From 0670fe977260bbe4f6fd49ee70ef12cbac2b7e8c Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 8 Nov 2021 11:00:22 +0100 Subject: [PATCH 001/340] first draft for diagnostic tool --- +bids/diagnostic.m | 145 +++++++++++++++++++++++++++++++++++++++++++++ tests/test_diag.m | 14 +++++ 2 files changed, 159 insertions(+) create mode 100644 +bids/diagnostic.m create mode 100644 tests/test_diag.m diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m new file mode 100644 index 00000000..24a3c890 --- /dev/null +++ b/+bids/diagnostic.m @@ -0,0 +1,145 @@ +function diagnostic_table = diagnostic(varargin) + % + % + % + % + % (C) Copyright 2021 BIDS-MATLAB developers + + default_BIDS = pwd; + default_schema = true; + default_filter = struct(); + default_output_path = ''; + + p = inputParser; + + charOrStruct = @(x) ischar(x) || isstruct(x); + + addOptional(p, 'BIDS', default_BIDS, charOrStruct); + addParameter(p, 'use_schema', default_schema); + addParameter(p, 'output_path', default_output_path, @ischar); + addParameter(p, 'filter', default_filter, @isstruct); + + parse(p, varargin{:}); + + BIDS = bids.layout(p.Results.BIDS); + + filter = p.Results.filter; + + subjects = bids.query(BIDS, 'subjects', filter); + + sessions = bids.query(BIDS, 'sessions', filter); + if isempty(sessions) + sessions = {''}; + end + + modalities = bids.query(BIDS, 'modalities', filter); + + tasks = bids.query(BIDS, 'tasks', filter); + + headers = {}; + for i_modality = 1:numel(modalities) + + if ismember(modalities(i_modality), {'func', 'eeg', 'meg', 'ieeg', 'pet', 'beh'}) + for i_task = 1:numel(tasks) + headers{end + 1} = struct('modality', modalities(i_modality), ... + 'task', tasks(i_task)); + end + + else + headers{end + 1} = struct('modality', modalities(i_modality)); + + end + end + + diagnostic_table = nan(numel(subjects) * numel(sessions), numel(modalities)); + + row = 1; + + for i_sub = 1:numel(subjects) + + for i_sess = 1:numel(sessions) + + this_filter = filter; + this_filter.sub = subjects{i_sub}; + this_filter.ses = sessions{i_sess}; + + files = bids.query(BIDS, 'data', this_filter); + + if size(files, 1) == 0 + continue + end + + for i_col = 1:numel(headers) + + this_filter.modality = headers{i_col}.modality; + if isfield(headers{i_col}, 'task') + this_filter.task = headers{i_col}.task; + end + + files = bids.query(BIDS, 'data', this_filter); + + diagnostic_table(row, i_col) = size(files, 1); + + end + + sub_ses{row} = ['sub-' this_filter.sub]; + if ~isempty(this_filter.ses) + sub_ses{row} = ['sub-' this_filter.sub ' ses-' this_filter.ses]; + end + + row = row + 1; + + end + + end + + for col = 1:numel(headers) + xticklabel{col} = [headers{col}.modality]; + if isfield(headers{col}, 'task') + xticklabel{col} = sprintf('%s - task: %s', headers{col}.modality, headers{col}.task); + end + if length(xticklabel{col}) > 50 + xticklabel{col} = [xticklabel{col}(1:40) '...']; + end + end + + nb_rows = size(diagnostic_table, 1); + nb_cols = size(diagnostic_table, 2); + + figure('name', 'diagnostic_table', 'position', [1000 1000 50 + 350 * nb_cols 50 + 100 * nb_rows]); + + colormap('gray'); + + imagesc(diagnostic_table, [0, max(diagnostic_table(:))]); + + set(gca, 'XAxisLocation', 'top', ... + 'xTick', 1:nb_cols, ... + 'xTickLabel', xticklabel, ... + 'TickLength', [0.005 0.005]); + + if any(cellfun('length', xticklabel) > 40) + set(gca, ... + 'xTick', (1:nb_cols) - 0.25, ... + 'XTickLabelRotation', 25); + end + + set(gca, 'yTick', 1:nb_rows); + if nb_rows < 50 + set(gca, 'yTick', 1:nb_rows, 'yTickLabel', sub_ses); + end + + if numel(diagnostic_table) < 200 + for col = 1:nb_cols + for row = 1:nb_rows + t = text(col, row, sprintf('%i', diagnostic_table(row, col))); + if diagnostic_table(row, col) == 0 + set(t, 'Color', 'red'); + end + end + end + end + colorbar(); + + title(BIDS.description.Name); + +end diff --git a/tests/test_diag.m b/tests/test_diag.m new file mode 100644 index 00000000..90b53a94 --- /dev/null +++ b/tests/test_diag.m @@ -0,0 +1,14 @@ +close all; + +pth_bids_example = get_test_data_dir(); + +examples = bids.internal.file_utils('FPList', get_test_data_dir(), 'dir', '^ds.*[0-9]$'); +examples = bids.internal.file_utils('FPList', get_test_data_dir(), 'dir', '^ds0002.*$'); + +for i = 1:size(examples, 1) + + BIDS = bids.layout(deblank(examples(i, :))); + + diagnostic_table = bids.diagnostic(BIDS); + +end From d959cea3497f297fea9ad0ad13559d74cf7b6f80 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 8 Nov 2021 11:06:39 +0100 Subject: [PATCH 002/340] extract function --- +bids/diagnostic.m | 199 +++++++++++++++++++++++---------------------- 1 file changed, 103 insertions(+), 96 deletions(-) diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index 24a3c890..4fad9af8 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -1,145 +1,152 @@ function diagnostic_table = diagnostic(varargin) - % - % - % - % - % (C) Copyright 2021 BIDS-MATLAB developers + % + % + % + % + % (C) Copyright 2021 BIDS-MATLAB developers - default_BIDS = pwd; - default_schema = true; - default_filter = struct(); - default_output_path = ''; + default_BIDS = pwd; + default_schema = true; + default_filter = struct(); + default_output_path = ''; - p = inputParser; + p = inputParser; - charOrStruct = @(x) ischar(x) || isstruct(x); + charOrStruct = @(x) ischar(x) || isstruct(x); - addOptional(p, 'BIDS', default_BIDS, charOrStruct); - addParameter(p, 'use_schema', default_schema); - addParameter(p, 'output_path', default_output_path, @ischar); - addParameter(p, 'filter', default_filter, @isstruct); + addOptional(p, 'BIDS', default_BIDS, charOrStruct); + addParameter(p, 'use_schema', default_schema); + addParameter(p, 'output_path', default_output_path, @ischar); + addParameter(p, 'filter', default_filter, @isstruct); - parse(p, varargin{:}); + parse(p, varargin{:}); - BIDS = bids.layout(p.Results.BIDS); + BIDS = bids.layout(p.Results.BIDS); - filter = p.Results.filter; + filter = p.Results.filter; - subjects = bids.query(BIDS, 'subjects', filter); + subjects = bids.query(BIDS, 'subjects', filter); - sessions = bids.query(BIDS, 'sessions', filter); - if isempty(sessions) - sessions = {''}; - end + sessions = bids.query(BIDS, 'sessions', filter); + if isempty(sessions) + sessions = {''}; + end - modalities = bids.query(BIDS, 'modalities', filter); + modalities = bids.query(BIDS, 'modalities', filter); - tasks = bids.query(BIDS, 'tasks', filter); + tasks = bids.query(BIDS, 'tasks', filter); - headers = {}; - for i_modality = 1:numel(modalities) + headers = {}; + for i_modality = 1:numel(modalities) - if ismember(modalities(i_modality), {'func', 'eeg', 'meg', 'ieeg', 'pet', 'beh'}) - for i_task = 1:numel(tasks) - headers{end + 1} = struct('modality', modalities(i_modality), ... - 'task', tasks(i_task)); - end + if ismember(modalities(i_modality), {'func', 'eeg', 'meg', 'ieeg', 'pet', 'beh'}) + for i_task = 1:numel(tasks) + headers{end + 1} = struct('modality', modalities(i_modality), ... + 'task', tasks(i_task)); + end - else - headers{end + 1} = struct('modality', modalities(i_modality)); + else + headers{end + 1} = struct('modality', modalities(i_modality)); + end end - end - diagnostic_table = nan(numel(subjects) * numel(sessions), numel(modalities)); + diagnostic_table = nan(numel(subjects) * numel(sessions), numel(modalities)); - row = 1; + row = 1; - for i_sub = 