con_orig8.7) 0
+
+# Real contrast_orig vector 8 element 8
+set fmri(con_orig8.8) 1.0
+
+# Real contrast_orig vector 8 element 9
+set fmri(con_orig8.9) 0
+
+# Real contrast_orig vector 8 element 10
+set fmri(con_orig8.10) 0
+
+# Real contrast_orig vector 8 element 11
+set fmri(con_orig8.11) 0
+
+# Real contrast_orig vector 8 element 12
+set fmri(con_orig8.12) 0
+
+# Real contrast_orig vector 8 element 13
+set fmri(con_orig8.13) 0
+
+# Display images for contrast_orig 9
+set fmri(conpic_orig.9) 1
+
+# Title for contrast_orig 9
+set fmri(conname_orig.9) "IrrelFace"
+
+# Real contrast_orig vector 9 element 1
+set fmri(con_orig9.1) 0
+
+# Real contrast_orig vector 9 element 2
+set fmri(con_orig9.2) 0
+
+# Real contrast_orig vector 9 element 3
+set fmri(con_orig9.3) 0
+
+# Real contrast_orig vector 9 element 4
+set fmri(con_orig9.4) 0
+
+# Real contrast_orig vector 9 element 5
+set fmri(con_orig9.5) 0
+
+# Real contrast_orig vector 9 element 6
+set fmri(con_orig9.6) 0
+
+# Real contrast_orig vector 9 element 7
+set fmri(con_orig9.7) 0
+
+# Real contrast_orig vector 9 element 8
+set fmri(con_orig9.8) 0
+
+# Real contrast_orig vector 9 element 9
+set fmri(con_orig9.9) 1.0
+
+# Real contrast_orig vector 9 element 10
+set fmri(con_orig9.10) 0
+
+# Real contrast_orig vector 9 element 11
+set fmri(con_orig9.11) 0
+
+# Real contrast_orig vector 9 element 12
+set fmri(con_orig9.12) 0
+
+# Real contrast_orig vector 9 element 13
+set fmri(con_orig9.13) 0
+
+# Display images for contrast_orig 10
+set fmri(conpic_orig.10) 1
+
+# Title for contrast_orig 10
+set fmri(conname_orig.10) "IrrelObject"
+
+# Real contrast_orig vector 10 element 1
+set fmri(con_orig10.1) 0
+
+# Real contrast_orig vector 10 element 2
+set fmri(con_orig10.2) 0
+
+# Real contrast_orig vector 10 element 3
+set fmri(con_orig10.3) 0
+
+# Real contrast_orig vector 10 element 4
+set fmri(con_orig10.4) 0
+
+# Real contrast_orig vector 10 element 5
+set fmri(con_orig10.5) 0
+
+# Real contrast_orig vector 10 element 6
+set fmri(con_orig10.6) 0
+
+# Real contrast_orig vector 10 element 7
+set fmri(con_orig10.7) 0
+
+# Real contrast_orig vector 10 element 8
+set fmri(con_orig10.8) 0
+
+# Real contrast_orig vector 10 element 9
+set fmri(con_orig10.9) 0
+
+# Real contrast_orig vector 10 element 10
+set fmri(con_orig10.10) 1.0
+
+# Real contrast_orig vector 10 element 11
+set fmri(con_orig10.11) 0
+
+# Real contrast_orig vector 10 element 12
+set fmri(con_orig10.12) 0
+
+# Real contrast_orig vector 10 element 13
+set fmri(con_orig10.13) 0
+
+# Display images for contrast_orig 11
+set fmri(conpic_orig.11) 1
+
+# Title for contrast_orig 11
+set fmri(conname_orig.11) "IrrelLetter"
+
+# Real contrast_orig vector 11 element 1
+set fmri(con_orig11.1) 0
+
+# Real contrast_orig vector 11 element 2
+set fmri(con_orig11.2) 0
+
+# Real contrast_orig vector 11 element 3
+set fmri(con_orig11.3) 0
+
+# Real contrast_orig vector 11 element 4
+set fmri(con_orig11.4) 0
+
+# Real contrast_orig vector 11 element 5
+set fmri(con_orig11.5) 0
+
+# Real contrast_orig vector 11 element 6
+set fmri(con_orig11.6) 0
+
+# Real contrast_orig vector 11 element 7
+set fmri(con_orig11.7) 0
+
+# Real contrast_orig vector 11 element 8
+set fmri(con_orig11.8) 0
+
+# Real contrast_orig vector 11 element 9
+set fmri(con_orig11.9) 0
+
+# Real contrast_orig vector 11 element 10
+set fmri(con_orig11.10) 0
+
+# Real contrast_orig vector 11 element 11
+set fmri(con_orig11.11) 1.0
+
+# Real contrast_orig vector 11 element 12
+set fmri(con_orig11.12) 0
+
+# Real contrast_orig vector 11 element 13
+set fmri(con_orig11.13) 0
+
+# Display images for contrast_orig 12
+set fmri(conpic_orig.12) 1
+
+# Title for contrast_orig 12
+set fmri(conname_orig.12) "IrrelFalseFont"
+
+# Real contrast_orig vector 12 element 1
+set fmri(con_orig12.1) 0
+
+# Real contrast_orig vector 12 element 2
+set fmri(con_orig12.2) 0
+
+# Real contrast_orig vector 12 element 3
+set fmri(con_orig12.3) 0
+
+# Real contrast_orig vector 12 element 4
+set fmri(con_orig12.4) 0
+
+# Real contrast_orig vector 12 element 5
+set fmri(con_orig12.5) 0
+
+# Real contrast_orig vector 12 element 6
+set fmri(con_orig12.6) 0
+
+# Real contrast_orig vector 12 element 7
+set fmri(con_orig12.7) 0
+
+# Real contrast_orig vector 12 element 8
+set fmri(con_orig12.8) 0
+
+# Real contrast_orig vector 12 element 9
+set fmri(con_orig12.9) 0
+
+# Real contrast_orig vector 12 element 10
+set fmri(con_orig12.10) 0
+
+# Real contrast_orig vector 12 element 11
+set fmri(con_orig12.11) 0
+
+# Real contrast_orig vector 12 element 12
+set fmri(con_orig12.12) 1.0
+
+# Real contrast_orig vector 12 element 13
+set fmri(con_orig12.13) 0
+
+# Display images for contrast_orig 13
+set fmri(conpic_orig.13) 1
+
+# Title for contrast_orig 13
+set fmri(conname_orig.13) "TarAll"
+
+# Real contrast_orig vector 13 element 1
+set fmri(con_orig13.1) 1.0
+
+# Real contrast_orig vector 13 element 2
+set fmri(con_orig13.2) 1.0
+
+# Real contrast_orig vector 13 element 3
+set fmri(con_orig13.3) 1.0
+
+# Real contrast_orig vector 13 element 4
+set fmri(con_orig13.4) 1.0
+
+# Real contrast_orig vector 13 element 5
+set fmri(con_orig13.5) 0
+
+# Real contrast_orig vector 13 element 6
+set fmri(con_orig13.6) 0
+
+# Real contrast_orig vector 13 element 7
+set fmri(con_orig13.7) 0
+
+# Real contrast_orig vector 13 element 8
+set fmri(con_orig13.8) 0
+
+# Real contrast_orig vector 13 element 9
+set fmri(con_orig13.9) 0
+
+# Real contrast_orig vector 13 element 10
+set fmri(con_orig13.10) 0
+
+# Real contrast_orig vector 13 element 11
+set fmri(con_orig13.11) 0
+
+# Real contrast_orig vector 13 element 12
+set fmri(con_orig13.12) 0
+
+# Real contrast_orig vector 13 element 13
+set fmri(con_orig13.13) 0
+
+# Display images for contrast_orig 14
+set fmri(conpic_orig.14) 1
+
+# Title for contrast_orig 14
+set fmri(conname_orig.14) "RelAll"
+
+# Real contrast_orig vector 14 element 1
+set fmri(con_orig14.1) 0
+
+# Real contrast_orig vector 14 element 2
+set fmri(con_orig14.2) 0
+
+# Real contrast_orig vector 14 element 3
+set fmri(con_orig14.3) 0
+
+# Real contrast_orig vector 14 element 4
+set fmri(con_orig14.4) 0
+
+# Real contrast_orig vector 14 element 5
+set fmri(con_orig14.5) 1.0
+
+# Real contrast_orig vector 14 element 6
+set fmri(con_orig14.6) 1.0
+
+# Real contrast_orig vector 14 element 7
+set fmri(con_orig14.7) 1.0
+
+# Real contrast_orig vector 14 element 8
+set fmri(con_orig14.8) 1.0
+
+# Real contrast_orig vector 14 element 9
+set fmri(con_orig14.9) 0
+
+# Real contrast_orig vector 14 element 10
+set fmri(con_orig14.10) 0
+
+# Real contrast_orig vector 14 element 11
+set fmri(con_orig14.11) 0
+
+# Real contrast_orig vector 14 element 12
+set fmri(con_orig14.12) 0
+
+# Real contrast_orig vector 14 element 13
+set fmri(con_orig14.13) 0
+
+# Display images for contrast_orig 15
+set fmri(conpic_orig.15) 1
+
+# Title for contrast_orig 15
+set fmri(conname_orig.15) "IrrelAll"
+
+# Real contrast_orig vector 15 element 1
+set fmri(con_orig15.1) 0
+
+# Real contrast_orig vector 15 element 2
+set fmri(con_orig15.2) 0
+
+# Real contrast_orig vector 15 element 3
+set fmri(con_orig15.3) 0
+
+# Real contrast_orig vector 15 element 4
+set fmri(con_orig15.4) 0
+
+# Real contrast_orig vector 15 element 5
+set fmri(con_orig15.5) 0
+
+# Real contrast_orig vector 15 element 6
+set fmri(con_orig15.6) 0
+
+# Real contrast_orig vector 15 element 7
+set fmri(con_orig15.7) 0
+
+# Real contrast_orig vector 15 element 8
+set fmri(con_orig15.8) 0
+
+# Real contrast_orig vector 15 element 9
+set fmri(con_orig15.9) 1.0
+
+# Real contrast_orig vector 15 element 10
+set fmri(con_orig15.10) 1.0
+
+# Real contrast_orig vector 15 element 11
+set fmri(con_orig15.11) 1.0
+
+# Real contrast_orig vector 15 element 12
+set fmri(con_orig15.12) 1.0
+
+# Real contrast_orig vector 15 element 13
+set fmri(con_orig15.13) 0
+
+# Display images for contrast_orig 16
+set fmri(conpic_orig.16) 1
+
+# Title for contrast_orig 16
+set fmri(conname_orig.16) "StimAll"
+
+# Real contrast_orig vector 16 element 1
+set fmri(con_orig16.1) 1.0
+
+# Real contrast_orig vector 16 element 2
+set fmri(con_orig16.2) 1.0
+
+# Real contrast_orig vector 16 element 3
+set fmri(con_orig16.3) 1.0
+
+# Real contrast_orig vector 16 element 4
+set fmri(con_orig16.4) 1.0
+
+# Real contrast_orig vector 16 element 5
+set fmri(con_orig16.5) 1.0
+
+# Real contrast_orig vector 16 element 6
+set fmri(con_orig16.6) 1.0
+
+# Real contrast_orig vector 16 element 7
+set fmri(con_orig16.7) 1.0
+
+# Real contrast_orig vector 16 element 8
+set fmri(con_orig16.8) 1.0
+
+# Real contrast_orig vector 16 element 9
+set fmri(con_orig16.9) 1.0
+
+# Real contrast_orig vector 16 element 10
+set fmri(con_orig16.10) 1.0
+
+# Real contrast_orig vector 16 element 11
+set fmri(con_orig16.11) 1.0
+
+# Real contrast_orig vector 16 element 12
+set fmri(con_orig16.12) 1.0
+
+# Real contrast_orig vector 16 element 13
+set fmri(con_orig16.13) 0
+
+# Display images for contrast_orig 17
+set fmri(conpic_orig.17) 1
+
+# Title for contrast_orig 17
+set fmri(conname_orig.17) "FaceVSAll"
+
+# Real contrast_orig vector 17 element 1
+set fmri(con_orig17.1) 3.0
+
+# Real contrast_orig vector 17 element 2
+set fmri(con_orig17.2) -1.0
+
+# Real contrast_orig vector 17 element 3
+set fmri(con_orig17.3) -1.0
+
+# Real contrast_orig vector 17 element 4
+set fmri(con_orig17.4) -1.0
+
+# Real contrast_orig vector 17 element 5
+set fmri(con_orig17.5) 3.0
+
+# Real contrast_orig vector 17 element 6
+set fmri(con_orig17.6) -1.0
+
+# Real contrast_orig vector 17 element 7
+set fmri(con_orig17.7) -1.0
+
+# Real contrast_orig vector 17 element 8
+set fmri(con_orig17.8) -1.0
+
+# Real contrast_orig vector 17 element 9
+set fmri(con_orig17.9) 3.0
+
+# Real contrast_orig vector 17 element 10
+set fmri(con_orig17.10) -1.0
+
+# Real contrast_orig vector 17 element 11
+set fmri(con_orig17.11) -1.0
+
+# Real contrast_orig vector 17 element 12
+set fmri(con_orig17.12) -1.0
+
+# Real contrast_orig vector 17 element 13
+set fmri(con_orig17.13) 0
+
+# Display images for contrast_orig 18
+set fmri(conpic_orig.18) 1
+
+# Title for contrast_orig 18
+set fmri(conname_orig.18) "ObjectVSAll"
+
+# Real contrast_orig vector 18 element 1
+set fmri(con_orig18.1) -1.0
+
+# Real contrast_orig vector 18 element 2
+set fmri(con_orig18.2) 3.0
+
+# Real contrast_orig vector 18 element 3
+set fmri(con_orig18.3) -1.0
+
+# Real contrast_orig vector 18 element 4
+set fmri(con_orig18.4) -1.0
+
+# Real contrast_orig vector 18 element 5
+set fmri(con_orig18.5) -1.0
+
+# Real contrast_orig vector 18 element 6
+set fmri(con_orig18.6) 3.0
+
+# Real contrast_orig vector 18 element 7
+set fmri(con_orig18.7) -1.0
+
+# Real contrast_orig vector 18 element 8
+set fmri(con_orig18.8) -1.0
+
+# Real contrast_orig vector 18 element 9
+set fmri(con_orig18.9) -1.0
+
+# Real contrast_orig vector 18 element 10
+set fmri(con_orig18.10) 3.0
+
+# Real contrast_orig vector 18 element 11
+set fmri(con_orig18.11) -1.0
+
+# Real contrast_orig vector 18 element 12
+set fmri(con_orig18.12) -1.0
+
+# Real contrast_orig vector 18 element 13
+set fmri(con_orig18.13) 0
+
+# Contrast masking - use >0 instead of thresholding?
+set fmri(conmask_zerothresh_yn) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 2?
+set fmri(conmask1_2) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 3?
+set fmri(conmask1_3) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 4?
+set fmri(conmask1_4) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 5?
+set fmri(conmask1_5) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 6?
+set fmri(conmask1_6) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 7?
+set fmri(conmask1_7) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 8?
+set fmri(conmask1_8) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 9?
+set fmri(conmask1_9) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 10?
+set fmri(conmask1_10) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 11?
+set fmri(conmask1_11) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 12?
+set fmri(conmask1_12) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 13?
+set fmri(conmask1_13) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 14?
+set fmri(conmask1_14) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 15?
+set fmri(conmask1_15) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 16?
+set fmri(conmask1_16) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 17?
+set fmri(conmask1_17) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 18?
+set fmri(conmask1_18) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 1?
+set fmri(conmask2_1) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 3?
+set fmri(conmask2_3) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 4?
+set fmri(conmask2_4) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 5?
+set fmri(conmask2_5) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 6?
+set fmri(conmask2_6) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 7?
+set fmri(conmask2_7) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 8?
+set fmri(conmask2_8) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 9?
+set fmri(conmask2_9) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 10?
+set fmri(conmask2_10) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 11?
+set fmri(conmask2_11) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 12?
+set fmri(conmask2_12) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 13?
+set fmri(conmask2_13) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 14?
+set fmri(conmask2_14) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 15?
+set fmri(conmask2_15) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 16?
+set fmri(conmask2_16) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 17?
+set fmri(conmask2_17) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 18?
+set fmri(conmask2_18) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 1?
+set fmri(conmask3_1) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 2?
+set fmri(conmask3_2) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 4?
+set fmri(conmask3_4) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 5?
+set fmri(conmask3_5) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 6?
+set fmri(conmask3_6) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 7?
+set fmri(conmask3_7) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 8?
+set fmri(conmask3_8) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 9?
+set fmri(conmask3_9) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 10?
+set fmri(conmask3_10) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 11?
+set fmri(conmask3_11) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 12?
+set fmri(conmask3_12) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 13?
+set fmri(conmask3_13) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 14?
+set fmri(conmask3_14) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 15?
+set fmri(conmask3_15) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 16?
+set fmri(conmask3_16) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 17?
+set fmri(conmask3_17) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 18?
+set fmri(conmask3_18) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 1?
+set fmri(conmask4_1) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 2?
+set fmri(conmask4_2) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 3?
+set fmri(conmask4_3) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 5?
+set fmri(conmask4_5) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 6?
+set fmri(conmask4_6) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 7?
+set fmri(conmask4_7) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 8?
+set fmri(conmask4_8) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 9?
+set fmri(conmask4_9) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 10?
+set fmri(conmask4_10) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 11?
+set fmri(conmask4_11) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 12?
+set fmri(conmask4_12) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 13?
+set fmri(conmask4_13) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 14?
+set fmri(conmask4_14) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 15?
+set fmri(conmask4_15) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 16?
+set fmri(conmask4_16) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 17?
+set fmri(conmask4_17) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 18?
+set fmri(conmask4_18) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 1?
+set fmri(conmask5_1) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 2?
+set fmri(conmask5_2) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 3?
+set fmri(conmask5_3) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 4?
+set fmri(conmask5_4) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 6?
+set fmri(conmask5_6) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 7?
+set fmri(conmask5_7) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 8?
+set fmri(conmask5_8) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 9?
+set fmri(conmask5_9) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 10?
+set fmri(conmask5_10) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 11?
+set fmri(conmask5_11) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 12?
+set fmri(conmask5_12) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 13?
+set fmri(conmask5_13) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 14?
+set fmri(conmask5_14) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 15?
+set fmri(conmask5_15) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 16?
+set fmri(conmask5_16) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 17?
+set fmri(conmask5_17) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 18?
+set fmri(conmask5_18) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 1?
+set fmri(conmask6_1) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 2?
+set fmri(conmask6_2) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 3?
+set fmri(conmask6_3) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 4?
+set fmri(conmask6_4) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 5?
+set fmri(conmask6_5) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 7?
+set fmri(conmask6_7) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 8?
+set fmri(conmask6_8) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 9?
+set fmri(conmask6_9) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 10?
+set fmri(conmask6_10) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 11?
+set fmri(conmask6_11) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 12?
+set fmri(conmask6_12) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 13?
+set fmri(conmask6_13) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 14?
+set fmri(conmask6_14) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 15?
+set fmri(conmask6_15) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 16?
+set fmri(conmask6_16) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 17?
+set fmri(conmask6_17) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 18?
+set fmri(conmask6_18) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 1?
+set fmri(conmask7_1) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 2?
+set fmri(conmask7_2) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 3?
+set fmri(conmask7_3) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 4?
+set fmri(conmask7_4) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 5?
+set fmri(conmask7_5) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 6?
+set fmri(conmask7_6) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 8?
+set fmri(conmask7_8) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 9?
+set fmri(conmask7_9) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 10?
+set fmri(conmask7_10) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 11?
+set fmri(conmask7_11) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 12?
+set fmri(conmask7_12) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 13?
+set fmri(conmask7_13) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 14?
+set fmri(conmask7_14) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 15?
+set fmri(conmask7_15) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 16?
+set fmri(conmask7_16) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 17?
+set fmri(conmask7_17) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 18?
+set fmri(conmask7_18) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 1?
+set fmri(conmask8_1) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 2?
+set fmri(conmask8_2) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 3?
+set fmri(conmask8_3) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 4?
+set fmri(conmask8_4) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 5?
+set fmri(conmask8_5) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 6?
+set fmri(conmask8_6) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 7?
+set fmri(conmask8_7) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 9?
+set fmri(conmask8_9) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 10?
+set fmri(conmask8_10) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 11?
+set fmri(conmask8_11) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 12?
+set fmri(conmask8_12) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 13?
+set fmri(conmask8_13) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 14?
+set fmri(conmask8_14) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 15?
+set fmri(conmask8_15) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 16?
+set fmri(conmask8_16) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 17?
+set fmri(conmask8_17) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 18?
+set fmri(conmask8_18) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 1?
+set fmri(conmask9_1) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 2?
+set fmri(conmask9_2) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 3?
+set fmri(conmask9_3) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 4?
+set fmri(conmask9_4) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 5?
+set fmri(conmask9_5) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 6?
+set fmri(conmask9_6) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 7?
+set fmri(conmask9_7) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 8?
+set fmri(conmask9_8) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 10?
+set fmri(conmask9_10) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 11?
+set fmri(conmask9_11) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 12?
+set fmri(conmask9_12) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 13?
+set fmri(conmask9_13) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 14?
+set fmri(conmask9_14) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 15?
+set fmri(conmask9_15) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 16?
+set fmri(conmask9_16) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 17?
+set fmri(conmask9_17) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 18?
+set fmri(conmask9_18) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 1?
+set fmri(conmask10_1) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 2?
+set fmri(conmask10_2) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 3?
+set fmri(conmask10_3) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 4?
+set fmri(conmask10_4) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 5?
+set fmri(conmask10_5) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 6?
+set fmri(conmask10_6) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 7?
+set fmri(conmask10_7) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 8?
+set fmri(conmask10_8) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 9?
+set fmri(conmask10_9) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 11?
+set fmri(conmask10_11) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 12?
+set fmri(conmask10_12) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 13?
+set fmri(conmask10_13) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 14?
+set fmri(conmask10_14) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 15?
+set fmri(conmask10_15) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 16?
+set fmri(conmask10_16) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 17?
+set fmri(conmask10_17) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 18?
+set fmri(conmask10_18) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 1?
+set fmri(conmask11_1) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 2?
+set fmri(conmask11_2) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 3?
+set fmri(conmask11_3) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 4?
+set fmri(conmask11_4) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 5?
+set fmri(conmask11_5) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 6?
+set fmri(conmask11_6) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 7?
+set fmri(conmask11_7) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 8?
+set fmri(conmask11_8) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 9?
+set fmri(conmask11_9) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 10?
+set fmri(conmask11_10) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 12?
+set fmri(conmask11_12) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 13?
+set fmri(conmask11_13) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 14?
+set fmri(conmask11_14) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 15?
+set fmri(conmask11_15) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 16?
+set fmri(conmask11_16) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 17?
+set fmri(conmask11_17) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 18?
+set fmri(conmask11_18) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 1?
+set fmri(conmask12_1) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 2?
+set fmri(conmask12_2) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 3?
+set fmri(conmask12_3) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 4?
+set fmri(conmask12_4) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 5?
+set fmri(conmask12_5) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 6?
+set fmri(conmask12_6) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 7?
+set fmri(conmask12_7) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 8?
+set fmri(conmask12_8) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 9?
+set fmri(conmask12_9) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 10?
+set fmri(conmask12_10) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 11?
+set fmri(conmask12_11) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 13?
+set fmri(conmask12_13) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 14?
+set fmri(conmask12_14) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 15?
+set fmri(conmask12_15) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 16?
+set fmri(conmask12_16) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 17?
+set fmri(conmask12_17) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 18?
+set fmri(conmask12_18) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 1?
+set fmri(conmask13_1) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 2?
+set fmri(conmask13_2) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 3?
+set fmri(conmask13_3) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 4?
+set fmri(conmask13_4) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 5?
+set fmri(conmask13_5) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 6?
+set fmri(conmask13_6) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 7?
+set fmri(conmask13_7) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 8?
+set fmri(conmask13_8) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 9?
+set fmri(conmask13_9) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 10?
+set fmri(conmask13_10) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 11?
+set fmri(conmask13_11) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 12?
+set fmri(conmask13_12) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 14?
+set fmri(conmask13_14) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 15?
+set fmri(conmask13_15) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 16?
+set fmri(conmask13_16) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 17?
+set fmri(conmask13_17) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 18?
+set fmri(conmask13_18) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 1?
+set fmri(conmask14_1) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 2?
+set fmri(conmask14_2) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 3?
+set fmri(conmask14_3) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 4?
+set fmri(conmask14_4) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 5?
+set fmri(conmask14_5) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 6?
+set fmri(conmask14_6) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 7?
+set fmri(conmask14_7) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 8?
+set fmri(conmask14_8) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 9?
+set fmri(conmask14_9) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 10?
+set fmri(conmask14_10) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 11?
+set fmri(conmask14_11) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 12?
+set fmri(conmask14_12) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 13?
+set fmri(conmask14_13) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 15?
+set fmri(conmask14_15) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 16?
+set fmri(conmask14_16) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 17?
+set fmri(conmask14_17) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 18?
+set fmri(conmask14_18) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 1?
+set fmri(conmask15_1) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 2?
+set fmri(conmask15_2) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 3?
+set fmri(conmask15_3) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 4?
+set fmri(conmask15_4) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 5?
+set fmri(conmask15_5) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 6?
+set fmri(conmask15_6) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 7?
+set fmri(conmask15_7) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 8?
+set fmri(conmask15_8) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 9?
+set fmri(conmask15_9) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 10?
+set fmri(conmask15_10) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 11?
+set fmri(conmask15_11) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 12?
+set fmri(conmask15_12) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 13?
+set fmri(conmask15_13) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 14?
+set fmri(conmask15_14) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 16?
+set fmri(conmask15_16) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 17?
+set fmri(conmask15_17) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 18?
+set fmri(conmask15_18) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 1?
+set fmri(conmask16_1) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 2?
+set fmri(conmask16_2) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 3?
+set fmri(conmask16_3) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 4?
+set fmri(conmask16_4) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 5?
+set fmri(conmask16_5) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 6?
+set fmri(conmask16_6) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 7?
+set fmri(conmask16_7) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 8?
+set fmri(conmask16_8) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 9?
+set fmri(conmask16_9) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 10?
+set fmri(conmask16_10) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 11?
+set fmri(conmask16_11) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 12?
+set fmri(conmask16_12) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 13?
+set fmri(conmask16_13) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 14?
+set fmri(conmask16_14) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 15?
+set fmri(conmask16_15) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 17?
+set fmri(conmask16_17) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 18?
+set fmri(conmask16_18) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 1?
+set fmri(conmask17_1) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 2?
+set fmri(conmask17_2) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 3?
+set fmri(conmask17_3) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 4?
+set fmri(conmask17_4) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 5?
+set fmri(conmask17_5) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 6?
+set fmri(conmask17_6) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 7?
+set fmri(conmask17_7) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 8?
+set fmri(conmask17_8) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 9?
+set fmri(conmask17_9) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 10?
+set fmri(conmask17_10) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 11?
+set fmri(conmask17_11) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 12?
+set fmri(conmask17_12) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 13?
+set fmri(conmask17_13) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 14?
+set fmri(conmask17_14) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 15?
+set fmri(conmask17_15) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 16?
+set fmri(conmask17_16) 0
+
+# Mask real contrast/F-test 17 with real contrast/F-test 18?
+set fmri(conmask17_18) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 1?
+set fmri(conmask18_1) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 2?
+set fmri(conmask18_2) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 3?
+set fmri(conmask18_3) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 4?
+set fmri(conmask18_4) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 5?
+set fmri(conmask18_5) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 6?
+set fmri(conmask18_6) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 7?
+set fmri(conmask18_7) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 8?
+set fmri(conmask18_8) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 9?
+set fmri(conmask18_9) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 10?
+set fmri(conmask18_10) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 11?
+set fmri(conmask18_11) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 12?
+set fmri(conmask18_12) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 13?
+set fmri(conmask18_13) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 14?
+set fmri(conmask18_14) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 15?
+set fmri(conmask18_15) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 16?
+set fmri(conmask18_16) 0
+
+# Mask real contrast/F-test 18 with real contrast/F-test 17?
+set fmri(conmask18_17) 0
+
+# Do contrast masking at all?
+set fmri(conmask1_1) 0
+
+##########################################################
+# Now options that don't appear in the GUI
+
+# Alternative (to BETting) mask image
+set fmri(alternative_mask) ""
+
+# Initial structural space registration initialisation transform
+set fmri(init_initial_highres) ""
+
+# Structural space registration initialisation transform
+set fmri(init_highres) ""
+
+# Standard space registration initialisation transform
+set fmri(init_standard) ""
+
+# For full FEAT analysis: overwrite existing .feat output dir?
+set fmri(overwrite_yn) 0
diff --git a/glm/fsf_templates/1st_level/Tests/myftf.mat b/glm/fsf_templates/1st_level/Tests/myftf.mat
new file mode 100644
index 0000000..b9f0abd
--- /dev/null
+++ b/glm/fsf_templates/1st_level/Tests/myftf.mat
@@ -0,0 +1,306 @@
+/NumWaves 52
+/NumPoints 301
+/PPheights 3.246291e-01 2.236762e-01 3.372449e-01 2.237374e-01 3.277214e-01 2.108909e-01 3.361612e-01 2.133993e-01 3.358634e-01 2.250817e-01 3.560911e-01 2.222742e-01 3.632008e-01 2.296617e-01 3.828568e-01 2.398803e-01 2.382563e-01 1.540197e-01 3.365086e-01 2.254669e-01 3.373072e-01 2.087591e-01 3.444182e-01 2.230470e-01 9.593891e-01 5.410565e-01 1.358619e-01 2.913360e-02 1.612316e-02 2.674795e-04 1.338927e-01 2.273549e-01 1.258458e-02 1.762992e-02 2.590486e-01 1.788687e-01 3.088371e-02 9.412260e-03 2.796279e-03 3.173988e-03 3.742445e-06 3.061905e-06 3.572708e-03 1.474390e-03 9.480672e-06 1.061209e-06 2.680359e-03 1.057950e-03 5.303164e-06 5.746398e-07 1.489620e+02 4.385939e+01
+
+/Matrix
+-1.120345e-02 -3.451761e-04 -2.068066e-02 -5.046862e-04 1.711424e-04 3.926400e-05 -1.938679e-04 2.096479e-07 -3.946044e-02 -4.562257e-04 -2.628540e-02 1.684067e-05 -4.946089e-04 1.210064e-04 1.384589e-03 3.079713e-04 1.623748e-04 1.097315e-04 -1.377179e-03 2.537156e-06 -1.780296e-02 -4.906632e-04 -3.519783e-02 -3.355816e-04 -1.411864e-01 5.497665e-03 7.642703e-03 1.457255e-03 2.588404e-04 -1.745653e-05 1.010667e-02 3.609093e-02 -1.143105e-04 -1.529895e-03 5.022684e-03 -3.724886e-03 2.625808e-04 -1.025482e-03 -2.277123e-04 -4.917311e-04 3.659137e-08 -4.764608e-08 -1.828292e-04 -2.550478e-06 1.367835e-07 -1.836362e-08 1.605005e-04 2.601811e-04 8.710116e-08 5.919641e-08 -2.976927e+01 -4.484628e+00
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new file mode 100644
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+0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
+0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
+1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 1.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
diff --git a/glm/fsf_templates/1st_level/Tests/test.frf b/glm/fsf_templates/1st_level/Tests/test.frf
new file mode 100644
index 0000000..4bdc00e
--- /dev/null
+++ b/glm/fsf_templates/1st_level/Tests/test.frf
@@ -0,0 +1,52 @@
+1
+1
+2
+2
+3
+3
+4
+4
+5
+5
+6
+6
+7
+7
+8
+8
+9
+9
+10
+10
+11
+11
+12
+12
+13
+13
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
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+14
+14
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diff --git a/glm/fsf_templates/1st_level/Tests/test.fsf b/glm/fsf_templates/1st_level/Tests/test.fsf
new file mode 100644
index 0000000..2a9ba0e
--- /dev/null
+++ b/glm/fsf_templates/1st_level/Tests/test.fsf
@@ -0,0 +1,4097 @@
+
+# FEAT version number
+set fmri(version) 6.00
+
+# Are we in MELODIC?
+set fmri(inmelodic) 0
+
+# Analysis level
+# 1 : First-level analysis
+# 2 : Higher-level analysis
+set fmri(level) 1
+
+# Which stages to run
+# 0 : No first-level analysis (registration and/or group stats only)
+# 7 : Full first-level analysis
+# 1 : Pre-processing
+# 2 : Statistics
+set fmri(analysis) 7
+
+# Use relative filenames
+set fmri(relative_yn) 0
+
+# Balloon help
+set fmri(help_yn) 1
+
+# Run Featwatcher
+set fmri(featwatcher_yn) 0
+
+# Cleanup first-level standard-space images
+set fmri(sscleanup_yn) 0
+
+# Output directory
+set fmri(outputdir) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/fslFeat/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_analysis-1stPutativeNCC_space-MNI152NLin2009cAsym.feat"
+
+# TR(s)
+set fmri(tr) 1.500000
+
+# Total volumes
+set fmri(npts) 304
+
+# Delete volumes
+set fmri(ndelete) 3
+
+# Perfusion tag/control order
+set fmri(tagfirst) 1
+
+# Number of first-level analyses
+set fmri(multiple) 1
+
+# Higher-level input type
+# 1 : Inputs are lower-level FEAT directories
+# 2 : Inputs are cope images from FEAT directories
+set fmri(inputtype) 2
+
+# Carry out pre-stats processing?
+set fmri(filtering_yn) 1
+
+# Brain/background threshold, %
+set fmri(brain_thresh) 10
+
+# Critical z for design efficiency calculation
+set fmri(critical_z) 5.3
+
+# Noise level
+set fmri(noise) 0.66
+
+# Noise AR(1)
+set fmri(noisear) 0.34
+
+# Motion correction
+# 0 : None
+# 1 : MCFLIRT
+set fmri(mc) 0
+
+# Spin-history (currently obsolete)
+set fmri(sh_yn) 0
+
+# B0 fieldmap unwarping?
+set fmri(regunwarp_yn) 0
+
+# GDC Test
+set fmri(gdc) ""
+
+# EPI dwell time (ms)
+set fmri(dwell) 0.0
+
+# EPI TE (ms)
+set fmri(te) 0.0
+
+# % Signal loss threshold
+set fmri(signallossthresh) 10
+
+# Unwarp direction
+set fmri(unwarp_dir) y-
+
+# Slice timing correction
+# 0 : None
+# 1 : Regular up (0, 1, 2, 3, ...)
+# 2 : Regular down
+# 3 : Use slice order file
+# 4 : Use slice timings file
+# 5 : Interleaved (0, 2, 4 ... 1, 3, 5 ... )
+set fmri(st) 0
+
+# Slice timings file
+set fmri(st_file) ""
+
+# BET brain extraction
+set fmri(bet_yn) 1
+
+# Spatial smoothing FWHM (mm)
+set fmri(smooth) 5
+
+# Intensity normalization
+set fmri(norm_yn) 0
+
+# Perfusion subtraction
+set fmri(perfsub_yn) 0
+
+# Highpass temporal filtering
+set fmri(temphp_yn) 1
+
+# Lowpass temporal filtering
+set fmri(templp_yn) 0
+
+# MELODIC ICA data exploration
+set fmri(melodic_yn) 0
+
+# Carry out main stats?
+set fmri(stats_yn) 1
+
+# Carry out prewhitening?
+set fmri(prewhiten_yn) 1
+
+# Add motion parameters to model
+# 0 : No
+# 1 : Yes
+set fmri(motionevs) 0
+set fmri(motionevsbeta) ""
+set fmri(scriptevsbeta) ""
+
+# Robust outlier detection in FLAME?
+set fmri(robust_yn) 0
+
+# Higher-level modelling
+# 3 : Fixed effects
+# 0 : Mixed Effects: Simple OLS
+# 2 : Mixed Effects: FLAME 1
+# 1 : Mixed Effects: FLAME 1+2
+set fmri(mixed_yn) 2
+
+# Higher-level permutations
+set fmri(randomisePermutations) 5000
+
+# Number of EVs
+set fmri(evs_orig) 13
+set fmri(evs_real) 26
+set fmri(evs_vox) 0
+
+# Number of contrasts
+set fmri(ncon_orig) 16
+set fmri(ncon_real) 16
+
+# Number of F-tests
+set fmri(nftests_orig) 0
+set fmri(nftests_real) 0
+
+# Add constant column to design matrix? (obsolete)
+set fmri(constcol) 0
+
+# Carry out post-stats steps?