1:numel(subjects) + for i_sub = 1:numel(subjects) - for i_sess = 1:numel(sessions) + for i_sess = 1:numel(sessions) - this_filter = filter; - this_filter.sub = subjects{i_sub}; - this_filter.ses = sessions{i_sess}; + this_filter = filter; + this_filter.sub = subjects{i_sub}; + this_filter.ses = sessions{i_sess}; - files = bids.query(BIDS, 'data', this_filter); + files = bids.query(BIDS, 'data', this_filter); - if size(files, 1) == 0 - continue - end + if size(files, 1) == 0 + continue + end - for i_col = 1:numel(headers) + for i_col = 1:numel(headers) - this_filter.modality = headers{i_col}.modality; - if isfield(headers{i_col}, 'task') - this_filter.task = headers{i_col}.task; - end + this_filter.modality = headers{i_col}.modality; + if isfield(headers{i_col}, 'task') + this_filter.task = headers{i_col}.task; + end - files = bids.query(BIDS, 'data', this_filter); + files = bids.query(BIDS, 'data', this_filter); - diagnostic_table(row, i_col) = size(files, 1); + diagnostic_table(row, i_col) = size(files, 1); - end + end - sub_ses{row} = ['sub-' this_filter.sub]; - if ~isempty(this_filter.ses) - sub_ses{row} = ['sub-' this_filter.sub ' ses-' this_filter.ses]; - end + sub_ses{row} = ['sub-' this_filter.sub]; + if ~isempty(this_filter.ses) + sub_ses{row} = ['sub-' this_filter.sub ' ses-' this_filter.ses]; + end - row = row + 1; + row = row + 1; + + end end - end + plot_diagnostic_table(diagnostic_table, headers, sub_ses, BIDS.description.Name) - for col = 1:numel(headers) - xticklabel{col} = [headers{col}.modality]; - if isfield(headers{col}, 'task') - xticklabel{col} = sprintf('%s - task: %s', headers{col}.modality, headers{col}.task); - end - if length(xticklabel{col}) > 50 - xticklabel{col} = [xticklabel{col}(1:40) '...']; +end + +function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) + + for col = 1:numel(headers) + xticklabel{col} = [headers{col}.modality]; + if isfield(headers{col}, 'task') + xticklabel{col} = sprintf('%s - task: %s', headers{col}.modality, headers{col}.task); + end + if length(xticklabel{col}) > 50 + xticklabel{col} = [xticklabel{col}(1:40) '...']; + end end - end - nb_rows = size(diagnostic_table, 1); - nb_cols = size(diagnostic_table, 2); + nb_rows = size(diagnostic_table, 1); + nb_cols = size(diagnostic_table, 2); - figure('name', 'diagnostic_table', 'position', [1000 1000 50 + 350 * nb_cols 50 + 100 * nb_rows]); + figure('name', 'diagnostic_table', 'position', [1000 1000 50 + 350 * nb_cols 50 + 100 * nb_rows]); - colormap('gray'); + colormap('gray'); - imagesc(diagnostic_table, [0, max(diagnostic_table(:))]); + imagesc(diagnostic_table, [0, max(diagnostic_table(:))]); - set(gca, 'XAxisLocation', 'top', ... - 'xTick', 1:nb_cols, ... - 'xTickLabel', xticklabel, ... - 'TickLength', [0.005 0.005]); + set(gca, 'XAxisLocation', 'top', ... + 'xTick', 1:nb_cols, ... + 'xTickLabel', xticklabel, ... + 'TickLength', [0.005 0.005]); - if any(cellfun('length', xticklabel) > 40) - set(gca, ... - 'xTick', (1:nb_cols) - 0.25, ... - 'XTickLabelRotation', 25); - end + if any(cellfun('length', xticklabel) > 40) + set(gca, ... + 'xTick', (1:nb_cols) - 0.25, ... + 'XTickLabelRotation', 25); + end - set(gca, 'yTick', 1:nb_rows); - if nb_rows < 50 - set(gca, 'yTick', 1:nb_rows, 'yTickLabel', sub_ses); - end + set(gca, 'yTick', 1:nb_rows); + if nb_rows < 50 + set(gca, 'yTick', 1:nb_rows, 'yTickLabel', yticklabel); + end - if numel(diagnostic_table) < 200 - for col = 1:nb_cols - for row = 1:nb_rows - t = text(col, row, sprintf('%i', diagnostic_table(row, col))); - if diagnostic_table(row, col) == 0 - set(t, 'Color', 'red'); + if numel(diagnostic_table) < 200 + for col = 1:nb_cols + for row = 1:nb_rows + t = text(col, row, sprintf('%i', diagnostic_table(row, col))); + if diagnostic_table(row, col) == 0 + set(t, 'Color', 'red'); + end + end end - end end - end - colorbar(); - title(BIDS.description.Name); + colorbar(); + + title(fig_name); end From 76a678e78fdd0d3d34624f0396e68029e7a910ff Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 16 Dec 2021 16:41:54 +0100 Subject: [PATCH 003/340] allow filtering and printing --- +bids/diagnostic.m | 69 ++++++++++++++++++++++++++++++++++++---------- .gitignore | 4 +++ tests/test_diag.m | 7 +++-- 3 files changed, 63 insertions(+), 17 deletions(-) diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index 4fad9af8..79fcd82c 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -8,6 +8,7 @@ default_BIDS = pwd; default_schema = true; default_filter = struct(); + default_split = {''}; default_output_path = ''; p = inputParser; @@ -18,6 +19,7 @@ addParameter(p, 'use_schema', default_schema); addParameter(p, 'output_path', default_output_path, @ischar); addParameter(p, 'filter', default_filter, @isstruct); + addParameter(p, 'split_by', default_split, @iscell); parse(p, varargin{:}); @@ -27,19 +29,18 @@ subjects = bids.query(BIDS, 'subjects', filter); - sessions = bids.query(BIDS, 'sessions', filter); - if isempty(sessions) - sessions = {''}; - end - modalities = bids.query(BIDS, 'modalities', filter); - tasks = bids.query(BIDS, 'tasks', filter); - headers = {}; for i_modality = 1:numel(modalities) - if ismember(modalities(i_modality), {'func', 'eeg', 'meg', 'ieeg', 'pet', 'beh'}) + if ismember('task', p.Results.split_by) && ... + ismember(modalities(i_modality), {'func', 'eeg', 'meg', 'ieeg', 'pet', 'beh'}) + + this_filter = filter; + this_filter.modality = modalities(i_modality); + tasks = bids.query(BIDS, 'tasks', this_filter); + for i_task = 1:numel(tasks) headers{end + 1} = struct('modality', modalities(i_modality), ... 'task', tasks(i_task)); @@ -49,18 +50,26 @@ headers{end + 1} = struct('modality', modalities(i_modality)); end + end - diagnostic_table = nan(numel(subjects) * numel(sessions), numel(modalities)); + diagnostic_table = nan(numel(subjects), numel(modalities)); +% events_table = nan(numel(subjects), numel(tasks)); row = 1; for i_sub = 1:numel(subjects) + this_filter = get_clean_filter(filter, subjects{i_sub}); + + sessions = bids.query(BIDS, 'sessions', this_filter); + if isempty(sessions) + sessions = {''}; + end + for i_sess = 1:numel(sessions) - this_filter = filter; - this_filter.sub = subjects{i_sub}; + this_filter = get_clean_filter(filter, subjects{i_sub}); this_filter.ses = sessions{i_sess}; files = bids.query(BIDS, 'data', this_filter); @@ -71,6 +80,7 @@ for i_col = 1:numel(headers) + this_filter = get_clean_filter(filter, subjects{i_sub}, sessions{i_sess}); this_filter.modality = headers{i_col}.modality; if isfield(headers{i_col}, 'task') this_filter.task = headers{i_col}.task; @@ -93,18 +103,44 @@ end - plot_diagnostic_table(diagnostic_table, headers, sub_ses, BIDS.description.Name) + fig_name = BIDS.description.Name; + if isempty(fig_name) || strcmp(fig_name, ' ') + fig_name = 'this_dataset'; + end + if ~cellfun('isempty', p.Results.split_by) + fig_name = [fig_name ' - split_by ' strjoin(p.Results.split_by, '-')]; + end + + + plot_diagnostic_table(diagnostic_table, headers, sub_ses, ... + strrep(fig_name, '_', ' ')) + + if ~isempty(p.Results.output_path) + if exist(p.Results.output_path, 'dir') + bids.util.mkdir(p.Results.output_path); + print(fig_name, '-dpng') + end + end end +function this_filter = get_clean_filter(filter, sub, ses) + this_filter = filter; + this_filter.sub = sub; + if nargin > 2 + this_filter.ses = ses; + end +end + function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) + % prepare x tick labels for col = 1:numel(headers) xticklabel{col} = [headers{col}.modality]; if isfield(headers{col}, 'task') xticklabel{col} = sprintf('%s - task: %s', headers{col}.modality, headers{col}.task); end - if length(xticklabel{col}) > 50 + if length(xticklabel{col}) > 43 xticklabel{col} = [xticklabel{col}(1:40) '...']; end end @@ -118,10 +154,11 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) imagesc(diagnostic_table, [0, max(diagnostic_table(:))]); + % x axis set(gca, 'XAxisLocation', 'top', ... 'xTick', 1:nb_cols, ... 'xTickLabel', xticklabel, ... - 'TickLength', [0.005 0.005]); + 'TickLength', [0.001 0.001]); if any(cellfun('length', xticklabel) > 40) set(gca, ... @@ -129,12 +166,14 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) 'XTickLabelRotation', 25); end + % y axis set(gca, 'yTick', 1:nb_rows); if nb_rows < 50 set(gca, 'yTick', 1:nb_rows, 'yTickLabel', yticklabel); end - if numel(diagnostic_table) < 200 + % plot actual values if there are not too many + if numel(diagnostic_table) < 600 for col = 1:nb_cols for row = 1:nb_rows t = text(col, row, sprintf('%i', diagnostic_table(row, col))); diff --git a/.gitignore b/.gitignore index dfcf125d..c0378f74 100644 --- a/.gitignore +++ b/.gitignore @@ -8,6 +8,10 @@ examples/brainstorm examples/MoAEpilot +*.zip* +*.jpg +*.png + # virtual env env/* diff --git a/tests/test_diag.m b/tests/test_diag.m index 90b53a94..e98942a5 100644 --- a/tests/test_diag.m +++ b/tests/test_diag.m @@ -3,12 +3,15 @@ pth_bids_example = get_test_data_dir(); examples = bids.internal.file_utils('FPList', get_test_data_dir(), 'dir', '^ds.*[0-9]$'); -examples = bids.internal.file_utils('FPList', get_test_data_dir(), 'dir', '^ds0002.*$'); +examples = bids.internal.file_utils('FPList', get_test_data_dir(), 'dir', '^ds000.*[0-9]$'); + +examples for i = 1:size(examples, 1) BIDS = bids.layout(deblank(examples(i, :))); - diagnostic_table = bids.diagnostic(BIDS); + diagnostic_table = bids.diagnostic(BIDS, 'output_path', pwd); + diagnostic_table = bids.diagnostic(BIDS, 'split_by', {'task'}, 'output_path', pwd); end From 1b01eb9c4324d18dd8501a4c7644cdf1108937f3 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 6 Nov 2021 14:32:20 +0100 Subject: [PATCH 004/340] add basic function to create data dictionary --- +bids/create_data_dictionary.m | 86 ++++++++++++++++++++++++++++++++++ 1 file changed, 86 insertions(+) create mode 100644 +bids/create_data_dictionary.m diff --git a/+bids/create_data_dictionary.m b/+bids/create_data_dictionary.m new file mode 100644 index 00000000..5b7af371 --- /dev/null +++ b/+bids/create_data_dictionary.m @@ -0,0 +1,86 @@ +function create_data_dictionary(tsv_file, level_limit) + % + % (C) Copyright 2021 Remi Gau + + if nargin < 2 + level_limit = 10; + end + + content = bids.util.tsvread(tsv_file); + + headers = fieldnames(content); + + json_content = struct(); + for i = 1:numel(headers) + json_content.(headers{i}) = set_dict(headers{i}); + json_content = add_levels_description(json_content, headers{i}, content, level_limit); + end + + bidsFile = bids.File(tsv_file, false, struct('ext', '.json')); + + filename = bidsFile.filename; + if strcmp(bidsFile.suffix, 'participants') + filename = strrep(filename, '_', ''); + end + + filename = fullfile(bidsFile.pth, filename); + + bids.util.jsonwrite(filename, json_content); + +end + +function json_content = add_levels_description(json_content, header, tsv_content, level_limit) + + levels = unique(tsv_content.(header)); + + if ismember(header, {'participant_id'}) || numel(levels) > level_limit || isnumeric(levels) + return + end + + json_content.(header).Levels = struct(); + for i = 1:numel(levels) + this_level = levels(i); + if iscell(this_level) + this_level = this_level{1}; + end + % if isnumeric(this_level) + % % add a _ because fieldnames cannot be numbers in matlab + % this_level = ['' num2str(this_level)]; + % end + json_content.(header).Levels.(this_level) = ''; + end + +end + +function dict = set_dict(header) + + default = struct('LongName', '', ... + 'Description', '', ... + 'Units', '', ... + 'TermURL', 'https://authority.path'); + + participant = struct('LongName', 'Participant Id', ... + 'Description', 'Unique label associated with a participant'); + + onset = struct('LongName', 'Event onset time', ... + 'Description', ... + 'Time elapsed since experiment start when the event started', ... + 'Units', 's'); + + duration = struct( ... + 'Description', ... + 'Duration of the event', ... + 'Units', 's'); + + switch header + case 'onset' + dict = onset; + case 'duration' + dict = duration; + case 'participant_id' + dict = participant; + otherwise + dict = default; + end + +end From 143c526cf083eafec76d0b6288d39c27e35c7fd9 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 27 Jan 2022 23:35:05 +0100 Subject: [PATCH 005/340] lint and refactor --- +bids/diagnostic.m | 285 +++++++++++++++++++++------------------- tests/test_diag.m | 17 --- tests/test_diagnostic.m | 29 ++++ 3 files changed, 180 insertions(+), 151 deletions(-) delete mode 100644 tests/test_diag.m create mode 100644 tests/test_diagnostic.m diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index 79fcd82c..1648397e 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -1,191 +1,208 @@ function diagnostic_table = diagnostic(varargin) - % - % - % - % - % (C) Copyright 2021 BIDS-MATLAB developers + % + % USAGE:: + % + % diagnostic_table = diagnostic(BIDS, ... + % 'use_schema', true, ... + % 'output_path', '', ... + % 'filter', struct(), ... + % 'split_by', {''}) + % + % + % (C) Copyright 2021 BIDS-MATLAB developers - default_BIDS = pwd; - default_schema = true; - default_filter = struct(); - default_split = {''}; - default_output_path = ''; + default_BIDS = pwd; + default_schema = true; + default_filter = struct(); + default_split = {''}; + default_output_path = ''; - p = inputParser; + args = inputParser; - charOrStruct = @(x) ischar(x) || isstruct(x); + charOrStruct = @(x) ischar(x) || isstruct(x); - addOptional(p, 'BIDS', default_BIDS, charOrStruct); - addParameter(p, 'use_schema', default_schema); - addParameter(p, 'output_path', default_output_path, @ischar); - addParameter(p, 'filter', default_filter, @isstruct); - addParameter(p, 'split_by', default_split, @iscell); + addOptional(args, 'BIDS', default_BIDS, charOrStruct); + addParameter(args, 'use_schema', default_schema); + addParameter(args, 'output_path', default_output_path, @ischar); + addParameter(args, 'filter', default_filter, @isstruct); + addParameter(args, 'split_by', default_split, @iscell); - parse(p, varargin{:}); + parse(args, varargin{:}); - BIDS = bids.layout(p.Results.BIDS); + %% + BIDS = bids.layout(args.Results.BIDS); - filter = p.Results.filter; + filter = args.Results.filter; - subjects = bids.query(BIDS, 'subjects', filter); + subjects = bids.query(BIDS, 'subjects', filter); - modalities = bids.query(BIDS, 'modalities', filter); + modalities = bids.query(BIDS, 'modalities', filter); - headers = {}; - for i_modality = 1:numel(modalities) + headers = get_headers(BIDS, modalities, filter, args.Results.split_by); - if ismember('task', p.Results.split_by) && ... - ismember(modalities(i_modality), {'func', 'eeg', 'meg', 'ieeg', 'pet', 'beh'}) + diagnostic_table = nan(numel(subjects), numel(modalities)); + % events_table = nan(numel(subjects), numel(tasks)); - this_filter = filter; - this_filter.modality = modalities(i_modality); - tasks = bids.query(BIDS, 'tasks', this_filter); + row = 1; - for i_task = 1:numel(tasks) - headers{end + 1} = struct('modality', modalities(i_modality), ... - 'task', tasks(i_task)); - end + %% + for i_sub = 1:numel(subjects) - else - headers{end + 1} = struct('modality', modalities(i_modality)); - - end + this_filter = get_clean_filter(filter, subjects{i_sub}); + sessions = bids.query(BIDS, 'sessions', this_filter); + if isempty(sessions) + sessions = {''}; end - diagnostic_table = nan(numel(subjects), numel(modalities)); -% events_table = nan(numel(subjects), numel(tasks)); + for i_sess = 1:numel(sessions) - row = 1; + this_filter = get_clean_filter(filter, subjects{i_sub}); + this_filter.ses = sessions{i_sess}; - for i_sub = 1:numel(subjects) + files = bids.query(BIDS, 'data', this_filter); - this_filter = get_clean_filter(filter, subjects{i_sub}); + if size(files, 1) == 0 + continue + end - sessions = bids.query(BIDS, 'sessions', this_filter); - if isempty(sessions) - sessions = {''}; + for i_col = 1:numel(headers) + + this_filter = get_clean_filter(filter, subjects{i_sub}, sessions{i_sess}); + this_filter.modality = headers{i_col}.modality; + if isfield(headers{i_col}, 'task') + this_filter.task = headers{i_col}.task; end - for i_sess = 1:numel(sessions) + files = bids.query(BIDS, 'data', this_filter); - this_filter = get_clean_filter(filter, subjects{i_sub}); - this_filter.ses = sessions{i_sess}; + diagnostic_table(row, i_col) = size(files, 1); - files = bids.query(BIDS, 'data', this_filter); + end - if size(files, 1) == 0 - continue - end + sub_ses{row} = ['sub-' this_filter.sub]; + if ~isempty(this_filter.ses) + sub_ses{row} = ['sub-' this_filter.sub ' ses-' this_filter.ses]; + end - for i_col = 1:numel(headers) + row = row + 1; - this_filter = get_clean_filter(filter, subjects{i_sub}, sessions{i_sess}); - this_filter.modality = headers{i_col}.modality; - if isfield(headers{i_col}, 'task') - this_filter.task = headers{i_col}.task; - end + end - files = bids.query(BIDS, 'data', this_filter); + end - diagnostic_table(row, i_col) = size(files, 1); + %% + fig_name = BIDS.description.Name; + if isempty(fig_name) || strcmp(fig_name, ' ') + fig_name = 'this_dataset'; + end + if ~cellfun('isempty', args.Results.split_by) + fig_name = [fig_name ' - split_by ' strjoin(args.Results.split_by, '-')]; + end - end + plot_diagnostic_table(diagnostic_table, headers, sub_ses, ... + strrep(fig_name, '_', ' ')); - sub_ses{row} = ['sub-' this_filter.sub]; - if ~isempty(this_filter.ses) - sub_ses{row} = ['sub-' this_filter.sub ' ses-' this_filter.ses]; - end + if ~isempty(args.Results.output_path) + if exist(args.Results.output_path, 'dir') + bids.util.mkdir(args.Results.output_path); + print(fig_name, '-dpng'); + end + end - row = row + 1; +end - end +function headers = get_headers(BIDS, modalities, filter, split_by) + % + % Get the headers to include in the output table + % - end + headers = {}; + for i_modality = 1:numel(modalities) - fig_name = BIDS.description.Name; - if isempty(fig_name) || strcmp(fig_name, ' ') - fig_name = 'this_dataset'; - end - if ~cellfun('isempty', p.Results.split_by) - fig_name = [fig_name ' - split_by ' strjoin(p.Results.split_by, '-')]; - end + if ismember('task', split_by) && ... + ismember(modalities(i_modality), {'func', 'eeg', 'meg', 'ieeg', 'pet', 'beh'}) + this_filter = filter; + this_filter.modality = modalities(i_modality); + tasks = bids.query(BIDS, 'tasks', this_filter); - plot_diagnostic_table(diagnostic_table, headers, sub_ses, ... - strrep(fig_name, '_', ' ')) + for i_task = 1:numel(tasks) + headers{end + 1} = struct('modality', modalities(i_modality), ... + 'task', tasks(i_task)); + end + + else + headers{end + 1} = struct('modality', modalities(i_modality)); - if ~isempty(p.Results.output_path) - if exist(p.Results.output_path, 'dir') - bids.util.mkdir(p.Results.output_path); - print(fig_name, '-dpng') - end end + end + end function this_filter = get_clean_filter(filter, sub, ses) - this_filter = filter; - this_filter.sub = sub; - if nargin > 2 - this_filter.ses = ses; - end + this_filter = filter; + this_filter.sub = sub; + if nargin > 2 + this_filter.ses = ses; + end end function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) - % prepare x tick labels - for col = 1:numel(headers) - xticklabel{col} = [headers{col}.modality]; - if isfield(headers{col}, 'task') - xticklabel{col} = sprintf('%s - task: %s', headers{col}.modality, headers{col}.task); - end - if length(xticklabel{col}) > 43 - xticklabel{col} = [xticklabel{col}(1:40) '...']; - end - end - - nb_rows = size(diagnostic_table, 1); - nb_cols = size(diagnostic_table, 2); - - figure('name', 'diagnostic_table', 'position', [1000 1000 50 + 350 * nb_cols 50 + 100 * nb_rows]); - - colormap('gray'); - - imagesc(diagnostic_table, [0, max(diagnostic_table(:))]); - - % x axis - set(gca, 'XAxisLocation', 'top', ... - 'xTick', 1:nb_cols, ... - 'xTickLabel', xticklabel, ... - 'TickLength', [0.001 0.001]); - - if any(cellfun('length', xticklabel) > 40) - set(gca, ... - 'xTick', (1:nb_cols) - 0.25, ... - 'XTickLabelRotation', 25); + % prepare x tick labels + for col = 1:numel(headers) + xticklabel{col} = [headers{col}.modality]; + if isfield(headers{col}, 'task') + xticklabel{col} = sprintf('%s - task: %s', headers{col}.modality, headers{col}.task); end - - % y axis - set(gca, 'yTick', 1:nb_rows); - if nb_rows < 50 - set(gca, 'yTick', 1:nb_rows, 'yTickLabel', yticklabel); + if length(xticklabel{col}) > 43 + xticklabel{col} = [xticklabel{col}(1:40) '...']; end - - % plot actual values if there are not too many - if numel(diagnostic_table) < 600 - for col = 1:nb_cols - for row = 1:nb_rows - t = text(col, row, sprintf('%i', diagnostic_table(row, col))); - if diagnostic_table(row, col) == 0 - set(t, 'Color', 'red'); - end - end + end + + nb_rows = size(diagnostic_table, 1); + nb_cols = size(diagnostic_table, 2); + + figure('name', 'diagnostic_table', 'position', [1000 1000 50 + 350 * nb_cols 50 + 100 * nb_rows]); + + colormap('gray'); + + imagesc(diagnostic_table, [0, max(diagnostic_table(:))]); + + % x axis + set(gca, 'XAxisLocation', 'top', ... + 'xTick', 1:nb_cols, ... + 'xTickLabel', xticklabel, ... + 'TickLength', [0.001 0.001]); + + if any(cellfun('length', xticklabel) > 40) + set(gca, ... + 'xTick', (1:nb_cols) - 0.25, ... + 'XTickLabelRotation', 25); + end + + % y axis + set(gca, 'yTick', 1:nb_rows); + if nb_rows < 50 + set(gca, 'yTick', 1:nb_rows, 'yTickLabel', yticklabel); + end + + % plot actual values if there are not too many + if numel(diagnostic_table) < 600 + for col = 1:nb_cols + for row = 1:nb_rows + t = text(col, row, sprintf('%i', diagnostic_table(row, col))); + if diagnostic_table(row, col) == 0 + set(t, 'Color', 'red'); end + end end + end - colorbar(); + colorbar(); - title(fig_name); + title(fig_name); end diff --git a/tests/test_diag.m b/tests/test_diag.m deleted file mode 100644 index e98942a5..00000000 --- a/tests/test_diag.m +++ /dev/null @@ -1,17 +0,0 @@ -close all; - -pth_bids_example = get_test_data_dir(); - -examples = bids.internal.file_utils('FPList', get_test_data_dir(), 'dir', '^ds.*[0-9]$'); -examples = bids.internal.file_utils('FPList', get_test_data_dir(), 'dir', '^ds000.