+set fmri(poststats_yn) 1
+
+# Pre-threshold masking?
+set fmri(threshmask) ""
+
+# Thresholding
+# 0 : None
+# 1 : Uncorrected
+# 2 : Voxel
+# 3 : Cluster
+set fmri(thresh) 3
+
+# P threshold
+set fmri(prob_thresh) 0.05
+
+# Z threshold
+set fmri(z_thresh) 3.1
+
+# Z min/max for colour rendering
+# 0 : Use actual Z min/max
+# 1 : Use preset Z min/max
+set fmri(zdisplay) 0
+
+# Z min in colour rendering
+set fmri(zmin) 2
+
+# Z max in colour rendering
+set fmri(zmax) 8
+
+# Colour rendering type
+# 0 : Solid blobs
+# 1 : Transparent blobs
+set fmri(rendertype) 1
+
+# Background image for higher-level stats overlays
+# 1 : Mean highres
+# 2 : First highres
+# 3 : Mean functional
+# 4 : First functional
+# 5 : Standard space template
+set fmri(bgimage) 1
+
+# Create time series plots
+set fmri(tsplot_yn) 1
+
+# Registration to initial structural
+set fmri(reginitial_highres_yn) 0
+
+# Search space for registration to initial structural
+# 0 : No search
+# 90 : Normal search
+# 180 : Full search
+set fmri(reginitial_highres_search) 90
+
+# Degrees of Freedom for registration to initial structural
+set fmri(reginitial_highres_dof) 3
+
+# Registration to main structural
+set fmri(reghighres_yn) 0
+
+# Search space for registration to main structural
+# 0 : No search
+# 90 : Normal search
+# 180 : Full search
+set fmri(reghighres_search) 90
+
+# Degrees of Freedom for registration to main structural
+set fmri(reghighres_dof) BBR
+
+# Registration to standard image?
+set fmri(regstandard_yn) 1
+
+# Use alternate reference images?
+set fmri(alternateReference_yn) 0
+
+# Standard image
+set fmri(regstandard) "/hpc/shared/EasyBuild/apps/FSL/6.0.2-foss-2019a-Python-3.7.2/fsl/data/standard/MNI152_T1_2mm_brain"
+
+# Search space for registration to standard space
+# 0 : No search
+# 90 : Normal search
+# 180 : Full search
+set fmri(regstandard_search) 90
+
+# Degrees of Freedom for registration to standard space
+set fmri(regstandard_dof) 6
+
+# Do nonlinear registration from structural to standard space?
+set fmri(regstandard_nonlinear_yn) 0
+
+# Control nonlinear warp field resolution
+set fmri(regstandard_nonlinear_warpres) 10
+
+# High pass filter cutoff
+set fmri(paradigm_hp) 128
+
+# Total voxels
+set fmri(totalVoxels) 326078304
+
+
+# Number of lower-level copes feeding into higher-level analysis
+set fmri(ncopeinputs) 0
+
+# 4D AVW data or FEAT directory (1)
+set feat_files(1) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/fmriprep/sub-SC101/ses-V1/func/sub-SC101_ses-V1_task-Dur_run-1_space-MNI152NLin2009cAsym_desc-preproc_bold"
+
+# Add confound EVs text file
+set fmri(confoundevs) 1
+
+# Confound EVs text file for analysis 1
+set confoundev_files(1) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/confound_event_files/sub-SC101_ses-V1_task-Dur_run-1_confounds.txt"
+
+# EV 1 title
+set fmri(evtitle1) "tar_face"
+
+# Basic waveform shape (EV 1)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape1) 3
+
+# Convolution (EV 1)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve1) 3
+
+# Convolve phase (EV 1)
+set fmri(convolve_phase1) 0
+
+# Apply temporal filtering (EV 1)
+set fmri(tempfilt_yn1) 1
+
+# Add temporal derivative (EV 1)
+set fmri(deriv_yn1) 1
+
+# Custom EV file (EV 1)
+set fmri(custom1) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_target_face_EV.txt"
+
+# Orthogonalise EV 1 wrt EV 0
+set fmri(ortho1.0) 0
+
+# Orthogonalise EV 1 wrt EV 1
+set fmri(ortho1.1) 0
+
+# Orthogonalise EV 1 wrt EV 2
+set fmri(ortho1.2) 0
+
+# Orthogonalise EV 1 wrt EV 3
+set fmri(ortho1.3) 0
+
+# Orthogonalise EV 1 wrt EV 4
+set fmri(ortho1.4) 0
+
+# Orthogonalise EV 1 wrt EV 5
+set fmri(ortho1.5) 0
+
+# Orthogonalise EV 1 wrt EV 6
+set fmri(ortho1.6) 0
+
+# Orthogonalise EV 1 wrt EV 7
+set fmri(ortho1.7) 0
+
+# Orthogonalise EV 1 wrt EV 8
+set fmri(ortho1.8) 0
+
+# Orthogonalise EV 1 wrt EV 9
+set fmri(ortho1.9) 0
+
+# Orthogonalise EV 1 wrt EV 10
+set fmri(ortho1.10) 0
+
+# Orthogonalise EV 1 wrt EV 11
+set fmri(ortho1.11) 0
+
+# Orthogonalise EV 1 wrt EV 12
+set fmri(ortho1.12) 0
+
+# Orthogonalise EV 1 wrt EV 13
+set fmri(ortho1.13) 0
+
+# EV 2 title
+set fmri(evtitle2) "tar_object"
+
+# Basic waveform shape (EV 2)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape2) 3
+
+# Convolution (EV 2)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve2) 3
+
+# Convolve phase (EV 2)
+set fmri(convolve_phase2) 0
+
+# Apply temporal filtering (EV 2)
+set fmri(tempfilt_yn2) 1
+
+# Add temporal derivative (EV 2)
+set fmri(deriv_yn2) 1
+
+# Custom EV file (EV 2)
+set fmri(custom2) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_target_object_EV.txt"
+
+# Orthogonalise EV 2 wrt EV 0
+set fmri(ortho2.0) 0
+
+# Orthogonalise EV 2 wrt EV 1
+set fmri(ortho2.1) 0
+
+# Orthogonalise EV 2 wrt EV 2
+set fmri(ortho2.2) 0
+
+# Orthogonalise EV 2 wrt EV 3
+set fmri(ortho2.3) 0
+
+# Orthogonalise EV 2 wrt EV 4
+set fmri(ortho2.4) 0
+
+# Orthogonalise EV 2 wrt EV 5
+set fmri(ortho2.5) 0
+
+# Orthogonalise EV 2 wrt EV 6
+set fmri(ortho2.6) 0
+
+# Orthogonalise EV 2 wrt EV 7
+set fmri(ortho2.7) 0
+
+# Orthogonalise EV 2 wrt EV 8
+set fmri(ortho2.8) 0
+
+# Orthogonalise EV 2 wrt EV 9
+set fmri(ortho2.9) 0
+
+# Orthogonalise EV 2 wrt EV 10
+set fmri(ortho2.10) 0
+
+# Orthogonalise EV 2 wrt EV 11
+set fmri(ortho2.11) 0
+
+# Orthogonalise EV 2 wrt EV 12
+set fmri(ortho2.12) 0
+
+# Orthogonalise EV 2 wrt EV 13
+set fmri(ortho2.13) 0
+
+# EV 3 title
+set fmri(evtitle3) "tar_letter"
+
+# Basic waveform shape (EV 3)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape3) 3
+
+# Convolution (EV 3)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve3) 3
+
+# Convolve phase (EV 3)
+set fmri(convolve_phase3) 0
+
+# Apply temporal filtering (EV 3)
+set fmri(tempfilt_yn3) 1
+
+# Add temporal derivative (EV 3)
+set fmri(deriv_yn3) 1
+
+# Custom EV file (EV 3)
+set fmri(custom3) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_target_letter_EV.txt"
+
+# Orthogonalise EV 3 wrt EV 0
+set fmri(ortho3.0) 0
+
+# Orthogonalise EV 3 wrt EV 1
+set fmri(ortho3.1) 0
+
+# Orthogonalise EV 3 wrt EV 2
+set fmri(ortho3.2) 0
+
+# Orthogonalise EV 3 wrt EV 3
+set fmri(ortho3.3) 0
+
+# Orthogonalise EV 3 wrt EV 4
+set fmri(ortho3.4) 0
+
+# Orthogonalise EV 3 wrt EV 5
+set fmri(ortho3.5) 0
+
+# Orthogonalise EV 3 wrt EV 6
+set fmri(ortho3.6) 0
+
+# Orthogonalise EV 3 wrt EV 7
+set fmri(ortho3.7) 0
+
+# Orthogonalise EV 3 wrt EV 8
+set fmri(ortho3.8) 0
+
+# Orthogonalise EV 3 wrt EV 9
+set fmri(ortho3.9) 0
+
+# Orthogonalise EV 3 wrt EV 10
+set fmri(ortho3.10) 0
+
+# Orthogonalise EV 3 wrt EV 11
+set fmri(ortho3.11) 0
+
+# Orthogonalise EV 3 wrt EV 12
+set fmri(ortho3.12) 0
+
+# Orthogonalise EV 3 wrt EV 13
+set fmri(ortho3.13) 0
+
+# EV 4 title
+set fmri(evtitle4) "tar_falseFont"
+
+# Basic waveform shape (EV 4)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape4) 3
+
+# Convolution (EV 4)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve4) 3
+
+# Convolve phase (EV 4)
+set fmri(convolve_phase4) 0
+
+# Apply temporal filtering (EV 4)
+set fmri(tempfilt_yn4) 1
+
+# Add temporal derivative (EV 4)
+set fmri(deriv_yn4) 1
+
+# Custom EV file (EV 4)
+set fmri(custom4) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_target_falseFont_EV.txt"
+
+# Orthogonalise EV 4 wrt EV 0
+set fmri(ortho4.0) 0
+
+# Orthogonalise EV 4 wrt EV 1
+set fmri(ortho4.1) 0
+
+# Orthogonalise EV 4 wrt EV 2
+set fmri(ortho4.2) 0
+
+# Orthogonalise EV 4 wrt EV 3
+set fmri(ortho4.3) 0
+
+# Orthogonalise EV 4 wrt EV 4
+set fmri(ortho4.4) 0
+
+# Orthogonalise EV 4 wrt EV 5
+set fmri(ortho4.5) 0
+
+# Orthogonalise EV 4 wrt EV 6
+set fmri(ortho4.6) 0
+
+# Orthogonalise EV 4 wrt EV 7
+set fmri(ortho4.7) 0
+
+# Orthogonalise EV 4 wrt EV 8
+set fmri(ortho4.8) 0
+
+# Orthogonalise EV 4 wrt EV 9
+set fmri(ortho4.9) 0
+
+# Orthogonalise EV 4 wrt EV 10
+set fmri(ortho4.10) 0
+
+# Orthogonalise EV 4 wrt EV 11
+set fmri(ortho4.11) 0
+
+# Orthogonalise EV 4 wrt EV 12
+set fmri(ortho4.12) 0
+
+# Orthogonalise EV 4 wrt EV 13
+set fmri(ortho4.13) 0
+
+# EV 5 title
+set fmri(evtitle5) "rel_face"
+
+# Basic waveform shape (EV 5)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape5) 3
+
+# Convolution (EV 5)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve5) 3
+
+# Convolve phase (EV 5)
+set fmri(convolve_phase5) 0
+
+# Apply temporal filtering (EV 5)
+set fmri(tempfilt_yn5) 1
+
+# Add temporal derivative (EV 5)
+set fmri(deriv_yn5) 1
+
+# Custom EV file (EV 5)
+set fmri(custom5) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_relevant_face_EV.txt"
+
+# Orthogonalise EV 5 wrt EV 0
+set fmri(ortho5.0) 0
+
+# Orthogonalise EV 5 wrt EV 1
+set fmri(ortho5.1) 0
+
+# Orthogonalise EV 5 wrt EV 2
+set fmri(ortho5.2) 0
+
+# Orthogonalise EV 5 wrt EV 3
+set fmri(ortho5.3) 0
+
+# Orthogonalise EV 5 wrt EV 4
+set fmri(ortho5.4) 0
+
+# Orthogonalise EV 5 wrt EV 5
+set fmri(ortho5.5) 0
+
+# Orthogonalise EV 5 wrt EV 6
+set fmri(ortho5.6) 0
+
+# Orthogonalise EV 5 wrt EV 7
+set fmri(ortho5.7) 0
+
+# Orthogonalise EV 5 wrt EV 8
+set fmri(ortho5.8) 0
+
+# Orthogonalise EV 5 wrt EV 9
+set fmri(ortho5.9) 0
+
+# Orthogonalise EV 5 wrt EV 10
+set fmri(ortho5.10) 0
+
+# Orthogonalise EV 5 wrt EV 11
+set fmri(ortho5.11) 0
+
+# Orthogonalise EV 5 wrt EV 12
+set fmri(ortho5.12) 0
+
+# Orthogonalise EV 5 wrt EV 13
+set fmri(ortho5.13) 0
+
+# EV 6 title
+set fmri(evtitle6) "rel_object"
+
+# Basic waveform shape (EV 6)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape6) 3
+
+# Convolution (EV 6)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve6) 3
+
+# Convolve phase (EV 6)
+set fmri(convolve_phase6) 0
+
+# Apply temporal filtering (EV 6)
+set fmri(tempfilt_yn6) 1
+
+# Add temporal derivative (EV 6)
+set fmri(deriv_yn6) 1
+
+# Custom EV file (EV 6)
+set fmri(custom6) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_relevant_object_EV.txt"
+
+# Orthogonalise EV 6 wrt EV 0
+set fmri(ortho6.0) 0
+
+# Orthogonalise EV 6 wrt EV 1
+set fmri(ortho6.1) 0
+
+# Orthogonalise EV 6 wrt EV 2
+set fmri(ortho6.2) 0
+
+# Orthogonalise EV 6 wrt EV 3
+set fmri(ortho6.3) 0
+
+# Orthogonalise EV 6 wrt EV 4
+set fmri(ortho6.4) 0
+
+# Orthogonalise EV 6 wrt EV 5
+set fmri(ortho6.5) 0
+
+# Orthogonalise EV 6 wrt EV 6
+set fmri(ortho6.6) 0
+
+# Orthogonalise EV 6 wrt EV 7
+set fmri(ortho6.7) 0
+
+# Orthogonalise EV 6 wrt EV 8
+set fmri(ortho6.8) 0
+
+# Orthogonalise EV 6 wrt EV 9
+set fmri(ortho6.9) 0
+
+# Orthogonalise EV 6 wrt EV 10
+set fmri(ortho6.10) 0
+
+# Orthogonalise EV 6 wrt EV 11
+set fmri(ortho6.11) 0
+
+# Orthogonalise EV 6 wrt EV 12
+set fmri(ortho6.12) 0
+
+# Orthogonalise EV 6 wrt EV 13
+set fmri(ortho6.13) 0
+
+# EV 7 title
+set fmri(evtitle7) "rel_letter"
+
+# Basic waveform shape (EV 7)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape7) 3
+
+# Convolution (EV 7)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve7) 3
+
+# Convolve phase (EV 7)
+set fmri(convolve_phase7) 0
+
+# Apply temporal filtering (EV 7)
+set fmri(tempfilt_yn7) 1
+
+# Add temporal derivative (EV 7)
+set fmri(deriv_yn7) 1
+
+# Custom EV file (EV 7)
+set fmri(custom7) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_relevant_letter_EV.txt"
+
+# Orthogonalise EV 7 wrt EV 0
+set fmri(ortho7.0) 0
+
+# Orthogonalise EV 7 wrt EV 1
+set fmri(ortho7.1) 0
+
+# Orthogonalise EV 7 wrt EV 2
+set fmri(ortho7.2) 0
+
+# Orthogonalise EV 7 wrt EV 3
+set fmri(ortho7.3) 0
+
+# Orthogonalise EV 7 wrt EV 4
+set fmri(ortho7.4) 0
+
+# Orthogonalise EV 7 wrt EV 5
+set fmri(ortho7.5) 0
+
+# Orthogonalise EV 7 wrt EV 6
+set fmri(ortho7.6) 0
+
+# Orthogonalise EV 7 wrt EV 7
+set fmri(ortho7.7) 0
+
+# Orthogonalise EV 7 wrt EV 8
+set fmri(ortho7.8) 0
+
+# Orthogonalise EV 7 wrt EV 9
+set fmri(ortho7.9) 0
+
+# Orthogonalise EV 7 wrt EV 10
+set fmri(ortho7.10) 0
+
+# Orthogonalise EV 7 wrt EV 11
+set fmri(ortho7.11) 0
+
+# Orthogonalise EV 7 wrt EV 12
+set fmri(ortho7.12) 0
+
+# Orthogonalise EV 7 wrt EV 13
+set fmri(ortho7.13) 0
+
+# EV 8 title
+set fmri(evtitle8) "rel_falseFont"
+
+# Basic waveform shape (EV 8)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape8) 3
+
+# Convolution (EV 8)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve8) 3
+
+# Convolve phase (EV 8)
+set fmri(convolve_phase8) 0
+
+# Apply temporal filtering (EV 8)
+set fmri(tempfilt_yn8) 1
+
+# Add temporal derivative (EV 8)
+set fmri(deriv_yn8) 1
+
+# Custom EV file (EV 8)
+set fmri(custom8) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_relevant_falseFont_EV.txt"
+
+# Orthogonalise EV 8 wrt EV 0
+set fmri(ortho8.0) 0
+
+# Orthogonalise EV 8 wrt EV 1
+set fmri(ortho8.1) 0
+
+# Orthogonalise EV 8 wrt EV 2
+set fmri(ortho8.2) 0
+
+# Orthogonalise EV 8 wrt EV 3
+set fmri(ortho8.3) 0
+
+# Orthogonalise EV 8 wrt EV 4
+set fmri(ortho8.4) 0
+
+# Orthogonalise EV 8 wrt EV 5
+set fmri(ortho8.5) 0
+
+# Orthogonalise EV 8 wrt EV 6
+set fmri(ortho8.6) 0
+
+# Orthogonalise EV 8 wrt EV 7
+set fmri(ortho8.7) 0
+
+# Orthogonalise EV 8 wrt EV 8
+set fmri(ortho8.8) 0
+
+# Orthogonalise EV 8 wrt EV 9
+set fmri(ortho8.9) 0
+
+# Orthogonalise EV 8 wrt EV 10
+set fmri(ortho8.10) 0
+
+# Orthogonalise EV 8 wrt EV 11
+set fmri(ortho8.11) 0
+
+# Orthogonalise EV 8 wrt EV 12
+set fmri(ortho8.12) 0
+
+# Orthogonalise EV 8 wrt EV 13
+set fmri(ortho8.13) 0
+
+# EV 9 title
+set fmri(evtitle9) "irrel_face"
+
+# Basic waveform shape (EV 9)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape9) 3
+
+# Convolution (EV 9)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve9) 3
+
+# Convolve phase (EV 9)
+set fmri(convolve_phase9) 0
+
+# Apply temporal filtering (EV 9)
+set fmri(tempfilt_yn9) 1
+
+# Add temporal derivative (EV 9)
+set fmri(deriv_yn9) 1
+
+# Custom EV file (EV 9)
+set fmri(custom9) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_irrelevant_face_EV.txt"
+
+# Orthogonalise EV 9 wrt EV 0
+set fmri(ortho9.0) 0
+
+# Orthogonalise EV 9 wrt EV 1
+set fmri(ortho9.1) 0
+
+# Orthogonalise EV 9 wrt EV 2
+set fmri(ortho9.2) 0
+
+# Orthogonalise EV 9 wrt EV 3
+set fmri(ortho9.3) 0
+
+# Orthogonalise EV 9 wrt EV 4
+set fmri(ortho9.4) 0
+
+# Orthogonalise EV 9 wrt EV 5
+set fmri(ortho9.5) 0
+
+# Orthogonalise EV 9 wrt EV 6
+set fmri(ortho9.6) 0
+
+# Orthogonalise EV 9 wrt EV 7
+set fmri(ortho9.7) 0
+
+# Orthogonalise EV 9 wrt EV 8
+set fmri(ortho9.8) 0
+
+# Orthogonalise EV 9 wrt EV 9
+set fmri(ortho9.9) 0
+
+# Orthogonalise EV 9 wrt EV 10
+set fmri(ortho9.10) 0
+
+# Orthogonalise EV 9 wrt EV 11
+set fmri(ortho9.11) 0
+
+# Orthogonalise EV 9 wrt EV 12
+set fmri(ortho9.12) 0
+
+# Orthogonalise EV 9 wrt EV 13
+set fmri(ortho9.13) 0
+
+# EV 10 title
+set fmri(evtitle10) "irrel_object"
+
+# Basic waveform shape (EV 10)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape10) 3
+
+# Convolution (EV 10)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve10) 3
+
+# Convolve phase (EV 10)
+set fmri(convolve_phase10) 0
+
+# Apply temporal filtering (EV 10)
+set fmri(tempfilt_yn10) 1
+
+# Add temporal derivative (EV 10)
+set fmri(deriv_yn10) 1
+
+# Custom EV file (EV 10)
+set fmri(custom10) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_irrelevant_object_EV.txt"
+
+# Orthogonalise EV 10 wrt EV 0
+set fmri(ortho10.0) 0
+
+# Orthogonalise EV 10 wrt EV 1
+set fmri(ortho10.1) 0
+
+# Orthogonalise EV 10 wrt EV 2
+set fmri(ortho10.2) 0
+
+# Orthogonalise EV 10 wrt EV 3
+set fmri(ortho10.3) 0
+
+# Orthogonalise EV 10 wrt EV 4
+set fmri(ortho10.4) 0
+
+# Orthogonalise EV 10 wrt EV 5
+set fmri(ortho10.5) 0
+
+# Orthogonalise EV 10 wrt EV 6
+set fmri(ortho10.6) 0
+
+# Orthogonalise EV 10 wrt EV 7
+set fmri(ortho10.7) 0
+
+# Orthogonalise EV 10 wrt EV 8
+set fmri(ortho10.8) 0
+
+# Orthogonalise EV 10 wrt EV 9
+set fmri(ortho10.9) 0
+
+# Orthogonalise EV 10 wrt EV 10
+set fmri(ortho10.10) 0
+
+# Orthogonalise EV 10 wrt EV 11
+set fmri(ortho10.11) 0
+
+# Orthogonalise EV 10 wrt EV 12
+set fmri(ortho10.12) 0
+
+# Orthogonalise EV 10 wrt EV 13
+set fmri(ortho10.13) 0
+
+# EV 11 title
+set fmri(evtitle11) "irrel_letter"
+
+# Basic waveform shape (EV 11)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape11) 3
+
+# Convolution (EV 11)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve11) 3
+
+# Convolve phase (EV 11)
+set fmri(convolve_phase11) 0
+
+# Apply temporal filtering (EV 11)
+set fmri(tempfilt_yn11) 1
+
+# Add temporal derivative (EV 11)
+set fmri(deriv_yn11) 1
+
+# Custom EV file (EV 11)
+set fmri(custom11) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_irrelevant_letter_EV.txt"
+
+# Orthogonalise EV 11 wrt EV 0
+set fmri(ortho11.0) 0
+
+# Orthogonalise EV 11 wrt EV 1
+set fmri(ortho11.1) 0
+
+# Orthogonalise EV 11 wrt EV 2
+set fmri(ortho11.2) 0
+
+# Orthogonalise EV 11 wrt EV 3
+set fmri(ortho11.3) 0
+
+# Orthogonalise EV 11 wrt EV 4
+set fmri(ortho11.4) 0
+
+# Orthogonalise EV 11 wrt EV 5
+set fmri(ortho11.5) 0
+
+# Orthogonalise EV 11 wrt EV 6
+set fmri(ortho11.6) 0
+
+# Orthogonalise EV 11 wrt EV 7
+set fmri(ortho11.7) 0
+
+# Orthogonalise EV 11 wrt EV 8
+set fmri(ortho11.8) 0
+
+# Orthogonalise EV 11 wrt EV 9
+set fmri(ortho11.9) 0
+
+# Orthogonalise EV 11 wrt EV 10
+set fmri(ortho11.10) 0
+
+# Orthogonalise EV 11 wrt EV 11
+set fmri(ortho11.11) 0
+
+# Orthogonalise EV 11 wrt EV 12
+set fmri(ortho11.12) 0
+
+# Orthogonalise EV 11 wrt EV 13
+set fmri(ortho11.13) 0
+
+# EV 12 title
+set fmri(evtitle12) "irrel_falseFont"
+
+# Basic waveform shape (EV 12)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape12) 3
+
+# Convolution (EV 12)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve12) 3
+
+# Convolve phase (EV 12)
+set fmri(convolve_phase12) 0
+
+# Apply temporal filtering (EV 12)
+set fmri(tempfilt_yn12) 1
+
+# Add temporal derivative (EV 12)
+set fmri(deriv_yn12) 1
+
+# Custom EV file (EV 12)
+set fmri(custom12) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_irrelevant_falseFont_EV.txt"
+
+# Orthogonalise EV 12 wrt EV 0
+set fmri(ortho12.0) 0
+
+# Orthogonalise EV 12 wrt EV 1
+set fmri(ortho12.1) 0
+
+# Orthogonalise EV 12 wrt EV 2
+set fmri(ortho12.2) 0
+
+# Orthogonalise EV 12 wrt EV 3
+set fmri(ortho12.3) 0
+
+# Orthogonalise EV 12 wrt EV 4
+set fmri(ortho12.4) 0
+
+# Orthogonalise EV 12 wrt EV 5
+set fmri(ortho12.5) 0
+
+# Orthogonalise EV 12 wrt EV 6
+set fmri(ortho12.6) 0
+
+# Orthogonalise EV 12 wrt EV 7
+set fmri(ortho12.7) 0
+
+# Orthogonalise EV 12 wrt EV 8
+set fmri(ortho12.8) 0
+
+# Orthogonalise EV 12 wrt EV 9
+set fmri(ortho12.9) 0
+
+# Orthogonalise EV 12 wrt EV 10
+set fmri(ortho12.10) 0
+
+# Orthogonalise EV 12 wrt EV 11
+set fmri(ortho12.11) 0
+
+# Orthogonalise EV 12 wrt EV 12
+set fmri(ortho12.12) 0
+
+# Orthogonalise EV 12 wrt EV 13
+set fmri(ortho12.13) 0
+
+# EV 13 title
+set fmri(evtitle13) "target_screen"
+
+# Basic waveform shape (EV 13)
+# 0 : Square
+# 1 : Sinusoid
+# 2 : Custom (1 entry per volume)
+# 3 : Custom (3 column format)
+# 4 : Interaction
+# 10 : Empty (all zeros)
+set fmri(shape13) 3
+
+# Convolution (EV 13)
+# 0 : None
+# 1 : Gaussian
+# 2 : Gamma
+# 3 : Double-Gamma HRF
+# 4 : Gamma basis functions
+# 5 : Sine basis functions
+# 6 : FIR basis functions
+# 8 : Alternate Double-Gamma
+set fmri(convolve13) 3
+
+# Convolve phase (EV 13)
+set fmri(convolve_phase13) 0
+
+# Apply temporal filtering (EV 13)
+set fmri(tempfilt_yn13) 1
+
+# Add temporal derivative (EV 13)
+set fmri(deriv_yn13) 1
+
+# Custom EV file (EV 13)
+set fmri(custom13) "/mnt/beegfs/XNAT/COGITATE/fMRI/phase_2/processed/bids/derivatives/regressoreventfiles/sub-SC101/ses-V1/sub-SC101_ses-V1_task-Dur_run-1_targetScreen_EV.txt"
+
+# Orthogonalise EV 13 wrt EV 0
+set fmri(ortho13.0) 0
+
+# Orthogonalise EV 13 wrt EV 1
+set fmri(ortho13.1) 0
+
+# Orthogonalise EV 13 wrt EV 2
+set fmri(ortho13.2) 0
+
+# Orthogonalise EV 13 wrt EV 3
+set fmri(ortho13.3) 0
+
+# Orthogonalise EV 13 wrt EV 4
+set fmri(ortho13.4) 0
+
+# Orthogonalise EV 13 wrt EV 5
+set fmri(ortho13.5) 0
+
+# Orthogonalise EV 13 wrt EV 6
+set fmri(ortho13.6) 0
+
+# Orthogonalise EV 13 wrt EV 7
+set fmri(ortho13.7) 0
+
+# Orthogonalise EV 13 wrt EV 8
+set fmri(ortho13.8) 0
+
+# Orthogonalise EV 13 wrt EV 9
+set fmri(ortho13.9) 0
+
+# Orthogonalise EV 13 wrt EV 10
+set fmri(ortho13.10) 0
+
+# Orthogonalise EV 13 wrt EV 11
+set fmri(ortho13.11) 0
+
+# Orthogonalise EV 13 wrt EV 12
+set fmri(ortho13.12) 0
+
+# Orthogonalise EV 13 wrt EV 13
+set fmri(ortho13.13) 0
+
+# Contrast & F-tests mode
+# real : control real EVs
+# orig : control original EVs
+set fmri(con_mode_old) orig
+set fmri(con_mode) orig
+
+# Display images for contrast_real 1
+set fmri(conpic_real.1) 1
+
+# Title for contrast_real 1
+set fmri(conname_real.1) "TarFace"
+
+# Real contrast_real vector 1 element 1
+set fmri(con_real1.1) 1.0
+
+# Real contrast_real vector 1 element 2
+set fmri(con_real1.2) 0
+
+# Real contrast_real vector 1 element 3
+set fmri(con_real1.3) 0
+
+# Real contrast_real vector 1 element 4
+set fmri(con_real1.4) 0
+
+# Real contrast_real vector 1 element 5
+set fmri(con_real1.5) 0
+
+# Real contrast_real vector 1 element 6
+set fmri(con_real1.6) 0
+
+# Real contrast_real vector 1 element 7
+set fmri(con_real1.7) 0
+
+# Real contrast_real vector 1 element 8
+set fmri(con_real1.8) 0
+
+# Real contrast_real vector 1 element 9
+set fmri(con_real1.9) 0
+
+# Real contrast_real vector 1 element 10
+set fmri(con_real1.10) 0
+
+# Real contrast_real vector 1 element 11
+set fmri(con_real1.11) 0
+
+# Real contrast_real vector 1 element 12
+set fmri(con_real1.12) 0
+
+# Real contrast_real vector 1 element 13
+set fmri(con_real1.13) 0
+
+# Real contrast_real vector 1 element 14
+set fmri(con_real1.14) 0
+
+# Real contrast_real vector 1 element 15
+set fmri(con_real1.15) 0
+
+# Real contrast_real vector 1 element 16
+set fmri(con_real1.16) 0
+
+# Real contrast_real vector 1 element 17
+set fmri(con_real1.17) 0
+
+# Real contrast_real vector 1 element 18
+set fmri(con_real1.18) 0
+
+# Real contrast_real vector 1 element 19
+set fmri(con_real1.19) 0
+
+# Real contrast_real vector 1 element 20
+set fmri(con_real1.20) 0
+
+# Real contrast_real vector 1 element 21
+set fmri(con_real1.21) 0
+
+# Real contrast_real vector 1 element 22
+set fmri(con_real1.22) 0
+
+# Real contrast_real vector 1 element 23
+set fmri(con_real1.23) 0
+
+# Real contrast_real vector 1 element 24
+set fmri(con_real1.24) 0
+
+# Real contrast_real vector 1 element 25
+set fmri(con_real1.25) 0
+
+# Real contrast_real vector 1 element 26
+set fmri(con_real1.26) 0
+
+# Display images for contrast_real 2
+set fmri(conpic_real.2) 1
+
+# Title for contrast_real 2
+set fmri(conname_real.2) "TarObject"
+
+# Real contrast_real vector 2 element 1
+set fmri(con_real2.1) 0
+
+# Real contrast_real vector 2 element 2
+set fmri(con_real2.2) 0
+
+# Real contrast_real vector 2 element 3
+set fmri(con_real2.3) 1.0
+
+# Real contrast_real vector 2 element 4
+set fmri(con_real2.4) 0
+
+# Real contrast_real vector 2 element 5
+set fmri(con_real2.5) 0
+
+# Real contrast_real vector 2 element 6
+set fmri(con_real2.6) 0
+
+# Real contrast_real vector 2 element 7
+set fmri(con_real2.7) 0
+
+# Real contrast_real vector 2 element 8
+set fmri(con_real2.8) 0
+
+# Real contrast_real vector 2 element 9
+set fmri(con_real2.9) 0
+
+# Real contrast_real vector 2 element 10
+set fmri(con_real2.10) 0
+
+# Real contrast_real vector 2 element 11
+set fmri(con_real2.11) 0
+
+# Real contrast_real vector 2 element 12
+set fmri(con_real2.12) 0
+
+# Real contrast_real vector 2 element 13
+set fmri(con_real2.13) 0
+
+# Real contrast_real vector 2 element 14
+set fmri(con_real2.14) 0
+
+# Real contrast_real vector 2 element 15
+set fmri(con_real2.15) 0
+
+# Real contrast_real vector 2 element 16
+set fmri(con_real2.16) 0
+
+# Real contrast_real vector 2 element 17
+set fmri(con_real2.17) 0
+
+# Real contrast_real vector 2 element 18
+set fmri(con_real2.18) 0
+
+# Real contrast_real vector 2 element 19
+set fmri(con_real2.19) 0
+
+# Real contrast_real vector 2 element 20
+set fmri(con_real2.20) 0
+
+# Real contrast_real vector 2 element 21
+set fmri(con_real2.21) 0
+
+# Real contrast_real vector 2 element 22
+set fmri(con_real2.22) 0
+
+# Real contrast_real vector 2 element 23
+set fmri(con_real2.23) 0
+
+# Real contrast_real vector 2 element 24
+set fmri(con_real2.24) 0
+
+# Real contrast_real vector 2 element 25
+set fmri(con_real2.25) 0
+
+# Real contrast_real vector 2 element 26
+set fmri(con_real2.26) 0
+
+# Display images for contrast_real 3
+set fmri(conpic_real.3) 1
+
+# Title for contrast_real 3
+set fmri(conname_real.3) "TarLetter"
+
+# Real contrast_real vector 3 element 1
+set fmri(con_real3.1) 0
+
+# Real contrast_real vector 3 element 2
+set fmri(con_real3.2) 0
+
+# Real contrast_real vector 3 element 3
+set fmri(con_real3.3) 0
+
+# Real contrast_real vector 3 element 4
+set fmri(con_real3.4) 0
+
+# Real contrast_real vector 3 element 5
+set fmri(con_real3.5) 1.0
+
+# Real contrast_real vector 3 element 6
+set fmri(con_real3.6) 0
+
+# Real contrast_real vector 3 element 7
+set fmri(con_real3.7) 0
+
+# Real contrast_real vector 3 element 8
+set fmri(con_real3.8) 0
+
+# Real contrast_real vector 3 element 9
+set fmri(con_real3.9) 0
+
+# Real contrast_real vector 3 element 10
+set fmri(con_real3.10) 0
+
+# Real contrast_real vector 3 element 11
+set fmri(con_real3.11) 0
+
+# Real contrast_real vector 3 element 12
+set fmri(con_real3.12) 0
+
+# Real contrast_real vector 3 element 13
+set fmri(con_real3.13) 0
+
+# Real contrast_real vector 3 element 14
+set fmri(con_real3.14) 0
+
+# Real contrast_real vector 3 element 15
+set fmri(con_real3.15) 0
+
+# Real contrast_real vector 3 element 16
+set fmri(con_real3.16) 0
+
+# Real contrast_real vector 3 element 17
+set fmri(con_real3.17) 0
+
+# Real contrast_real vector 3 element 18
+set fmri(con_real3.18) 0
+
+# Real contrast_real vector 3 element 19
+set fmri(con_real3.19) 0
+
+# Real contrast_real vector 3 element 20
+set fmri(con_real3.20) 0
+
+# Real contrast_real vector 3 element 21
+set fmri(con_real3.21) 0
+
+# Real contrast_real vector 3 element 22
+set fmri(con_real3.22) 0
+
+# Real contrast_real vector 3 element 23
+set fmri(con_real3.23) 0
+
+# Real contrast_real vector 3 element 24
+set fmri(con_real3.24) 0
+
+# Real contrast_real vector 3 element 25
+set fmri(con_real3.25) 0
+
+# Real contrast_real vector 3 element 26
+set fmri(con_real3.26) 0
+
+# Display images for contrast_real 4
+set fmri(conpic_real.4) 1
+
+# Title for contrast_real 4
+set fmri(conname_real.4) "TarFalseFont"
+
+# Real contrast_real vector 4 element 1
+set fmri(con_real4.1) 0
+
+# Real contrast_real vector 4 element 2
+set fmri(con_real4.2) 0
+
+# Real contrast_real vector 4 element 3
+set fmri(con_real4.3) 0
+
+# Real contrast_real vector 4 element 4
+set fmri(con_real4.4) 0
+
+# Real contrast_real vector 4 element 5
+set fmri(con_real4.5) 0
+
+# Real contrast_real vector 4 element 6
+set fmri(con_real4.6) 0
+
+# Real contrast_real vector 4 element 7
+set fmri(con_real4.7) 1.0
+
+# Real contrast_real vector 4 element 8
+set fmri(con_real4.8) 0
+
+# Real contrast_real vector 4 element 9
+set fmri(con_real4.9) 0
+
+# Real contrast_real vector 4 element 10
+set fmri(con_real4.10) 0
+
+# Real contrast_real vector 4 element 11
+set fmri(con_real4.11) 0
+
+# Real contrast_real vector 4 element 12
+set fmri(con_real4.12) 0
+
+# Real contrast_real vector 4 element 13
+set fmri(con_real4.13) 0
+
+# Real contrast_real vector 4 element 14
+set fmri(con_real4.14) 0
+
+# Real contrast_real vector 4 element 15
+set fmri(con_real4.15) 0
+
+# Real contrast_real vector 4 element 16
+set fmri(con_real4.16) 0
+
+# Real contrast_real vector 4 element 17
+set fmri(con_real4.17) 0
+
+# Real contrast_real vector 4 element 18
+set fmri(con_real4.18) 0
+
+# Real contrast_real vector 4 element 19
+set fmri(con_real4.19) 0
+
+# Real contrast_real vector 4 element 20
+set fmri(con_real4.20) 0
+
+# Real contrast_real vector 4 element 21
+set fmri(con_real4.21) 0
+
+# Real contrast_real vector 4 element 22
+set fmri(con_real4.22) 0
+
+# Real contrast_real vector 4 element 23