*[0-9]$'); - -examples - -for i = 1:size(examples, 1) - - BIDS = bids.layout(deblank(examples(i, :))); - - diagnostic_table = bids.diagnostic(BIDS, 'output_path', pwd); - diagnostic_table = bids.diagnostic(BIDS, 'split_by', {'task'}, 'output_path', pwd); - -end diff --git a/tests/test_diagnostic.m b/tests/test_diagnostic.m new file mode 100644 index 00000000..1a09cda8 --- /dev/null +++ b/tests/test_diagnostic.m @@ -0,0 +1,29 @@ +function test_suite = test_diagnostic %#ok<*STOUT> + + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +end + +function test_diagnostic_basic() + + close all; + + pth_bids_example = get_test_data_dir(); + + data_sets_to_test = '^ds000.*[0-9]$'; % '^ds.*[0-9]$' + examples = bids.internal.file_utils('FPList', get_test_data_dir(), 'dir', data_sets_to_test); + + for i = 1:size(examples, 1) + + BIDS = bids.layout(deblank(examples(i, :))); + + diagnostic_table = bids.diagnostic(BIDS, 'output_path', pwd); + diagnostic_table = bids.diagnostic(BIDS, 'split_by', {'task'}, 'output_path', pwd); + + end + +end From 0b196817c0b4a4ece374b16fe6b480aad24d234e Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 5 Feb 2022 12:06:00 +0100 Subject: [PATCH 006/340] add test and simplify create_data_dir --- +bids/+util/create_data_dict.m | 103 ++++++++++++++++++++++ +bids/create_data_dictionary.m | 86 ------------------ tests/tests_utils/test_create_data_dict.m | 22 +++++ 3 files changed, 125 insertions(+), 86 deletions(-) create mode 100644 +bids/+util/create_data_dict.m delete mode 100644 +bids/create_data_dictionary.m create mode 100644 tests/tests_utils/test_create_data_dict.m diff --git a/+bids/+util/create_data_dict.m b/+bids/+util/create_data_dict.m new file mode 100644 index 00000000..9559a574 --- /dev/null +++ b/+bids/+util/create_data_dict.m @@ -0,0 +1,103 @@ +function data_dict = create_data_dict(varargin) + % + % (C) Copyright 2021 Remi Gau + + default_use_schema = true; + default_output = []; + default_verbose = true; + default_force = false; + default_level_limit = 10; + + is_file = @(x) exist(x, 'file'); + + args = inputParser(); + + addRequired(args, 'tsv_file', is_file); + addParameter(args, 'level_limit', default_level_limit); + addParameter(args, 'output', default_output); + addParameter(args, 'schema', default_use_schema); + addParameter(args, 'verbose', default_verbose); + addParameter(args, 'force', default_force); + + parse(args, varargin{:}); + + tsv_file = args.Results.tsv_file; + level_limit = args.Results.level_limit; + output = args.Results.output; + schema = args.Results.schema; + verbose = args.Results.verbose; + force = args.Results.force; + + if ~iscell(tsv_file) + tsv_file = {tsv_file}; + end + content = bids.util.tsvread(tsv_file{1}); + + headers = fieldnames(content); + + data_dict = struct(); + for i = 1:numel(headers) + data_dict.(headers{i}) = set_dict(headers{i}); + data_dict = add_levels_description(data_dict, headers{i}, content, level_limit); + end + + bids.util.jsonwrite(output, data_dict); + +end + +function json_content = add_levels_description(json_content, header, tsv_content, level_limit) + + levels = unique(tsv_content.(header)); + + if ismember(header, {'participant_id'}) || ... + numel(levels) > level_limit || ... + not(all(isinteger(levels))) + return + end + + json_content.(header).Levels = struct(); + for i = 1:numel(levels) + this_level = levels(i); + if iscell(this_level) + this_level = this_level{1}; + end + if isnumeric(this_level) + % add a _ because fieldnames cannot be numbers in matlab + this_level = ['' num2str(this_level)]; + end + json_content.(header).Levels.(this_level) = ''; + end + +end + +function dict = set_dict(header) + + default = struct('LongName', header, ... + 'Description', 'TODO', ... + 'Units', 'TODO', ... + 'TermURL', 'TODO'); + + participant = struct('LongName', 'Participant Id', ... + 'Description', 'Unique label associated with a participant'); + + onset = struct('LongName', 'Event onset time', ... + 'Description', ... + 'Time elapsed since experiment start when the event started', ... + 'Units', 's'); + + duration = struct('Description', ... + 'Duration of the event', ... + 'Units', 's'); + + switch header + case 'onset' + dict = onset; + case 'duration' + dict = duration; + case 'participant_id' + dict = participant; + otherwise + dict = default; + end + +end diff --git a/+bids/create_data_dictionary.m b/+bids/create_data_dictionary.m deleted file mode 100644 index 5b7af371..00000000 --- a/+bids/create_data_dictionary.m +++ /dev/null @@ -1,86 +0,0 @@ -function create_data_dictionary(tsv_file, level_limit) - % - % (C) Copyright 2021 Remi Gau - - if nargin < 2 - level_limit = 10; - end - - content = bids.util.tsvread(tsv_file); - - headers = fieldnames(content); - - json_content = struct(); - for i = 1:numel(headers) - json_content.(headers{i}) = set_dict(headers{i}); - json_content = add_levels_description(json_content, headers{i}, content, level_limit); - end - - bidsFile = bids.File(tsv_file, false, struct('ext', '.json')); - - filename = bidsFile.filename; - if strcmp(bidsFile.suffix, 'participants') - filename = strrep(filename, '_', ''); - end - - filename = fullfile(bidsFile.pth, filename); - - bids.util.jsonwrite(filename, json_content); - -end - -function json_content = add_levels_description(json_content, header, tsv_content, level_limit) - - levels = unique(tsv_content.(header)); - - if ismember(header, {'participant_id'}) || numel(levels) > level_limit || isnumeric(levels) - return - end - - json_content.(header).Levels = struct(); - for i = 1:numel(levels) - this_level = levels(i); - if iscell(this_level) - this_level = this_level{1}; - end - % if isnumeric(this_level) - % % add a _ because fieldnames cannot be numbers in matlab - % this_level = ['' num2str(this_level)]; - % end - json_content.(header).Levels.(this_level) = ''; - end - -end - -function dict = set_dict(header) - - default = struct('LongName', '', ... - 'Description', '', ... - 'Units', '', ... - 'TermURL', 'https://authority.path'); - - participant = struct('LongName', 'Participant Id', ... - 'Description', 'Unique label associated with a participant'); - - onset = struct('LongName', 'Event onset time', ... - 'Description', ... - 'Time elapsed since experiment start when the event started', ... - 'Units', 's'); - - duration = struct( ... - 'Description', ... - 'Duration of the event', ... - 'Units', 's'); - - switch header - case 'onset' - dict = onset; - case 'duration' - dict = duration; - case 'participant_id' - dict = participant; - otherwise - dict = default; - end - -end diff --git a/tests/tests_utils/test_create_data_dict.m b/tests/tests_utils/test_create_data_dict.m new file mode 100644 index 00000000..827ae2fb --- /dev/null +++ b/tests/tests_utils/test_create_data_dict.m @@ -0,0 +1,22 @@ +function test_suite = test_create_data_dict %#ok<*STOUT> + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; +end + +function test_create_data_dict_basic() + + pth_bids_example = get_test_data_dir(); + + BIDS = bids.layout(fullfile(pth_bids_example, 'ds001')); + + data = bids.query(BIDS, 'data', ... + 'sub', '01', ... + 'suffix', 'events'); + + + data_dict = bids.util.create_data_dict(data{1}, 'output', 'tmp.json') + +end \ No newline at end of file From b9a12cb5fdfbfe8c6b82ef42f654c9264c2836ec Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 5 Feb 2022 12:30:41 +0100 Subject: [PATCH 007/340] use schema to set data dictionary definitions --- +bids/+util/create_data_dict.m | 49 +++++++++-------------- +bids/Schema.m | 18 +++++++++ +bids/layout.m | 4 +- tests/test_bids_schema.m | 11 +++++ tests/tests_utils/test_create_data_dict.m | 9 ++--- 5 files changed, 55 insertions(+), 36 deletions(-) diff --git a/+bids/+util/create_data_dict.m b/+bids/+util/create_data_dict.m index 9559a574..ab7321b7 100644 --- a/+bids/+util/create_data_dict.m +++ b/+bids/+util/create_data_dict.m @@ -1,13 +1,13 @@ function data_dict = create_data_dict(varargin) % % (C) Copyright 2021 Remi Gau - - default_use_schema = true; + + default_schema = false; default_output = []; default_verbose = true; default_force = false; default_level_limit = 10; - + is_file = @(x) exist(x, 'file'); args = inputParser(); @@ -15,7 +15,7 @@ addRequired(args, 'tsv_file', is_file); addParameter(args, 'level_limit', default_level_limit); addParameter(args, 'output', default_output); - addParameter(args, 'schema', default_use_schema); + addParameter(args, 'schema', default_schema); addParameter(args, 'verbose', default_verbose); addParameter(args, 'force', default_force); @@ -37,7 +37,7 @@ data_dict = struct(); for i = 1:numel(headers) - data_dict.(headers{i}) = set_dict(headers{i}); + data_dict.(headers{i}) = set_dict(headers{i}, schema); data_dict = add_levels_description(data_dict, headers{i}, content, level_limit); end @@ -70,34 +70,25 @@ end -function dict = set_dict(header) +function dict = set_dict(header, schema) + + dict = default_dict(header); + if schema + try + dict = schema.get_definition(header); + catch + schema = bids.Schema(); + dict = schema.get_definition(header); + end + end + +end + +function default = default_dict(header) default = struct('LongName', header, ... 'Description', 'TODO', ... 'Units', 'TODO', ... 'TermURL', 'TODO'); - participant = struct('LongName', 'Participant Id', ... - 'Description', 'Unique label associated with a participant'); - - onset = struct('LongName', 'Event onset time', ... - 'Description', ... - 'Time elapsed since experiment start when the event started', ... - 'Units', 's'); - - duration = struct('Description', ... - 'Duration of the event', ... - 'Units', 's'); - - switch header - case 'onset' - dict = onset; - case 'duration' - dict = duration; - case 'participant_id' - dict = participant; - otherwise - dict = default; - end - end diff --git a/+bids/Schema.m b/+bids/Schema.m index 4e3f79c2..b161e181 100644 --- a/+bids/Schema.m +++ b/+bids/Schema.m @@ -351,6 +351,24 @@ reg_ex = ['^%s.*' suffixes extensions '$']; end + function def = get_definition(obj, word) + + if ~isfield(obj.content.objects, 'metadata') + obj.load_schema_metadata = true; + obj = obj.load(); + end + + if isfield(obj.content.objects.columns, word) + def = obj.content.objects.columns.(word); + else + def = struct('LongName', word, ... + 'Description', 'TODO', ... + 'Units', 'TODO', ... + 'TermURL', 'TODO'); + end + + end + end % ----------------------------------------------------------------------- % diff --git a/+bids/layout.m b/+bids/layout.m index 2a3bd0fc..d2678137 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -46,11 +46,11 @@ default_use_schema = true; default_verbose = false; - isDirOrStruct = @(x) (isstruct(x) || isdir(x)); + is_dir_or_struct = @(x) (isstruct(x) || isdir(x)); args = inputParser(); - addOptional(args, 'root', default_root, isDirOrStruct); + addOptional(args, 'root', default_root, is_dir_or_struct); addParameter(args, 'index_derivatives', default_index_derivatives); addParameter(args, 'tolerant', default_tolerant); addParameter(args, 'use_schema', default_use_schema); diff --git a/tests/test_bids_schema.m b/tests/test_bids_schema.m index 7a5b1d49..a0d3459e 100644 --- a/tests/test_bids_schema.m +++ b/tests/test_bids_schema.m @@ -34,6 +34,17 @@ function test_metadata_loading() end +function test_metadata_get_definition() + + schema = bids.Schema(); + def = schema.get_definition('onset'); + + assertEqual(def.name, 'onset'); + assertEqual(def.type, 'number'); + assertEqual(def.unit, 's'); + +end + function test_schemaless() use_schema = false(); diff --git a/tests/tests_utils/test_create_data_dict.m b/tests/tests_utils/test_create_data_dict.m index 827ae2fb..0fafd5b6 100644 --- a/tests/tests_utils/test_create_data_dict.m +++ b/tests/tests_utils/test_create_data_dict.m @@ -15,8 +15,7 @@ function test_create_data_dict_basic() data = bids.query(BIDS, 'data', ... 'sub', '01', ... 'suffix', 'events'); - - - data_dict = bids.util.create_data_dict(data{1}, 'output', 'tmp.json') - -end \ No newline at end of file + + data_dict = bids.util.create_data_dict(data{1}, 'output', 'tmp.json', 'schema', true); + +end From 6c36e8f1c4782304340815ce5be465e369325cc0 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 5 Feb 2022 13:09:46 +0100 Subject: [PATCH 008/340] improve schema generated definitions --- +bids/+util/create_data_dict.m | 31 +++++++++++++++++++---- +bids/Schema.m | 15 ++++++++++- tests/test_bids_schema.m | 7 +++++ tests/tests_utils/test_create_data_dict.m | 18 +++++++++++++ 4 files changed, 65 insertions(+), 6 deletions(-) diff --git a/+bids/+util/create_data_dict.m b/+bids/+util/create_data_dict.m index ab7321b7..469ecac3 100644 --- a/+bids/+util/create_data_dict.m +++ b/+bids/+util/create_data_dict.m @@ -41,7 +41,9 @@ data_dict = add_levels_description(data_dict, headers{i}, content, level_limit); end - bids.util.jsonwrite(output, data_dict); + if ~isempty(output) + bids.util.jsonwrite(output, data_dict); + end end @@ -51,7 +53,7 @@ if ismember(header, {'participant_id'}) || ... numel(levels) > level_limit || ... - not(all(isinteger(levels))) + isnumeric(levels) && not(all(isinteger(levels))) return end @@ -73,13 +75,32 @@ function dict = set_dict(header, schema) dict = default_dict(header); - if schema + + if (isobject(schema) && isfield(schema.content, 'objects')) || schema == true + try - dict = schema.get_definition(header); + [def, status] = schema.get_definition(header); catch schema = bids.Schema(); - dict = schema.get_definition(header); + [def, status] = schema.get_definition(header); + end + + if ~status + return end + + dict.LongName = def.name; + dict.Description = def.description; + + if isfield(def, 'unit') + dict.Units = def.unit; + elseif isfield(def, 'anyOf') + number_allowed = cellfun(@(x) strcmp(x.type, 'number'), def.anyOf); + if any(number_allowed) + dict.Units = def.anyOf{number_allowed}.unit; + end + end + end end diff --git a/+bids/Schema.m b/+bids/Schema.m index b161e181..a16dacc0 100644 --- a/+bids/Schema.m +++ b/+bids/Schema.m @@ -116,6 +116,10 @@ end + function sts = eq(obj) + sts = true; + end + function modalities = return_modalities(obj, subject, modality_group) % if we go schema-less or use another schema than the "official" one % we list directories in the subject/session folder @@ -351,14 +355,23 @@ reg_ex = ['^%s.*' suffixes extensions '$']; end - function def = get_definition(obj, word) + function [def, status] = get_definition(obj, word) + % + % finds definition of a column header in a the BIDS schema + % + % USAGE:: + % + % [def, status] = schema.get_definition(word) + % + status = false; if ~isfield(obj.content.objects, 'metadata') obj.load_schema_metadata = true; obj = obj.load(); end if isfield(obj.content.objects.columns, word) + status = true; def = obj.content.objects.columns.