+set fmri(con_real4.23) 0
+
+# Real contrast_real vector 4 element 24
+set fmri(con_real4.24) 0
+
+# Real contrast_real vector 4 element 25
+set fmri(con_real4.25) 0
+
+# Real contrast_real vector 4 element 26
+set fmri(con_real4.26) 0
+
+# Display images for contrast_real 5
+set fmri(conpic_real.5) 1
+
+# Title for contrast_real 5
+set fmri(conname_real.5) "RelFace"
+
+# Real contrast_real vector 5 element 1
+set fmri(con_real5.1) 0
+
+# Real contrast_real vector 5 element 2
+set fmri(con_real5.2) 0
+
+# Real contrast_real vector 5 element 3
+set fmri(con_real5.3) 0
+
+# Real contrast_real vector 5 element 4
+set fmri(con_real5.4) 0
+
+# Real contrast_real vector 5 element 5
+set fmri(con_real5.5) 0
+
+# Real contrast_real vector 5 element 6
+set fmri(con_real5.6) 0
+
+# Real contrast_real vector 5 element 7
+set fmri(con_real5.7) 0
+
+# Real contrast_real vector 5 element 8
+set fmri(con_real5.8) 0
+
+# Real contrast_real vector 5 element 9
+set fmri(con_real5.9) 1.0
+
+# Real contrast_real vector 5 element 10
+set fmri(con_real5.10) 0
+
+# Real contrast_real vector 5 element 11
+set fmri(con_real5.11) 0
+
+# Real contrast_real vector 5 element 12
+set fmri(con_real5.12) 0
+
+# Real contrast_real vector 5 element 13
+set fmri(con_real5.13) 0
+
+# Real contrast_real vector 5 element 14
+set fmri(con_real5.14) 0
+
+# Real contrast_real vector 5 element 15
+set fmri(con_real5.15) 0
+
+# Real contrast_real vector 5 element 16
+set fmri(con_real5.16) 0
+
+# Real contrast_real vector 5 element 17
+set fmri(con_real5.17) 0
+
+# Real contrast_real vector 5 element 18
+set fmri(con_real5.18) 0
+
+# Real contrast_real vector 5 element 19
+set fmri(con_real5.19) 0
+
+# Real contrast_real vector 5 element 20
+set fmri(con_real5.20) 0
+
+# Real contrast_real vector 5 element 21
+set fmri(con_real5.21) 0
+
+# Real contrast_real vector 5 element 22
+set fmri(con_real5.22) 0
+
+# Real contrast_real vector 5 element 23
+set fmri(con_real5.23) 0
+
+# Real contrast_real vector 5 element 24
+set fmri(con_real5.24) 0
+
+# Real contrast_real vector 5 element 25
+set fmri(con_real5.25) 0
+
+# Real contrast_real vector 5 element 26
+set fmri(con_real5.26) 0
+
+# Display images for contrast_real 6
+set fmri(conpic_real.6) 1
+
+# Title for contrast_real 6
+set fmri(conname_real.6) "RelObject"
+
+# Real contrast_real vector 6 element 1
+set fmri(con_real6.1) 0
+
+# Real contrast_real vector 6 element 2
+set fmri(con_real6.2) 0
+
+# Real contrast_real vector 6 element 3
+set fmri(con_real6.3) 0
+
+# Real contrast_real vector 6 element 4
+set fmri(con_real6.4) 0
+
+# Real contrast_real vector 6 element 5
+set fmri(con_real6.5) 0
+
+# Real contrast_real vector 6 element 6
+set fmri(con_real6.6) 0
+
+# Real contrast_real vector 6 element 7
+set fmri(con_real6.7) 0
+
+# Real contrast_real vector 6 element 8
+set fmri(con_real6.8) 0
+
+# Real contrast_real vector 6 element 9
+set fmri(con_real6.9) 0
+
+# Real contrast_real vector 6 element 10
+set fmri(con_real6.10) 0
+
+# Real contrast_real vector 6 element 11
+set fmri(con_real6.11) 1.0
+
+# Real contrast_real vector 6 element 12
+set fmri(con_real6.12) 0
+
+# Real contrast_real vector 6 element 13
+set fmri(con_real6.13) 0
+
+# Real contrast_real vector 6 element 14
+set fmri(con_real6.14) 0
+
+# Real contrast_real vector 6 element 15
+set fmri(con_real6.15) 0
+
+# Real contrast_real vector 6 element 16
+set fmri(con_real6.16) 0
+
+# Real contrast_real vector 6 element 17
+set fmri(con_real6.17) 0
+
+# Real contrast_real vector 6 element 18
+set fmri(con_real6.18) 0
+
+# Real contrast_real vector 6 element 19
+set fmri(con_real6.19) 0
+
+# Real contrast_real vector 6 element 20
+set fmri(con_real6.20) 0
+
+# Real contrast_real vector 6 element 21
+set fmri(con_real6.21) 0
+
+# Real contrast_real vector 6 element 22
+set fmri(con_real6.22) 0
+
+# Real contrast_real vector 6 element 23
+set fmri(con_real6.23) 0
+
+# Real contrast_real vector 6 element 24
+set fmri(con_real6.24) 0
+
+# Real contrast_real vector 6 element 25
+set fmri(con_real6.25) 0
+
+# Real contrast_real vector 6 element 26
+set fmri(con_real6.26) 0
+
+# Display images for contrast_real 7
+set fmri(conpic_real.7) 1
+
+# Title for contrast_real 7
+set fmri(conname_real.7) "RelLetter"
+
+# Real contrast_real vector 7 element 1
+set fmri(con_real7.1) 0
+
+# Real contrast_real vector 7 element 2
+set fmri(con_real7.2) 0
+
+# Real contrast_real vector 7 element 3
+set fmri(con_real7.3) 0
+
+# Real contrast_real vector 7 element 4
+set fmri(con_real7.4) 0
+
+# Real contrast_real vector 7 element 5
+set fmri(con_real7.5) 0
+
+# Real contrast_real vector 7 element 6
+set fmri(con_real7.6) 0
+
+# Real contrast_real vector 7 element 7
+set fmri(con_real7.7) 0
+
+# Real contrast_real vector 7 element 8
+set fmri(con_real7.8) 0
+
+# Real contrast_real vector 7 element 9
+set fmri(con_real7.9) 0
+
+# Real contrast_real vector 7 element 10
+set fmri(con_real7.10) 0
+
+# Real contrast_real vector 7 element 11
+set fmri(con_real7.11) 0
+
+# Real contrast_real vector 7 element 12
+set fmri(con_real7.12) 0
+
+# Real contrast_real vector 7 element 13
+set fmri(con_real7.13) 1.0
+
+# Real contrast_real vector 7 element 14
+set fmri(con_real7.14) 0
+
+# Real contrast_real vector 7 element 15
+set fmri(con_real7.15) 0
+
+# Real contrast_real vector 7 element 16
+set fmri(con_real7.16) 0
+
+# Real contrast_real vector 7 element 17
+set fmri(con_real7.17) 0
+
+# Real contrast_real vector 7 element 18
+set fmri(con_real7.18) 0
+
+# Real contrast_real vector 7 element 19
+set fmri(con_real7.19) 0
+
+# Real contrast_real vector 7 element 20
+set fmri(con_real7.20) 0
+
+# Real contrast_real vector 7 element 21
+set fmri(con_real7.21) 0
+
+# Real contrast_real vector 7 element 22
+set fmri(con_real7.22) 0
+
+# Real contrast_real vector 7 element 23
+set fmri(con_real7.23) 0
+
+# Real contrast_real vector 7 element 24
+set fmri(con_real7.24) 0
+
+# Real contrast_real vector 7 element 25
+set fmri(con_real7.25) 0
+
+# Real contrast_real vector 7 element 26
+set fmri(con_real7.26) 0
+
+# Display images for contrast_real 8
+set fmri(conpic_real.8) 1
+
+# Title for contrast_real 8
+set fmri(conname_real.8) "RelFalseFont"
+
+# Real contrast_real vector 8 element 1
+set fmri(con_real8.1) 0
+
+# Real contrast_real vector 8 element 2
+set fmri(con_real8.2) 0
+
+# Real contrast_real vector 8 element 3
+set fmri(con_real8.3) 0
+
+# Real contrast_real vector 8 element 4
+set fmri(con_real8.4) 0
+
+# Real contrast_real vector 8 element 5
+set fmri(con_real8.5) 0
+
+# Real contrast_real vector 8 element 6
+set fmri(con_real8.6) 0
+
+# Real contrast_real vector 8 element 7
+set fmri(con_real8.7) 0
+
+# Real contrast_real vector 8 element 8
+set fmri(con_real8.8) 0
+
+# Real contrast_real vector 8 element 9
+set fmri(con_real8.9) 0
+
+# Real contrast_real vector 8 element 10
+set fmri(con_real8.10) 0
+
+# Real contrast_real vector 8 element 11
+set fmri(con_real8.11) 0
+
+# Real contrast_real vector 8 element 12
+set fmri(con_real8.12) 0
+
+# Real contrast_real vector 8 element 13
+set fmri(con_real8.13) 0
+
+# Real contrast_real vector 8 element 14
+set fmri(con_real8.14) 0
+
+# Real contrast_real vector 8 element 15
+set fmri(con_real8.15) 1.0
+
+# Real contrast_real vector 8 element 16
+set fmri(con_real8.16) 0
+
+# Real contrast_real vector 8 element 17
+set fmri(con_real8.17) 0
+
+# Real contrast_real vector 8 element 18
+set fmri(con_real8.18) 0
+
+# Real contrast_real vector 8 element 19
+set fmri(con_real8.19) 0
+
+# Real contrast_real vector 8 element 20
+set fmri(con_real8.20) 0
+
+# Real contrast_real vector 8 element 21
+set fmri(con_real8.21) 0
+
+# Real contrast_real vector 8 element 22
+set fmri(con_real8.22) 0
+
+# Real contrast_real vector 8 element 23
+set fmri(con_real8.23) 0
+
+# Real contrast_real vector 8 element 24
+set fmri(con_real8.24) 0
+
+# Real contrast_real vector 8 element 25
+set fmri(con_real8.25) 0
+
+# Real contrast_real vector 8 element 26
+set fmri(con_real8.26) 0
+
+# Display images for contrast_real 9
+set fmri(conpic_real.9) 1
+
+# Title for contrast_real 9
+set fmri(conname_real.9) "IrrelFace"
+
+# Real contrast_real vector 9 element 1
+set fmri(con_real9.1) 0
+
+# Real contrast_real vector 9 element 2
+set fmri(con_real9.2) 0
+
+# Real contrast_real vector 9 element 3
+set fmri(con_real9.3) 0
+
+# Real contrast_real vector 9 element 4
+set fmri(con_real9.4) 0
+
+# Real contrast_real vector 9 element 5
+set fmri(con_real9.5) 0
+
+# Real contrast_real vector 9 element 6
+set fmri(con_real9.6) 0
+
+# Real contrast_real vector 9 element 7
+set fmri(con_real9.7) 0
+
+# Real contrast_real vector 9 element 8
+set fmri(con_real9.8) 0
+
+# Real contrast_real vector 9 element 9
+set fmri(con_real9.9) 0
+
+# Real contrast_real vector 9 element 10
+set fmri(con_real9.10) 0
+
+# Real contrast_real vector 9 element 11
+set fmri(con_real9.11) 0
+
+# Real contrast_real vector 9 element 12
+set fmri(con_real9.12) 0
+
+# Real contrast_real vector 9 element 13
+set fmri(con_real9.13) 0
+
+# Real contrast_real vector 9 element 14
+set fmri(con_real9.14) 0
+
+# Real contrast_real vector 9 element 15
+set fmri(con_real9.15) 0
+
+# Real contrast_real vector 9 element 16
+set fmri(con_real9.16) 0
+
+# Real contrast_real vector 9 element 17
+set fmri(con_real9.17) 1.0
+
+# Real contrast_real vector 9 element 18
+set fmri(con_real9.18) 0
+
+# Real contrast_real vector 9 element 19
+set fmri(con_real9.19) 0
+
+# Real contrast_real vector 9 element 20
+set fmri(con_real9.20) 0
+
+# Real contrast_real vector 9 element 21
+set fmri(con_real9.21) 0
+
+# Real contrast_real vector 9 element 22
+set fmri(con_real9.22) 0
+
+# Real contrast_real vector 9 element 23
+set fmri(con_real9.23) 0
+
+# Real contrast_real vector 9 element 24
+set fmri(con_real9.24) 0
+
+# Real contrast_real vector 9 element 25
+set fmri(con_real9.25) 0
+
+# Real contrast_real vector 9 element 26
+set fmri(con_real9.26) 0
+
+# Display images for contrast_real 10
+set fmri(conpic_real.10) 1
+
+# Title for contrast_real 10
+set fmri(conname_real.10) "IrrelObject"
+
+# Real contrast_real vector 10 element 1
+set fmri(con_real10.1) 0
+
+# Real contrast_real vector 10 element 2
+set fmri(con_real10.2) 0
+
+# Real contrast_real vector 10 element 3
+set fmri(con_real10.3) 0
+
+# Real contrast_real vector 10 element 4
+set fmri(con_real10.4) 0
+
+# Real contrast_real vector 10 element 5
+set fmri(con_real10.5) 0
+
+# Real contrast_real vector 10 element 6
+set fmri(con_real10.6) 0
+
+# Real contrast_real vector 10 element 7
+set fmri(con_real10.7) 0
+
+# Real contrast_real vector 10 element 8
+set fmri(con_real10.8) 0
+
+# Real contrast_real vector 10 element 9
+set fmri(con_real10.9) 0
+
+# Real contrast_real vector 10 element 10
+set fmri(con_real10.10) 0
+
+# Real contrast_real vector 10 element 11
+set fmri(con_real10.11) 0
+
+# Real contrast_real vector 10 element 12
+set fmri(con_real10.12) 0
+
+# Real contrast_real vector 10 element 13
+set fmri(con_real10.13) 0
+
+# Real contrast_real vector 10 element 14
+set fmri(con_real10.14) 0
+
+# Real contrast_real vector 10 element 15
+set fmri(con_real10.15) 0
+
+# Real contrast_real vector 10 element 16
+set fmri(con_real10.16) 0
+
+# Real contrast_real vector 10 element 17
+set fmri(con_real10.17) 0
+
+# Real contrast_real vector 10 element 18
+set fmri(con_real10.18) 0
+
+# Real contrast_real vector 10 element 19
+set fmri(con_real10.19) 1.0
+
+# Real contrast_real vector 10 element 20
+set fmri(con_real10.20) 0
+
+# Real contrast_real vector 10 element 21
+set fmri(con_real10.21) 0
+
+# Real contrast_real vector 10 element 22
+set fmri(con_real10.22) 0
+
+# Real contrast_real vector 10 element 23
+set fmri(con_real10.23) 0
+
+# Real contrast_real vector 10 element 24
+set fmri(con_real10.24) 0
+
+# Real contrast_real vector 10 element 25
+set fmri(con_real10.25) 0
+
+# Real contrast_real vector 10 element 26
+set fmri(con_real10.26) 0
+
+# Display images for contrast_real 11
+set fmri(conpic_real.11) 1
+
+# Title for contrast_real 11
+set fmri(conname_real.11) "IrrelLetter"
+
+# Real contrast_real vector 11 element 1
+set fmri(con_real11.1) 0
+
+# Real contrast_real vector 11 element 2
+set fmri(con_real11.2) 0
+
+# Real contrast_real vector 11 element 3
+set fmri(con_real11.3) 0
+
+# Real contrast_real vector 11 element 4
+set fmri(con_real11.4) 0
+
+# Real contrast_real vector 11 element 5
+set fmri(con_real11.5) 0
+
+# Real contrast_real vector 11 element 6
+set fmri(con_real11.6) 0
+
+# Real contrast_real vector 11 element 7
+set fmri(con_real11.7) 0
+
+# Real contrast_real vector 11 element 8
+set fmri(con_real11.8) 0
+
+# Real contrast_real vector 11 element 9
+set fmri(con_real11.9) 0
+
+# Real contrast_real vector 11 element 10
+set fmri(con_real11.10) 0
+
+# Real contrast_real vector 11 element 11
+set fmri(con_real11.11) 0
+
+# Real contrast_real vector 11 element 12
+set fmri(con_real11.12) 0
+
+# Real contrast_real vector 11 element 13
+set fmri(con_real11.13) 0
+
+# Real contrast_real vector 11 element 14
+set fmri(con_real11.14) 0
+
+# Real contrast_real vector 11 element 15
+set fmri(con_real11.15) 0
+
+# Real contrast_real vector 11 element 16
+set fmri(con_real11.16) 0
+
+# Real contrast_real vector 11 element 17
+set fmri(con_real11.17) 0
+
+# Real contrast_real vector 11 element 18
+set fmri(con_real11.18) 0
+
+# Real contrast_real vector 11 element 19
+set fmri(con_real11.19) 0
+
+# Real contrast_real vector 11 element 20
+set fmri(con_real11.20) 0
+
+# Real contrast_real vector 11 element 21
+set fmri(con_real11.21) 1.0
+
+# Real contrast_real vector 11 element 22
+set fmri(con_real11.22) 0
+
+# Real contrast_real vector 11 element 23
+set fmri(con_real11.23) 0
+
+# Real contrast_real vector 11 element 24
+set fmri(con_real11.24) 0
+
+# Real contrast_real vector 11 element 25
+set fmri(con_real11.25) 0
+
+# Real contrast_real vector 11 element 26
+set fmri(con_real11.26) 0
+
+# Display images for contrast_real 12