(word); else def = struct('LongName', word, ... diff --git a/tests/test_bids_schema.m b/tests/test_bids_schema.m index a0d3459e..b15c3b52 100644 --- a/tests/test_bids_schema.m +++ b/tests/test_bids_schema.m @@ -45,6 +45,13 @@ function test_metadata_get_definition() end +function test_metadata_object() + + schema = bids.Schema(); + assert(schema.eq); + +end + function test_schemaless() use_schema = false(); diff --git a/tests/tests_utils/test_create_data_dict.m b/tests/tests_utils/test_create_data_dict.m index 0fafd5b6..80f6a642 100644 --- a/tests/tests_utils/test_create_data_dict.m +++ b/tests/tests_utils/test_create_data_dict.m @@ -19,3 +19,21 @@ function test_create_data_dict_basic() data_dict = bids.util.create_data_dict(data{1}, 'output', 'tmp.json', 'schema', true); end + +function test_create_data_dict_schema() + + pth_bids_example = get_test_data_dir(); + + BIDS = bids.layout(fullfile(pth_bids_example, 'ds001')); + + data = bids.query(BIDS, 'data', ... + 'sub', '01', ... + 'suffix', 'events'); + + schema = bids.Schema(); + schema.load_schema_metadata = true; + schema = schema.load(); + + data_dict = bids.util.create_data_dict(data{1}, 'output', 'tmp.json', 'schema', schema); + +end From d9bf428fa958cf89c486382831d62f1fcc7100e5 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 5 Feb 2022 15:38:44 +0100 Subject: [PATCH 009/340] extend suport to create data dict for several files at on --- +bids/+util/create_data_dict.m | 115 ++++++++++++++++--- tests/tests_utils/test_create_data_dict.m | 130 ++++++++++++++++++++-- 2 files changed, 222 insertions(+), 23 deletions(-) diff --git a/+bids/+util/create_data_dict.m b/+bids/+util/create_data_dict.m index 469ecac3..02aa92a7 100644 --- a/+bids/+util/create_data_dict.m +++ b/+bids/+util/create_data_dict.m @@ -1,4 +1,8 @@ function data_dict = create_data_dict(varargin) + % + % Create a data dictionnary for a TSV file + % + % data_dict = bids.util.jsonwrite(tsv_file, 'output', [], 'schema', true); % % (C) Copyright 2021 Remi Gau @@ -8,11 +12,11 @@ default_force = false; default_level_limit = 10; - is_file = @(x) exist(x, 'file'); + is_file_or_cellstr = @(x) (iscellstr(x) || exist(x, 'file')); args = inputParser(); - addRequired(args, 'tsv_file', is_file); + addRequired(args, 'tsv_file', is_file_or_cellstr); addParameter(args, 'level_limit', default_level_limit); addParameter(args, 'output', default_output); addParameter(args, 'schema', default_schema); @@ -25,24 +29,88 @@ level_limit = args.Results.level_limit; output = args.Results.output; schema = args.Results.schema; - verbose = args.Results.verbose; force = args.Results.force; + verbose = args.Results.verbose; + + data_dict = struct(); if ~iscell(tsv_file) tsv_file = {tsv_file}; end - content = bids.util.tsvread(tsv_file{1}); + if isempty(tsv_file) + return + end + + content = get_content_from_tsv_files(tsv_file); headers = fieldnames(content); - data_dict = struct(); for i = 1:numel(headers) data_dict.(headers{i}) = set_dict(headers{i}, schema); data_dict = add_levels_description(data_dict, headers{i}, content, level_limit); end if ~isempty(output) - bids.util.jsonwrite(output, data_dict); + if exist(output, 'file') + if force + bids.util.jsonwrite(output, data_dict); + end + else + bids.util.jsonwrite(output, data_dict); + end + end + +end + +function content = get_content_from_tsv_files(tsv_file) + + content = bids.util.tsvread(tsv_file{1}); + + if numel(tsv_file) > 1 + + for f = 2:numel(tsv_file) + + new_content = bids.util.tsvread(tsv_file{f}); + [content, new_content] = bids.internal.match_structure_fields(content, new_content); + + headers = fieldnames(content); + + for h = 1:numel(headers) + + append_to = content.(headers{h}); + to_append = new_content.(headers{h}); + + if isempty(append_to) + append_to = nan; + end + + if isempty(to_append) + to_append = nan; + end + + % dealing with nan + if iscellstr(append_to) && ~iscellstr(to_append) + if all(isnan(to_append)) + to_append = repmat({'n/a'}, numel(to_append), 1); + end + end + + if iscellstr(to_append) && ~iscellstr(append_to) + if all(isnan(append_to)) + append_to = repmat({'n/a'}, numel(append_to), 1); + end + end + + content.(headers{h}) = cat(1, append_to, to_append); + + if (ischar(content.(headers{h})) || iscellstr(content.(headers{h}))) && ... + any(strcmp(content.(headers{h}), ' ')) + end + + end + + end + end end @@ -51,23 +119,38 @@ levels = unique(tsv_content.(header)); - if ismember(header, {'participant_id'}) || ... - numel(levels) > level_limit || ... - isnumeric(levels) && not(all(isinteger(levels))) + if numel(levels) > level_limit || ... + (isnumeric(levels) && not(all(isinteger(levels)))) return end json_content.(header).Levels = struct(); + for i = 1:numel(levels) + this_level = levels(i); + if iscell(this_level) this_level = this_level{1}; end + if isnumeric(this_level) - % add a _ because fieldnames cannot be numbers in matlab - this_level = ['' num2str(this_level)]; + % add a prefix because fieldnames cannot be numbers in matlab + this_level = ['level_' num2str(this_level)]; end - json_content.(header).Levels.(this_level) = ''; + this_level = regexprep(this_level, '[\./- '']', '_'); + if strcmp(this_level(1), '_') + this_level = ['level_' this_level]; + end + if numel(this_level) == 1 + if strcmp(this_level, '_') + continue + end + this_level = regexprep(this_level, '[0-9]', ['level_' this_level]); + end + + json_content.(header).Levels.(this_level) = 'TODO'; + end end @@ -95,9 +178,11 @@ if isfield(def, 'unit') dict.Units = def.unit; elseif isfield(def, 'anyOf') - number_allowed = cellfun(@(x) strcmp(x.type, 'number'), def.anyOf); - if any(number_allowed) - dict.Units = def.anyOf{number_allowed}.unit; + if iscell(def.anyOf) + number_allowed = cellfun(@(x) strcmp(x.type, 'number'), def.anyOf); + if any(number_allowed) + dict.Units = def.anyOf{number_allowed}.unit; + end end end diff --git a/tests/tests_utils/test_create_data_dict.m b/tests/tests_utils/test_create_data_dict.m index 80f6a642..fc2fd94e 100644 --- a/tests/tests_utils/test_create_data_dict.m +++ b/tests/tests_utils/test_create_data_dict.m @@ -12,11 +12,32 @@ function test_create_data_dict_basic() BIDS = bids.layout(fullfile(pth_bids_example, 'ds001')); - data = bids.query(BIDS, 'data', ... - 'sub', '01', ... - 'suffix', 'events'); + tsv_files = bids.query(BIDS, 'data', ... + 'sub', '01', ... + 'suffix', 'events'); - data_dict = bids.util.create_data_dict(data{1}, 'output', 'tmp.json', 'schema', true); + % no file written + bids.util.create_data_dict(tsv_files{1}, 'output', [], 'schema', true); + assertEqual(exist('tmp.json', 'file'), 0); + + % file written + data_dict = bids.util.create_data_dict(tsv_files{1}, 'output', 'tmp.json', 'schema', true); + assertEqual(exist('tmp.json', 'file'), 2); + assertEqual(data_dict.onset.Units, 's'); + teardown(); + + % do not use schema + data_dict = bids.util.create_data_dict(tsv_files{1}, 'output', [], 'schema', false); + assertEqual(data_dict.onset.Units, 'TODO'); + + % overwrite + bids.util.create_data_dict(tsv_files{1}, 'output', 'tmp.json', 'schema', true); + data_dict = bids.util.jsondecode('tmp.json'); + assertEqual(data_dict.onset.Units, 's'); + bids.util.create_data_dict(tsv_files{1}, 'output', 'tmp.json', 'schema', false, ... + 'force', true); + data_dict = bids.util.jsondecode('tmp.json'); + assertEqual(data_dict.onset.Units, 