+set fmri(conpic_real.12) 1
+
+# Title for contrast_real 12
+set fmri(conname_real.12) "IrrelFalseFont"
+
+# Real contrast_real vector 12 element 1
+set fmri(con_real12.1) 0
+
+# Real contrast_real vector 12 element 2
+set fmri(con_real12.2) 0
+
+# Real contrast_real vector 12 element 3
+set fmri(con_real12.3) 0
+
+# Real contrast_real vector 12 element 4
+set fmri(con_real12.4) 0
+
+# Real contrast_real vector 12 element 5
+set fmri(con_real12.5) 0
+
+# Real contrast_real vector 12 element 6
+set fmri(con_real12.6) 0
+
+# Real contrast_real vector 12 element 7
+set fmri(con_real12.7) 0
+
+# Real contrast_real vector 12 element 8
+set fmri(con_real12.8) 0
+
+# Real contrast_real vector 12 element 9
+set fmri(con_real12.9) 0
+
+# Real contrast_real vector 12 element 10
+set fmri(con_real12.10) 0
+
+# Real contrast_real vector 12 element 11
+set fmri(con_real12.11) 0
+
+# Real contrast_real vector 12 element 12
+set fmri(con_real12.12) 0
+
+# Real contrast_real vector 12 element 13
+set fmri(con_real12.13) 0
+
+# Real contrast_real vector 12 element 14
+set fmri(con_real12.14) 0
+
+# Real contrast_real vector 12 element 15
+set fmri(con_real12.15) 0
+
+# Real contrast_real vector 12 element 16
+set fmri(con_real12.16) 0
+
+# Real contrast_real vector 12 element 17
+set fmri(con_real12.17) 0
+
+# Real contrast_real vector 12 element 18
+set fmri(con_real12.18) 0
+
+# Real contrast_real vector 12 element 19
+set fmri(con_real12.19) 0
+
+# Real contrast_real vector 12 element 20
+set fmri(con_real12.20) 0
+
+# Real contrast_real vector 12 element 21
+set fmri(con_real12.21) 0
+
+# Real contrast_real vector 12 element 22
+set fmri(con_real12.22) 0
+
+# Real contrast_real vector 12 element 23
+set fmri(con_real12.23) 1.0
+
+# Real contrast_real vector 12 element 24
+set fmri(con_real12.24) 0
+
+# Real contrast_real vector 12 element 25
+set fmri(con_real12.25) 0
+
+# Real contrast_real vector 12 element 26
+set fmri(con_real12.26) 0
+
+# Display images for contrast_real 13
+set fmri(conpic_real.13) 1
+
+# Title for contrast_real 13
+set fmri(conname_real.13) "TarAll"
+
+# Real contrast_real vector 13 element 1
+set fmri(con_real13.1) 1.0
+
+# Real contrast_real vector 13 element 2
+set fmri(con_real13.2) 0
+
+# Real contrast_real vector 13 element 3
+set fmri(con_real13.3) 1.0
+
+# Real contrast_real vector 13 element 4
+set fmri(con_real13.4) 0
+
+# Real contrast_real vector 13 element 5
+set fmri(con_real13.5) 1.0
+
+# Real contrast_real vector 13 element 6
+set fmri(con_real13.6) 0
+
+# Real contrast_real vector 13 element 7
+set fmri(con_real13.7) 1.0
+
+# Real contrast_real vector 13 element 8
+set fmri(con_real13.8) 0
+
+# Real contrast_real vector 13 element 9
+set fmri(con_real13.9) 0
+
+# Real contrast_real vector 13 element 10
+set fmri(con_real13.10) 0
+
+# Real contrast_real vector 13 element 11
+set fmri(con_real13.11) 0
+
+# Real contrast_real vector 13 element 12
+set fmri(con_real13.12) 0
+
+# Real contrast_real vector 13 element 13
+set fmri(con_real13.13) 0
+
+# Real contrast_real vector 13 element 14
+set fmri(con_real13.14) 0
+
+# Real contrast_real vector 13 element 15
+set fmri(con_real13.15) 0
+
+# Real contrast_real vector 13 element 16
+set fmri(con_real13.16) 0
+
+# Real contrast_real vector 13 element 17
+set fmri(con_real13.17) 0
+
+# Real contrast_real vector 13 element 18
+set fmri(con_real13.18) 0
+
+# Real contrast_real vector 13 element 19
+set fmri(con_real13.19) 0
+
+# Real contrast_real vector 13 element 20
+set fmri(con_real13.20) 0
+
+# Real contrast_real vector 13 element 21
+set fmri(con_real13.21) 0
+
+# Real contrast_real vector 13 element 22
+set fmri(con_real13.22) 0
+
+# Real contrast_real vector 13 element 23
+set fmri(con_real13.23) 0
+
+# Real contrast_real vector 13 element 24
+set fmri(con_real13.24) 0
+
+# Real contrast_real vector 13 element 25
+set fmri(con_real13.25) 0
+
+# Real contrast_real vector 13 element 26
+set fmri(con_real13.26) 0
+
+# Display images for contrast_real 14
+set fmri(conpic_real.14) 1
+
+# Title for contrast_real 14
+set fmri(conname_real.14) "RelAll"
+
+# Real contrast_real vector 14 element 1
+set fmri(con_real14.1) 0
+
+# Real contrast_real vector 14 element 2
+set fmri(con_real14.2) 0
+
+# Real contrast_real vector 14 element 3
+set fmri(con_real14.3) 0
+
+# Real contrast_real vector 14 element 4
+set fmri(con_real14.4) 0
+
+# Real contrast_real vector 14 element 5
+set fmri(con_real14.5) 0
+
+# Real contrast_real vector 14 element 6
+set fmri(con_real14.6) 0
+
+# Real contrast_real vector 14 element 7
+set fmri(con_real14.7) 0
+
+# Real contrast_real vector 14 element 8
+set fmri(con_real14.8) 0
+
+# Real contrast_real vector 14 element 9
+set fmri(con_real14.9) 1.0
+
+# Real contrast_real vector 14 element 10
+set fmri(con_real14.10) 0
+
+# Real contrast_real vector 14 element 11
+set fmri(con_real14.11) 1.0
+
+# Real contrast_real vector 14 element 12
+set fmri(con_real14.12) 0
+
+# Real contrast_real vector 14 element 13
+set fmri(con_real14.13) 1.0
+
+# Real contrast_real vector 14 element 14
+set fmri(con_real14.14) 0
+
+# Real contrast_real vector 14 element 15
+set fmri(con_real14.15) 1.0
+
+# Real contrast_real vector 14 element 16
+set fmri(con_real14.16) 0
+
+# Real contrast_real vector 14 element 17
+set fmri(con_real14.17) 0
+
+# Real contrast_real vector 14 element 18
+set fmri(con_real14.18) 0
+
+# Real contrast_real vector 14 element 19
+set fmri(con_real14.19) 0
+
+# Real contrast_real vector 14 element 20
+set fmri(con_real14.20) 0
+
+# Real contrast_real vector 14 element 21
+set fmri(con_real14.21) 0
+
+# Real contrast_real vector 14 element 22
+set fmri(con_real14.22) 0
+
+# Real contrast_real vector 14 element 23
+set fmri(con_real14.23) 0
+
+# Real contrast_real vector 14 element 24
+set fmri(con_real14.24) 0
+
+# Real contrast_real vector 14 element 25
+set fmri(con_real14.25) 0
+
+# Real contrast_real vector 14 element 26
+set fmri(con_real14.26) 0
+
+# Display images for contrast_real 15
+set fmri(conpic_real.15) 1
+
+# Title for contrast_real 15
+set fmri(conname_real.15) "IrrelAll"
+
+# Real contrast_real vector 15 element 1
+set fmri(con_real15.1) 0
+
+# Real contrast_real vector 15 element 2
+set fmri(con_real15.2) 0
+
+# Real contrast_real vector 15 element 3
+set fmri(con_real15.3) 0
+
+# Real contrast_real vector 15 element 4
+set fmri(con_real15.4) 0
+
+# Real contrast_real vector 15 element 5
+set fmri(con_real15.5) 0
+
+# Real contrast_real vector 15 element 6
+set fmri(con_real15.6) 0
+
+# Real contrast_real vector 15 element 7
+set fmri(con_real15.7) 0
+
+# Real contrast_real vector 15 element 8
+set fmri(con_real15.8) 0
+
+# Real contrast_real vector 15 element 9
+set fmri(con_real15.9) 0
+
+# Real contrast_real vector 15 element 10
+set fmri(con_real15.10) 0
+
+# Real contrast_real vector 15 element 11
+set fmri(con_real15.11) 0
+
+# Real contrast_real vector 15 element 12
+set fmri(con_real15.12) 0
+
+# Real contrast_real vector 15 element 13
+set fmri(con_real15.13) 0
+
+# Real contrast_real vector 15 element 14
+set fmri(con_real15.14) 0
+
+# Real contrast_real vector 15 element 15
+set fmri(con_real15.15) 0
+
+# Real contrast_real vector 15 element 16
+set fmri(con_real15.16) 0
+
+# Real contrast_real vector 15 element 17
+set fmri(con_real15.17) 1.0
+
+# Real contrast_real vector 15 element 18
+set fmri(con_real15.18) 0
+
+# Real contrast_real vector 15 element 19
+set fmri(con_real15.19) 1.0
+
+# Real contrast_real vector 15 element 20
+set fmri(con_real15.20) 0
+
+# Real contrast_real vector 15 element 21
+set fmri(con_real15.21) 1.0
+
+# Real contrast_real vector 15 element 22
+set fmri(con_real15.22) 0
+
+# Real contrast_real vector 15 element 23
+set fmri(con_real15.23) 1.0
+
+# Real contrast_real vector 15 element 24
+set fmri(con_real15.24) 0
+
+# Real contrast_real vector 15 element 25
+set fmri(con_real15.25) 0
+
+# Real contrast_real vector 15 element 26
+set fmri(con_real15.26) 0
+
+# Display images for contrast_real 16
+set fmri(conpic_real.16) 1
+
+# Title for contrast_real 16
+set fmri(conname_real.16) "StimAll"
+
+# Real contrast_real vector 16 element 1
+set fmri(con_real16.1) 1.0
+
+# Real contrast_real vector 16 element 2
+set fmri(con_real16.2) 0
+
+# Real contrast_real vector 16 element 3
+set fmri(con_real16.3) 1.0
+
+# Real contrast_real vector 16 element 4
+set fmri(con_real16.4) 0
+
+# Real contrast_real vector 16 element 5
+set fmri(con_real16.5) 1.0
+
+# Real contrast_real vector 16 element 6
+set fmri(con_real16.6) 0
+
+# Real contrast_real vector 16 element 7
+set fmri(con_real16.7) 1.0
+
+# Real contrast_real vector 16 element 8
+set fmri(con_real16.8) 0
+
+# Real contrast_real vector 16 element 9
+set fmri(con_real16.9) 1.0
+
+# Real contrast_real vector 16 element 10
+set fmri(con_real16.10) 0
+
+# Real contrast_real vector 16 element 11
+set fmri(con_real16.11) 1.0
+
+# Real contrast_real vector 16 element 12
+set fmri(con_real16.12) 0
+
+# Real contrast_real vector 16 element 13
+set fmri(con_real16.13) 1.0
+
+# Real contrast_real vector 16 element 14
+set fmri(con_real16.14) 0
+
+# Real contrast_real vector 16 element 15
+set fmri(con_real16.15) 1.0
+
+# Real contrast_real vector 16 element 16
+set fmri(con_real16.16) 0
+
+# Real contrast_real vector 16 element 17
+set fmri(con_real16.17) 1.0
+
+# Real contrast_real vector 16 element 18
+set fmri(con_real16.18) 0
+
+# Real contrast_real vector 16 element 19
+set fmri(con_real16.19) 1.0
+
+# Real contrast_real vector 16 element 20
+set fmri(con_real16.20) 0
+
+# Real contrast_real vector 16 element 21
+set fmri(con_real16.21) 1.0
+
+# Real contrast_real vector 16 element 22
+set fmri(con_real16.22) 0
+
+# Real contrast_real vector 16 element 23
+set fmri(con_real16.23) 1.0
+
+# Real contrast_real vector 16 element 24
+set fmri(con_real16.24) 0
+
+# Real contrast_real vector 16 element 25
+set fmri(con_real16.25) 0
+
+# Real contrast_real vector 16 element 26
+set fmri(con_real16.26) 0
+
+# Display images for contrast_orig 1
+set fmri(conpic_orig.1) 1
+
+# Title for contrast_orig 1
+set fmri(conname_orig.1) "TarFace"
+
+# Real contrast_orig vector 1 element 1
+set fmri(con_orig1.1) 1.0
+
+# Real contrast_orig vector 1 element 2
+set fmri(con_orig1.2) 0
+
+# Real contrast_orig vector 1 element 3
+set fmri(con_orig1.3) 0
+
+# Real contrast_orig vector 1 element 4
+set fmri(con_orig1.4) 0
+
+# Real contrast_orig vector 1 element 5
+set fmri(con_orig1.5) 0
+
+# Real contrast_orig vector 1 element 6
+set fmri(con_orig1.6) 0
+
+# Real contrast_orig vector 1 element 7
+set fmri(con_orig1.7) 0
+
+# Real contrast_orig vector 1 element 8
+set fmri(con_orig1.8) 0
+
+# Real contrast_orig vector 1 element 9
+set fmri(con_orig1.9) 0
+
+# Real contrast_orig vector 1 element 10
+set fmri(con_orig1.10) 0
+
+# Real contrast_orig vector 1 element 11
+set fmri(con_orig1.11) 0
+
+# Real contrast_orig vector 1 element 12
+set fmri(con_orig1.12) 0
+
+# Real contrast_orig vector 1 element 13
+set fmri(con_orig1.13) 0
+
+# Display images for contrast_orig 2
+set fmri(conpic_orig.2) 1
+
+# Title for contrast_orig 2
+set fmri(conname_orig.2) "TarObject"
+
+# Real contrast_orig vector 2 element 1
+set fmri(con_orig2.1) 0
+
+# Real contrast_orig vector 2 element 2
+set fmri(con_orig2.2) 1.0
+
+# Real contrast_orig vector 2 element 3
+set fmri(con_orig2.3) 0
+
+# Real contrast_orig vector 2 element 4
+set fmri(con_orig2.4) 0
+
+# Real contrast_orig vector 2 element 5
+set fmri(con_orig2.5) 0
+
+# Real contrast_orig vector 2 element 6
+set fmri(con_orig2.6) 0
+
+# Real contrast_orig vector 2 element 7
+set fmri(con_orig2.7) 0
+
+# Real contrast_orig vector 2 element 8
+set fmri(con_orig2.8) 0
+
+# Real contrast_orig vector 2 element 9
+set fmri(con_orig2.9) 0
+
+# Real contrast_orig vector 2 element 10
+set fmri(con_orig2.10) 0
+
+# Real contrast_orig vector 2 element 11
+set fmri(con_orig2.11) 0
+
+# Real contrast_orig vector 2 element 12
+set fmri(con_orig2.12) 0
+
+# Real contrast_orig vector 2 element 13
+set fmri(con_orig2.13) 0
+
+# Display images for contrast_orig 3
+set fmri(conpic_orig.3) 1
+
+# Title for contrast_orig 3
+set fmri(conname_orig.3) "TarLetter"
+
+# Real contrast_orig vector 3 element 1
+set fmri(con_orig3.1) 0
+
+# Real contrast_orig vector 3 element 2
+set fmri(con_orig3.2) 0
+
+# Real contrast_orig vector 3 element 3
+set fmri(con_orig3.3) 1.0
+
+# Real contrast_orig vector 3 element 4
+set fmri(con_orig3.4) 0
+
+# Real contrast_orig vector 3 element 5
+set fmri(con_orig3.5) 0
+
+# Real contrast_orig vector 3 element 6
+set fmri(con_orig3.6) 0
+
+# Real contrast_orig vector 3 element 7
+set fmri(con_orig3.7) 0
+
+# Real contrast_orig vector 3 element 8
+set fmri(con_orig3.8) 0
+
+# Real contrast_orig vector 3 element 9
+set fmri(con_orig3.9) 0
+
+# Real contrast_orig vector 3 element 10
+set fmri(con_orig3.10) 0
+
+# Real contrast_orig vector 3 element 11
+set fmri(con_orig3.11) 0
+
+# Real contrast_orig vector 3 element 12
+set fmri(con_orig3.12) 0
+
+# Real contrast_orig vector 3 element 13
+set fmri(con_orig3.13) 0
+
+# Display images for contrast_orig 4
+set fmri(conpic_orig.4) 1
+
+# Title for contrast_orig 4
+set fmri(conname_orig.4) "TarFalseFont"
+
+# Real contrast_orig vector 4 element 1
+set fmri(con_orig4.1) 0
+
+# Real contrast_orig vector 4 element 2
+set fmri(con_orig4.2) 0
+
+# Real contrast_orig vector 4 element 3
+set fmri(con_orig4.3) 0
+
+# Real contrast_orig vector 4 element 4
+set fmri(con_orig4.4) 1.0
+
+# Real contrast_orig vector 4 element 5
+set fmri(con_orig4.5) 0
+
+# Real contrast_orig vector 4 element 6
+set fmri(con_orig4.6) 0
+
+# Real contrast_orig vector 4 element 7
+set fmri(con_orig4.7) 0
+
+# Real contrast_orig vector 4 element 8
+set fmri(con_orig4.8) 0
+
+# Real contrast_orig vector 4 element 9
+set fmri(con_orig4.9) 0
+
+# Real contrast_orig vector 4 element 10
+set fmri(con_orig4.10) 0
+
+# Real contrast_orig vector 4 element 11
+set fmri(con_orig4.11) 0
+
+# Real contrast_orig vector 4 element 12
+set fmri(con_orig4.12) 0
+
+# Real contrast_orig vector 4 element 13
+set fmri(con_orig4.13) 0
+
+# Display images for contrast_orig 5
+set fmri(conpic_orig.5) 1
+
+# Title for contrast_orig 5
+set fmri(conname_orig.5) "RelFace"
+
+# Real contrast_orig vector 5 element 1
+set fmri(con_orig5.1) 0
+
+# Real contrast_orig vector 5 element 2
+set fmri(con_orig5.2) 0
+
+# Real contrast_orig vector 5 element 3
+set fmri(con_orig5.3) 0
+
+# Real contrast_orig vector 5 element 4
+set fmri(con_orig5.4) 0
+
+# Real contrast_orig vector 5 element 5
+set fmri(con_orig5.5) 1.0
+
+# Real contrast_orig vector 5 element 6
+set fmri(con_orig5.6) 0
+
+# Real contrast_orig vector 5 element 7
+set fmri(con_orig5.7) 0
+
+# Real contrast_orig vector 5 element 8
+set fmri(con_orig5.8) 0
+
+# Real contrast_orig vector 5 element 9
+set fmri(con_orig5.9) 0
+
+# Real contrast_orig vector 5 element 10
+set fmri(con_orig5.10) 0
+
+# Real contrast_orig vector 5 element 11
+set fmri(con_orig5.11) 0
+
+# Real contrast_orig vector 5 element 12
+set fmri(con_orig5.12) 0
+
+# Real contrast_orig vector 5 element 13
+set fmri(con_orig5.13) 0
+
+# Display images for contrast_orig 6
+set fmri(conpic_orig.6) 1
+
+# Title for contrast_orig 6
+set fmri(conname_orig.6) "RelObject"
+
+# Real contrast_orig vector 6 element 1
+set fmri(con_orig6.1) 0
+
+# Real contrast_orig vector 6 element 2
+set fmri(con_orig6.2) 0
+
+# Real contrast_orig vector 6 element 3
+set fmri(con_orig6.3) 0
+
+# Real contrast_orig vector 6 element 4
+set fmri(con_orig6.4) 0
+
+# Real contrast_orig vector 6 element 5
+set fmri(con_orig6.5) 0
+
+# Real contrast_orig vector 6 element 6
+set fmri(con_orig6.6) 1.0
+
+# Real contrast_orig vector 6 element 7
+set fmri(con_orig6.7) 0
+
+# Real contrast_orig vector 6 element 8
+set fmri(con_orig6.8) 0
+
+# Real contrast_orig vector 6 element 9
+set fmri(con_orig6.9) 0
+
+# Real contrast_orig vector 6 element 10
+set fmri(con_orig6.10) 0
+
+# Real contrast_orig vector 6 element 11
+set fmri(con_orig6.11) 0
+
+# Real contrast_orig vector 6 element 12
+set fmri(con_orig6.12) 0
+
+# Real contrast_orig vector 6 element 13
+set fmri(con_orig6.13) 0
+
+# Display images for contrast_orig 7
+set fmri(conpic_orig.7) 1
+
+# Title for contrast_orig 7
+set fmri(conname_orig.7) "RelLetter"
+
+# Real contrast_orig vector 7 element 1
+set fmri(con_orig7.1) 0
+
+# Real contrast_orig vector 7 element 2
+set fmri(con_orig7.2) 0
+
+# Real contrast_orig vector 7 element 3
+set fmri(con_orig7.3) 0
+
+# Real contrast_orig vector 7 element 4
+set fmri(con_orig7.4) 0
+
+# Real contrast_orig vector 7 element 5
+set fmri(con_orig7.5) 0
+
+# Real contrast_orig vector 7 element 6
+set fmri(con_orig7.6) 0
+
+# Real contrast_orig vector 7 element 7
+set fmri(con_orig7.7) 1.0
+
+# Real contrast_orig vector 7 element 8
+set fmri(con_orig7.8) 0
+
+# Real contrast_orig vector 7 element 9
+set fmri(con_orig7.9) 0
+
+# Real contrast_orig vector 7 element 10
+set fmri(con_orig7.10) 0
+
+# Real contrast_orig vector 7 element 11
+set fmri(con_orig7.11) 0
+
+# Real contrast_orig vector 7 element 12
+set fmri(con_orig7.12) 0
+
+# Real contrast_orig vector 7 element 13
+set fmri(con_orig7.13) 0
+
+# Display images for contrast_orig 8
+set fmri(conpic_orig.8) 1
+
+# Title for contrast_orig 8
+set fmri(conname_orig.8) "RelFalseFont"
+
+# Real contrast_orig vector 8 element 1
+set fmri(con_orig8.1) 0
+
+# Real contrast_orig vector 8 element 2
+set fmri(con_orig8.2) 0
+
+# Real contrast_orig vector 8 element 3
+set fmri(con_orig8.3) 0
+
+# Real contrast_orig vector 8 element 4
+set fmri(con_orig8.4) 0
+
+# Real contrast_orig vector 8 element 5
+set fmri(con_orig8.5) 0
+
+# Real contrast_orig vector 8 element 6
+set fmri(con_orig8.6) 0
+
+# Real contrast_orig vector 8 element 7
+set fmri(con_orig8.7) 0
+
+# Real contrast_orig vector 8 element 8
+set fmri(con_orig8.8) 1.0
+
+# Real contrast_orig vector 8 element 9
+set fmri(con_orig8.9) 0
+
+# Real contrast_orig vector 8 element 10
+set fmri(con_orig8.10) 0
+
+# Real contrast_orig vector 8 element 11
+set fmri(con_orig8.11) 0
+
+# Real contrast_orig vector 8 element 12
+set fmri(con_orig8.12) 0
+
+# Real contrast_orig vector 8 element 13
+set fmri(con_orig8.13) 0
+
+# Display images for contrast_orig 9
+set fmri(conpic_orig.9) 1
+
+# Title for contrast_orig 9
+set fmri(conname_orig.9) "IrrelFace"
+
+# Real contrast_orig vector 9 element 1
+set fmri(con_orig9.1) 0
+
+# Real contrast_orig vector 9 element 2
+set fmri(con_orig9.2) 0
+
+# Real contrast_orig vector 9 element 3
+set fmri(con_orig9.3) 0
+
+# Real contrast_orig vector 9 element 4
+set fmri(con_orig9.4) 0
+
+# Real contrast_orig vector 9 element 5
+set fmri(con_orig9.5) 0
+
+# Real contrast_orig vector 9 element 6
+set fmri(con_orig9.6) 0
+
+# Real contrast_orig vector 9 element 7
+set fmri(con_orig9.7) 0
+
+# Real contrast_orig vector 9 element 8
+set fmri(con_orig9.8) 0
+
+# Real contrast_orig vector 9 element 9
+set fmri(con_orig9.9) 1.0
+
+# Real contrast_orig vector 9 element 10
+set fmri(con_orig9.10) 0
+
+# Real contrast_orig vector 9 element 11
+set fmri(con_orig9.11) 0
+
+# Real contrast_orig vector 9 element 12
+set fmri(con_orig9.12) 0
+
+# Real contrast_orig vector 9 element 13
+set fmri(con_orig9.13) 0
+
+# Display images for contrast_orig 10
+set fmri(conpic_orig.10) 1
+
+# Title for contrast_orig 10
+set fmri(conname_orig.10) "IrrelObject"
+
+# Real contrast_orig vector 10 element 1
+set fmri(con_orig10.1) 0
+
+# Real contrast_orig vector 10 element 2
+set fmri(con_orig10.2) 0
+
+# Real contrast_orig vector 10 element 3
+set fmri(con_orig10.3) 0
+
+# Real contrast_orig vector 10 element 4
+set fmri(con_orig10.4) 0
+
+# Real contrast_orig vector 10 element 5
+set fmri(con_orig10.5) 0
+
+# Real contrast_orig vector 10 element 6
+set fmri(con_orig10.6) 0
+
+# Real contrast_orig vector 10 element 7
+set fmri(con_orig10.7) 0
+
+# Real contrast_orig vector 10 element 8
+set fmri(con_orig10.8) 0
+
+# Real contrast_orig vector 10 element 9
+set fmri(con_orig10.9) 0
+
+# Real contrast_orig vector 10 element 10
+set fmri(con_orig10.10) 1.0
+
+# Real contrast_orig vector 10 element 11
+set fmri(con_orig10.11) 0
+
+# Real contrast_orig vector 10 element 12
+set fmri(con_orig10.12) 0
+
+# Real contrast_orig vector 10 element 13
+set fmri(con_orig10.13) 0
+
+# Display images for contrast_orig 11
+set fmri(conpic_orig.11) 1
+
+# Title for contrast_orig 11
+set fmri(conname_orig.11) "IrrelLetter"
+
+# Real contrast_orig vector 11 element 1
+set fmri(con_orig11.1) 0
+
+# Real contrast_orig vector 11 element 2
+set fmri(con_orig11.2) 0
+
+# Real contrast_orig vector 11 element 3
+set fmri(con_orig11.3) 0
+
+# Real contrast_orig vector 11 element 4
+set fmri(con_orig11.4) 0
+
+# Real contrast_orig vector 11 element 5
+set fmri(con_orig11.5) 0
+
+# Real contrast_orig vector 11 element 6
+set fmri(con_orig11.6) 0
+
+# Real contrast_orig vector 11 element 7
+set fmri(con_orig11.7) 0
+
+# Real contrast_orig vector 11 element 8
+set fmri(con_orig11.8) 0
+
+# Real contrast_orig vector 11 element 9
+set fmri(con_orig11.9) 0
+
+# Real contrast_orig vector 11 element 10
+set fmri(con_orig11.10) 0
+
+# Real contrast_orig vector 11 element 11
+set fmri(con_orig11.11) 1.0
+
+# Real contrast_orig vector 11 element 12
+set fmri(con_orig11.12) 0
+
+# Real contrast_orig vector 11 element 13
+set fmri(con_orig11.13) 0
+
+# Display images for contrast_orig 12
+set fmri(conpic_orig.12) 1
+
+# Title for contrast_orig 12
+set fmri(conname_orig.12) "IrrelFalseFont"
+
+# Real contrast_orig vector 12 element 1
+set fmri(con_orig12.1) 0
+
+# Real contrast_orig vector 12 element 2
+set fmri(con_orig12.2) 0
+
+# Real contrast_orig vector 12 element 3
+set fmri(con_orig12.3) 0
+
+# Real contrast_orig vector 12 element 4
+set fmri(con_orig12.4) 0
+
+# Real contrast_orig vector 12 element 5
+set fmri(con_orig12.5) 0
+
+# Real contrast_orig vector 12 element 6
+set fmri(con_orig12.6) 0
+
+# Real contrast_orig vector 12 element 7
+set fmri(con_orig12.7) 0
+
+# Real contrast_orig vector 12 element 8
+set fmri(con_orig12.8) 0
+
+# Real contrast_orig vector 12 element 9
+set fmri(con_orig12.9) 0
+
+# Real contrast_orig vector 12 element 10
+set fmri(con_orig12.10) 0
+
+# Real contrast_orig vector 12 element 11
+set fmri(con_orig12.11) 0
+
+# Real contrast_orig vector 12 element 12
+set fmri(con_orig12.12) 1.0
+
+# Real contrast_orig vector 12 element 13
+set fmri(con_orig12.13) 0
+
+# Display images for contrast_orig 13
+set fmri(conpic_orig.13) 1
+
+# Title for contrast_orig 13
+set fmri(conname_orig.13) "TarAll"
+
+# Real contrast_orig vector 13 element 1
+set fmri(con_orig13.1) 1.0
+
+# Real contrast_orig vector 13 element 2
+set fmri(con_orig13.2) 1.0
+
+# Real contrast_orig vector 13 element 3
+set fmri(con_orig13.3) 1.0
+
+# Real contrast_orig vector 13 element 4
+set fmri(con_orig13.4) 1.0
+
+# Real contrast_orig vector 13 element 5
+set fmri(con_orig13.5) 0
+
+# Real contrast_orig vector 13 element 6
+set fmri(con_orig13.6) 0
+
+# Real contrast_orig vector 13 element 7
+set fmri(con_orig13.7) 0
+
+# Real contrast_orig vector 13 element 8
+set fmri(con_orig13.8) 0
+
+# Real contrast_orig vector 13 element 9
+set fmri(con_orig13.9) 0
+
+# Real contrast_orig vector 13 element 10
+set fmri(con_orig13.10) 0
+
+# Real contrast_orig vector 13 element 11
+set fmri(con_orig13.11) 0
+
+# Real contrast_orig vector 13 element 12
+set fmri(con_orig13.12) 0
+
+# Real contrast_orig vector 13 element 13
+set fmri(con_orig13.13) 0
+
+# Display images for contrast_orig 14
+set fmri(conpic_orig.14) 1
+
+# Title for contrast_orig 14
+set fmri(conname_orig.14) "RelAll"
+
+# Real contrast_orig vector 14 element 1
+set fmri(con_orig14.1) 0
+
+# Real contrast_orig vector 14 element 2
+set fmri(con_orig14.2) 0
+
+# Real contrast_orig vector 14 element 3
+set fmri(con_orig14.3) 0
+
+# Real contrast_orig vector 14 element 4
+set fmri(con_orig14.4) 0
+
+# Real contrast_orig vector 14 element 5
+set fmri(con_orig14.5) 1.0
+
+# Real contrast_orig vector 14 element 6
+set fmri(con_orig14.6) 1.0
+
+# Real contrast_orig vector 14 element 7
+set fmri(con_orig14.7) 1.0
+
+# Real contrast_orig vector 14 element 8
+set fmri(con_orig14.8) 1.0
+
+# Real contrast_orig vector 14 element 9
+set fmri(con_orig14.9) 0
+
+# Real contrast_orig vector 14 element 10
+set fmri(con_orig14.10) 0
+
+# Real contrast_orig vector 14 element 11
+set fmri(con_orig14.11) 0
+
+# Real contrast_orig vector 14 element 12
+set fmri(con_orig14.12) 0
+
+# Real contrast_orig vector 14 element 13
+set fmri(con_orig14.13) 0
+
+# Display images for contrast_orig 15
+set fmri(conpic_orig.15) 1
+
+# Title for contrast_orig 15
+set fmri(conname_orig.15) "IrrelAll"
+
+# Real contrast_orig vector 15 element 1
+set fmri(con_orig15.1) 0
+
+# Real contrast_orig vector 15 element 2
+set fmri(con_orig15.2) 0
+
+# Real contrast_orig vector 15 element 3
+set fmri(con_orig15.3) 0
+
+# Real contrast_orig vector 15 element 4
+set fmri(con_orig15.4) 0
+
+# Real contrast_orig vector 15 element 5
+set fmri(con_orig15.5) 0
+
+# Real contrast_orig vector 15 element 6
+set fmri(con_orig15.6) 0
+
+# Real contrast_orig vector 15 element 7
+set fmri(con_orig15.7) 0
+
+# Real contrast_orig vector 15 element 8
+set fmri(con_orig15.8) 0
+
+# Real contrast_orig vector 15 element 9
+set fmri(con_orig15.9) 1.0
+
+# Real contrast_orig vector 15 element 10
+set fmri(con_orig15.10) 1.0
+
+# Real contrast_orig vector 15 element 11
+set fmri(con_orig15.11) 1.0
+
+# Real contrast_orig vector 15 element 12
+set fmri(con_orig15.12) 1.0
+
+# Real contrast_orig vector 15 element 13
+set fmri(con_orig15.13) 0
+
+# Display images for contrast_orig 16
+set fmri(conpic_orig.16) 1
+
+# Title for contrast_orig 16
+set fmri(conname_orig.16) "StimAll"
+
+# Real contrast_orig vector 16 element 1
+set fmri(con_orig16.1) 1.0
+
+# Real contrast_orig vector 16 element 2
+set fmri(con_orig16.2) 1.0
+
+# Real contrast_orig vector 16 element 3
+set fmri(con_orig16.3) 1.0
+
+# Real contrast_orig vector 16 element 4
+set fmri(con_orig16.4) 1.0
+
+# Real contrast_orig vector 16 element 5
+set fmri(con_orig16.5) 1.0
+
+# Real contrast_orig vector 16 element 6
+set fmri(con_orig16.6) 1.0
+
+# Real contrast_orig vector 16 element 7
+set fmri(con_orig16.7) 1.0
+
+# Real contrast_orig vector 16 element 8
+set fmri(con_orig16.8) 1.0
+
+# Real contrast_orig vector 16 element 9
+set fmri(con_orig16.9) 1.0
+
+# Real contrast_orig vector 16 element 10
+set fmri(con_orig16.10) 1.0
+
+# Real contrast_orig vector 16 element 11
+set fmri(con_orig16.11) 1.0
+
+# Real contrast_orig vector 16 element 12
+set fmri(con_orig16.12) 1.0
+
+# Real contrast_orig vector 16 element 13
+set fmri(con_orig16.13) 0
+
+# Contrast masking - use >0 instead of thresholding?
+set fmri(conmask_zerothresh_yn) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 2?
+set fmri(conmask1_2) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 3?
+set fmri(conmask1_3) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 4?
+set fmri(conmask1_4) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 5?
+set fmri(conmask1_5) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 6?
+set fmri(conmask1_6) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 7?
+set fmri(conmask1_7) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 8?
+set fmri(conmask1_8) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 9?
+set fmri(conmask1_9) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 10?
+set fmri(conmask1_10) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 11?
+set fmri(conmask1_11) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 12?
+set fmri(conmask1_12) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 13?
+set fmri(conmask1_13) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 14?
+set fmri(conmask1_14) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 15?
+set fmri(conmask1_15) 0
+
+# Mask real contrast/F-test 1 with real contrast/F-test 16?
+set fmri(conmask1_16) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 1?
+set fmri(conmask2_1) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 3?
+set fmri(conmask2_3) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 4?
+set fmri(conmask2_4) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 5?
+set fmri(conmask2_5) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 6?
+set fmri(conmask2_6) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 7?
+set fmri(conmask2_7) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 8?
+set fmri(conmask2_8) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 9?
+set fmri(conmask2_9) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 10?
+set fmri(conmask2_10) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 11?
+set fmri(conmask2_11) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 12?
+set fmri(conmask2_12) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 13?
+set fmri(conmask2_13) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 14?
+set fmri(conmask2_14) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 15?
+set fmri(conmask2_15) 0
+
+# Mask real contrast/F-test 2 with real contrast/F-test 16?
+set fmri(conmask2_16) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 1?
+set fmri(conmask3_1) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 2?
+set fmri(conmask3_2) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 4?
+set fmri(conmask3_4) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 5?
+set fmri(conmask3_5) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 6?
+set fmri(conmask3_6) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 7?
+set fmri(conmask3_7) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 8?
+set fmri(conmask3_8) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 9?
+set fmri(conmask3_9) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 10?
+set fmri(conmask3_10) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 11?
+set fmri(conmask3_11) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 12?
+set fmri(conmask3_12) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 13?
+set fmri(conmask3_13) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 14?
+set fmri(conmask3_14) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 15?
+set fmri(conmask3_15) 0
+
+# Mask real contrast/F-test 3 with real contrast/F-test 16?
+set fmri(conmask3_16) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 1?
+set fmri(conmask4_1) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 2?
+set fmri(conmask4_2) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 3?
+set fmri(conmask4_3) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 5?
+set fmri(conmask4_5) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 6?
+set fmri(conmask4_6) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 7?
+set fmri(conmask4_7) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 8?
+set fmri(conmask4_8) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 9?
+set fmri(conmask4_9) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 10?
+set fmri(conmask4_10) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 11?
+set fmri(conmask4_11) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 12?
+set fmri(conmask4_12) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 13?
+set fmri(conmask4_13) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 14?
+set fmri(conmask4_14) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 15?
+set fmri(conmask4_15) 0
+
+# Mask real contrast/F-test 4 with real contrast/F-test 16?
+set fmri(conmask4_16) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 1?
+set fmri(conmask5_1) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 2?
+set fmri(conmask5_2) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 3?
+set fmri(conmask5_3) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 4?
+set fmri(conmask5_4) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 6?
+set fmri(conmask5_6) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 7?
+set fmri(conmask5_7) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 8?
+set fmri(conmask5_8) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 9?
+set fmri(conmask5_9) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 10?
+set fmri(conmask5_10) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 11?
+set fmri(conmask5_11) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 12?
+set fmri(conmask5_12) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 13?
+set fmri(conmask5_13) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 14?
+set fmri(conmask5_14) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 15?
+set fmri(conmask5_15) 0
+
+# Mask real contrast/F-test 5 with real contrast/F-test 16?
+set fmri(conmask5_16) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 1?
+set fmri(conmask6_1) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 2?
+set fmri(conmask6_2) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 3?
+set fmri(conmask6_3) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 4?
+set fmri(conmask6_4) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 5?
+set fmri(conmask6_5) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 7?
+set fmri(conmask6_7) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 8?
+set fmri(conmask6_8) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 9?
+set fmri(conmask6_9) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 10?
+set fmri(conmask6_10) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 11?
+set fmri(conmask6_11) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 12?
+set fmri(conmask6_12) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 13?
+set fmri(conmask6_13) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 14?
+set fmri(conmask6_14) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 15?
+set fmri(conmask6_15) 0
+
+# Mask real contrast/F-test 6 with real contrast/F-test 16?
+set fmri(conmask6_16) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 1?
+set fmri(conmask7_1) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 2?
+set fmri(conmask7_2) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 3?
+set fmri(conmask7_3) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 4?
+set fmri(conmask7_4) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 5?
+set fmri(conmask7_5) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 6?
+set fmri(conmask7_6) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 8?
+set fmri(conmask7_8) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 9?
+set fmri(conmask7_9) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 10?
+set fmri(conmask7_10) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 11?
+set fmri(conmask7_11) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 12?
+set fmri(conmask7_12) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 13?
+set fmri(conmask7_13) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 14?
+set fmri(conmask7_14) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 15?
+set fmri(conmask7_15) 0
+
+# Mask real contrast/F-test 7 with real contrast/F-test 16?
+set fmri(conmask7_16) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 1?
+set fmri(conmask8_1) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 2?
+set fmri(conmask8_2) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 3?
+set fmri(conmask8_3) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 4?
+set fmri(conmask8_4) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 5?
+set fmri(conmask8_5) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 6?
+set fmri(conmask8_6) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 7?
+set fmri(conmask8_7) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 9?
+set fmri(conmask8_9) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 10?
+set fmri(conmask8_10) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 11?
+set fmri(conmask8_11) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 12?
+set fmri(conmask8_12) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 13?
+set fmri(conmask8_13) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 14?
+set fmri(conmask8_14) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 15?
+set fmri(conmask8_15) 0
+
+# Mask real contrast/F-test 8 with real contrast/F-test 16?
+set fmri(conmask8_16) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 1?
+set fmri(conmask9_1) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 2?
+set fmri(conmask9_2) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 3?
+set fmri(conmask9_3) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 4?
+set fmri(conmask9_4) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 5?
+set fmri(conmask9_5) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 6?
+set fmri(conmask9_6) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 7?
+set fmri(conmask9_7) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 8?
+set fmri(conmask9_8) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 10?
+set fmri(conmask9_10) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 11?
+set fmri(conmask9_11) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 12?
+set fmri(conmask9_12) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 13?
+set fmri(conmask9_13) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 14?
+set fmri(conmask9_14) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 15?
+set fmri(conmask9_15) 0
+
+# Mask real contrast/F-test 9 with real contrast/F-test 16?
+set fmri(conmask9_16) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 1?
+set fmri(conmask10_1) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 2?
+set fmri(conmask10_2) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 3?
+set fmri(conmask10_3) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 4?
+set fmri(conmask10_4) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 5?
+set fmri(conmask10_5) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 6?
+set fmri(conmask10_6) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 7?
+set fmri(conmask10_7) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 8?
+set fmri(conmask10_8) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 9?
+set fmri(conmask10_9) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 11?
+set fmri(conmask10_11) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 12?
+set fmri(conmask10_12) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 13?
+set fmri(conmask10_13) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 14?
+set fmri(conmask10_14) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 15?
+set fmri(conmask10_15) 0
+
+# Mask real contrast/F-test 10 with real contrast/F-test 16?
+set fmri(conmask10_16) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 1?
+set fmri(conmask11_1) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 2?
+set fmri(conmask11_2) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 3?
+set fmri(conmask11_3) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 4?
+set fmri(conmask11_4) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 5?
+set fmri(conmask11_5) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 6?
+set fmri(conmask11_6) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 7?
+set fmri(conmask11_7) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 8?
+set fmri(conmask11_8) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 9?
+set fmri(conmask11_9) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 10?
+set fmri(conmask11_10) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 12?
+set fmri(conmask11_12) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 13?
+set fmri(conmask11_13) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 14?
+set fmri(conmask11_14) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 15?
+set fmri(conmask11_15) 0
+
+# Mask real contrast/F-test 11 with real contrast/F-test 16?
+set fmri(conmask11_16) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 1?
+set fmri(conmask12_1) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 2?
+set fmri(conmask12_2) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 3?
+set fmri(conmask12_3) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 4?
+set fmri(conmask12_4) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 5?
+set fmri(conmask12_5) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 6?
+set fmri(conmask12_6) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 7?
+set fmri(conmask12_7) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 8?
+set fmri(conmask12_8) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 9?
+set fmri(conmask12_9) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 10?
+set fmri(conmask12_10) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 11?
+set fmri(conmask12_11) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 13?
+set fmri(conmask12_13) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 14?
+set fmri(conmask12_14) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 15?
+set fmri(conmask12_15) 0
+
+# Mask real contrast/F-test 12 with real contrast/F-test 16?
+set fmri(conmask12_16) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 1?
+set fmri(conmask13_1) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 2?
+set fmri(conmask13_2) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 3?
+set fmri(conmask13_3) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 4?
+set fmri(conmask13_4) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 5?
+set fmri(conmask13_5) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 6?
+set fmri(conmask13_6) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 7?
+set fmri(conmask13_7) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 8?
+set fmri(conmask13_8) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 9?
+set fmri(conmask13_9) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 10?
+set fmri(conmask13_10) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 11?
+set fmri(conmask13_11) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 12?
+set fmri(conmask13_12) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 14?
+set fmri(conmask13_14) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 15?
+set fmri(conmask13_15) 0
+
+# Mask real contrast/F-test 13 with real contrast/F-test 16?
+set fmri(conmask13_16) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 1?
+set fmri(conmask14_1) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 2?
+set fmri(conmask14_2) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 3?
+set fmri(conmask14_3) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 4?
+set fmri(conmask14_4) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 5?
+set fmri(conmask14_5) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 6?
+set fmri(conmask14_6) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 7?
+set fmri(conmask14_7) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 8?
+set fmri(conmask14_8) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 9?
+set fmri(conmask14_9) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 10?
+set fmri(conmask14_10) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 11?
+set fmri(conmask14_11) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 12?
+set fmri(conmask14_12) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 13?
+set fmri(conmask14_13) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 15?
+set fmri(conmask14_15) 0
+
+# Mask real contrast/F-test 14 with real contrast/F-test 16?
+set fmri(conmask14_16) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 1?
+set fmri(conmask15_1) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 2?
+set fmri(conmask15_2) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 3?
+set fmri(conmask15_3) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 4?
+set fmri(conmask15_4) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 5?
+set fmri(conmask15_5) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 6?
+set fmri(conmask15_6) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 7?
+set fmri(conmask15_7) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 8?
+set fmri(conmask15_8) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 9?
+set fmri(conmask15_9) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 10?
+set fmri(conmask15_10) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 11?
+set fmri(conmask15_11) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 12?
+set fmri(conmask15_12) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 13?
+set fmri(conmask15_13) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 14?
+set fmri(conmask15_14) 0
+
+# Mask real contrast/F-test 15 with real contrast/F-test 16?
+set fmri(conmask15_16) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 1?
+set fmri(conmask16_1) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 2?
+set fmri(conmask16_2) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 3?
+set fmri(conmask16_3) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 4?
+set fmri(conmask16_4) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 5?
+set fmri(conmask16_5) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 6?
+set fmri(conmask16_6) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 7?
+set fmri(conmask16_7) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 8?
+set fmri(conmask16_8) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 9?
+set fmri(conmask16_9) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 10?
+set fmri(conmask16_10) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 11?
+set fmri(conmask16_11) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 12?
+set fmri(conmask16_12) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 13?
+set fmri(conmask16_13) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 14?
+set fmri(conmask16_14) 0
+
+# Mask real contrast/F-test 16 with real contrast/F-test 15?
+set fmri(conmask16_15) 0
+
+# Do contrast masking at all?
+set fmri(conmask1_1) 0
+
+##########################################################
+# Now options that don't appear in the GUI
+
+# Alternative (to BETting) mask image
+set fmri(alternative_mask) ""
+
+# Initial structural space registration initialisation transform
+set fmri(init_initial_highres) ""
+
+# Structural space registration initialisation transform
+set fmri(init_highres) ""
+
+# Standard space registration initialisation transform
+set fmri(init_standard) ""
+
+# For full FEAT analysis: overwrite existing .feat output dir?
+set fmri(overwrite_yn) 0
diff --git a/glm/fsf_templates/1st_level/Tests/test.mat b/glm/fsf_templates/1st_level/Tests/test.mat
new file mode 100644
index 0000000..b9f0abd
--- /dev/null
+++ b/glm/fsf_templates/1st_level/Tests/test.mat
@@ -0,0 +1,306 @@
+/NumWaves 52
+/NumPoints 301
+/PPheights 3.246291e-01 2.236762e-01 3.372449e-01 2.237374e-01 3.277214e-01 2.108909e-01 3.361612e-01 2.133993e-01 3.358634e-01 2.250817e-01 3.560911e-01 2.222742e-01 3.632008e-01 2.296617e-01 3.828568e-01 2.398803e-01 2.382563e-01 1.540197e-01 3.365086e-01 2.254669e-01 3.373072e-01 2.087591e-01 3.444182e-01 2.230470e-01 9.593891e-01 5.410565e-01 1.358619e-01 2.913360e-02 1.612316e-02 2.674795e-04 1.338927e-01 2.273549e-01 1.258458e-02 1.762992e-02 2.590486e-01 1.788687e-01 3.088371e-02 9.412260e-03 2.796279e-03 3.173988e-03 3.742445e-06 3.061905e-06 3.572708e-03 1.474390e-03 9.480672e-06 1.061209e-06 2.680359e-03 1.057950e-03 5.303164e-06 5.746398e-07 1.489620e+02 4.385939e+01
+
+/Matrix
+-1.120345e-02 -3.451761e-04 -2.068066e-02 -5.046862e-04 1.711424e-04 3.926400e-05 -1.938679e-04 2.096479e-07 -3.946044e-02 -4.562257e-04 -2.628540e-02 1.684067e-05 -4.946089e-04 1.210064e-04 1.384589e-03 3.079713e-04 1.623748e-04 1.097315e-04 -1.377179e-03 2.537156e-06 -1.780296e-02 -4.906632e-04 -3.519783e-02 -3.355816e-04 -1.411864e-01 5.497665e-03 7.642703e-03 1.457255e-03 2.588404e-04 -1.745653e-05 1.010667e-02 3.609093e-02 -1.143105e-04 -1.529895e-03 5.022684e-03 -3.724886e-03 2.625808e-04 -1.025482e-03 -2.277123e-04 -4.917311e-04 3.659137e-08 -4.764608e-08 -1.828292e-04 -2.550478e-06 1.367835e-07 -1.836362e-08 1.605005e-04 2.601811e-04 8.710116e-08 5.919641e-08 -2.976927e+01 -4.484628e+00
+-1.150841e-02 -3.371458e-04 -2.110621e-02 -4.942550e-04 1.711419e-04 3.926423e-05 -1.938682e-04 2.097643e-07 -3.975481e-02 -4.540616e-04 -2.617247e-02 1.941902e-06 -4.946089e-04 1.210064e-04 1.384589e-03 3.079713e-04 1.623738e-04 1.097319e-04 -1.377181e-03 2.538087e-06 -1.823245e-02 -4.823422e-04 -3.538310e-02 -3.253934e-04 -1.349907e-01 4.076277e-02 8.103986e-03 7.645732e-04 2.563915e-04 -1.809461e-05 -3.754197e-02 -4.896772e-02 -1.437516e-03 -6.579630e-04 1.621084e-02 1.159304e-02 1.183127e-03 -9.262112e-04 3.736829e-04 6.141807e-04 -1.468464e-07 8.166001e-08 -2.010419e-04 -2.688214e-05 1.461402e-07 -1.826842e-08 1.464613e-04 -1.888889e-05 7.941559e-08 -9.523725e-09 -6.622132e+00 -9.436332e+00
+-1.179717e-02 -3.211506e-04 -2.151051e-02 -4.733332e-04 1.711419e-04 3.926493e-05 -1.938682e-04 2.099972e-07 -4.004439e-02 -4.662828e-04 -2.608943e-02 -1.956627e-05 -4.946089e-04 1.210073e-04 1.384589e-03 3.079722e-04 1.623738e-04 1.097328e-04 -1.377181e-03 2.539950e-06 -1.864510e-02 -4.409778e-04 -3.554765e-02 -3.055134e-04 -5.827937e-02 1.572649e-01 -3.878612e-04 -8.197643e-03 1.730010e-04 5.977330e-05 2.922552e-02 6.549246e-02 1.724379e-03 1.602578e-03 9.096948e-03 -6.734375e-03 5.507332e-04 -1.003843e-03 -6.182599e-04 -9.797429e-04 5.156773e-07 6.727428e-07 -1.629528e-05 1.764013e-04 5.555604e-08 1.743390e-08 2.795070e-04 1.283435e-04 1.615194e-07 7.487869e-09 -2.866782e+01 -6.537379e+00
+-1.207001e-02 -3.054260e-04 -2.189386e-02 -4.526852e-04 1.711428e-04 3.926446e-05 -1.938679e-04 2.098807e-07 -4.036276e-02 -4.928984e-04 -2.601958e-02 -2.807803e-05 -4.946071e-04 1.210064e-04 1.384591e-03 3.079713e-04 1.623748e-04 1.097324e-04 -1.377179e-03 2.539019e-06 -1.899168e-02 -3.489647e-04 -3.569286e-02 -2.868525e-04 1.807414e-01 2.758489e-01 5.679876e-03 6.352899e-03 2.020835e-04 1.470722e-05 -3.849839e-02 -6.895547e-02 -1.431911e-03 1.718252e-03 -4.212392e-02 -5.086565e-02 -9.201452e-04 1.572668e-03 -2.880913e-04 3.418007e-04 6.944751e-08 -1.758865e-07 1.537324e-05 2.363885e-05 4.657735e-08 -1.709220e-08 2.062232e-05 -2.634397e-04 3.302541e-08 5.874713e-08 -3.308611e+01 1.336338e+00
+-1.232720e-02 -2.899727e-04 -2.225652e-02 -4.323119e-04 1.711419e-04 3.926400e-05 -1.938682e-04 2.097643e-07 -4.070508e-02 -5.095376e-04 -2.595361e-02 -2.874297e-05 -4.946089e-04 1.210055e-04 1.384589e-03 3.079704e-04 1.623738e-04 1.097319e-04 -1.377181e-03 2.538087e-06 -1.922015e-02 -2.655652e-04 -3.581982e-02 -2.691789e-04 4.940628e-01 2.717927e-01 2.744066e-04 -5.129210e-03 1.636271e-04 1.472669e-05 3.694272e-02 7.425006e-02 2.705134e-03 2.909468e-03 -8.889922e-03 3.356583e-02 -5.808285e-04 2.587616e-05 -6.521764e-04 -3.530112e-04 5.411315e-07 -1.658563e-07 1.590420e-04 1.359465e-04 3.644006e-08 3.592953e-09 6.620684e-05 4.117071e-05 4.549573e-08 -7.409476e-09 1.357942e+01 2.036384e+00
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