'TODO'); end @@ -26,14 +47,107 @@ function test_create_data_dict_schema() BIDS = bids.layout(fullfile(pth_bids_example, 'ds001')); - data = bids.query(BIDS, 'data', ... - 'sub', '01', ... - 'suffix', 'events'); + tsv_files = bids.query(BIDS, 'data', ... + 'suffix', 'events'); + + schema = bids.Schema(); + schema.load_schema_metadata = true; + schema = schema.load(); + + data_dict = bids.util.create_data_dict(tsv_files{1}, 'output', 'tmp.json', 'schema', schema); + + teardown(); + +end + +function test_create_data_dict_several_tsv() + + %% WITH SCHEMA + % data time (sec) + % eeg_face13 0.387 + % ds003 0.480 + % eeg_cbm 0.636 + % ds101 0.963 + % genetics_ukbb 0.989 + % ieeg_visual_multimodal 1.014 + % ds005 1.060 + % ds105 1.064 + % ds102 1.281 + % ds052 1.293 + % eeg_rishikesh 1.486 + % ds008 1.498 + % ds011 1.654 + % ds114 1.667 + % ds109 1.767 + % ds002 1.855 + % ds051 1.873 + % eeg_ds000117 1.900 + % ds116 1.975 + % ds007 2.356 + % ds107 2.386 + % ds113b 2.554 + % ds009 2.732 + % ds210 2.820 + % ds110 3.263 + % ds006 3.378 + % ds108 3.897 + % ds000117 5.958 + + datasets = {'ds000248'; ... + 'ds000246'; ... + 'ieeg_visual'; ... + 'ieeg_epilepsy_ecog'; ... + 'eeg_matchingpennies'; ... + 'ds000247'; ... + 'ieeg_filtered_speech'; ... + 'eeg_face13'; ... + 'ds005'; ... + 'ds105'; ... + 'ds102'; ... + 'ds052'; ... + 'eeg_rishikesh'; ... + 'ds008'; ... + 'ds011'; ... + 'ds114'; ... + 'ds109'; ... + 'ds002'; ... + 'ds051' }; + + dataset = 'ds008'; schema = bids.Schema(); schema.load_schema_metadata = true; schema = schema.load(); - data_dict = bids.util.create_data_dict(data{1}, 'output', 'tmp.json', 'schema', schema); + pth_bids_example = get_test_data_dir(); + + for i_dataset = 1:numel(datasets) + + dataset = datasets{i_dataset}; + + BIDS = bids.layout(fullfile(pth_bids_example, dataset)); + + tasks = bids.query(BIDS, 'tasks'); + + for i_task = 1:numel(tasks) + + tsv_files = bids.query(BIDS, 'data', ... + 'task', tasks{i_task}, ... + 'suffix', 'events'); + + data_dict = bids.util.create_data_dict(tsv_files, ... + 'output', [dataset '_' tasks{i_task} '.json'], ... + 'schema', schema, ... + 'level_limit', 50); + + end + + teardown(); + + end + +end +function teardown() + delete('*.json'); end From aefc32bf7762cbec7d02f7ad0dd62978345c7c73 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 5 Feb 2022 15:47:03 +0100 Subject: [PATCH 010/340] update doc --- +bids/+util/create_data_dict.m | 18 +++++++++++++++++- docs/source/utility_functions.rst | 2 ++ 2 files changed, 19 insertions(+), 1 deletion(-) diff --git a/+bids/+util/create_data_dict.m b/+bids/+util/create_data_dict.m index 02aa92a7..fd4c73bc 100644 --- a/+bids/+util/create_data_dict.m +++ b/+bids/+util/create_data_dict.m @@ -2,7 +2,23 @@ % % Create a data dictionnary for a TSV file % - % data_dict = bids.util.jsonwrite(tsv_file, 'output', [], 'schema', true); + % data_dict = bids.util.create_data_dict(tsv_file, ... + % 'output', [], ... + % 'schema', true, ... + % 'force', false, ... + % 'level_limit', 10); + % + % + % :param output: filename for the output file + % + % :param force: If set to ``false`` it will not overwrite any file already + % present in the destination. + % :type force: boolean + % + % :param schema: If set to ``true`` it will use the schema to try to + % find definitions for the column headers + % :type schema: boolean or a schema object + % % % (C) Copyright 2021 Remi Gau diff --git a/docs/source/utility_functions.rst b/docs/source/utility_functions.rst index 24a23d51..ce2a67b6 100644 --- a/docs/source/utility_functions.rst +++ b/docs/source/utility_functions.rst @@ -9,4 +9,6 @@ Utility functions .. autofunction:: tsvread .. autofunction:: tsvwrite +.. autofunction:: create_data_dict + .. autofunction:: mkdir From df404e1a09080e6bee4c36784ef3bee1c7d8d408 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 5 Feb 2022 17:37:14 +0100 Subject: [PATCH 011/340] update doc --- +bids/diagnostic.m | 31 +++++++++++++++++- .gitignore | 1 - docs/source/function_description.rst | 15 +++++++++ .../MultisubjectMultimodalFaceProcessing.png | Bin 0 -> 199581 bytes ...tMultimodalFaceProcessing_splitby-task.png | Bin 0 -> 203924 bytes tests/.gitignore | 2 +- 6 files changed, 46 insertions(+), 3 deletions(-) create mode 100644 docs/source/images/MultisubjectMultimodalFaceProcessing.png create mode 100644 docs/source/images/MultisubjectMultimodalFaceProcessing_splitby-task.png diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index 1648397e..377bb8c6 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -1,4 +1,7 @@ function diagnostic_table = diagnostic(varargin) + % + % Creates a summary figure listing the number of files for each subject / session and + % and imaging modality (possiblty split by task) % % USAGE:: % @@ -8,6 +11,32 @@ % 'filter', struct(), ... % 'split_by', {''}) % + % :param BIDS: BIDS directory name or BIDS structure (from ``bids.layout``) + % :type BIDS: structure or string + % + % :param split_by: splits results by a given BIDS entity (now only ``task`` is supported) + % :type split_by: cell + % + % :param use_schema: If set to ``true``, the parsing of the dataset + % will follow the bids-schema provided with bids-matlab. + % If set to ``false`` files just have to be of the form + % ``sub-label_[entity-label]_suffix.ext`` to be parsed. + % If a folder path is provided, then the schema contained + % in that folder will be used for parsing. + % :type use_schema: boolean + % + % :param out_path: path to directory containing the derivatives + % :type out_path: string + % + % :param filter: list of filters to choose what files to copy (see bids.query) + % :type filter: structure or cell + % + % Examples:: + % + % BIDS = bids.layout(path_to_dataset); + % diagnostic_table = bids.diagnostic(BIDS, 'output_path', pwd); + % diagnostic_table = bids.diagnostic(BIDS, 'split_by', {'task'}, 'output_path', pwd); + % % % (C) Copyright 2021 BIDS-MATLAB developers @@ -30,7 +59,7 @@ parse(args, varargin{:}); %% - BIDS = bids.layout(args.Results.BIDS); + BIDS = bids.layout(args.Results.BIDS, 'use_schema', args.Results.use_schema); filter = args.Results.filter; diff --git a/.gitignore b/.gitignore index 80fffd1c..96012fc8 100644 --- a/.gitignore +++ b/.gitignore @@ -10,7 +10,6 @@ examples/MoAEpilot *.zip* *.jpg -*.png # virtual env env/* diff --git a/docs/source/function_description.rst b/docs/source/function_description.rst index 05afb602..1e7274f9 100644 --- a/docs/source/function_description.rst +++ b/docs/source/function_description.rst @@ -14,3 +14,18 @@ Function description .. autofunction:: report .. autofunction:: validate + +.. autofunction:: diagnostic + + +.. _fig_diagsnotic: +.. figure:: images/MultisubjectMultimodalFaceProcessing.png + :align: center + + output of ``diagsnotic`` + +.. _fig_diagsnotic_task: +.. figure:: images/MultisubjectMultimodalFaceProcessing_splitby-task.png + :align: center + + output of ``diagsnotic`` split by task \ No newline at end of file diff --git a/docs/source/images/MultisubjectMultimodalFaceProcessing.png b/docs/source/images/MultisubjectMultimodalFaceProcessing.png new file mode 100644 index 0000000000000000000000000000000000000000..0b31069e1ca3d311cfff6e7ffb0241d753c05353 GIT binary patch literal 199581 zcmeFZcT`pBwmrBpp#oAUf+B(*Gf{~W6ayeiMsik35(E(>hcW_+h>{UOi4r79j%GxV zj6@L$N)D1^&#iUut$O2)?%x>wM)yDOjC&PN9roG#3v10e*Ib{slENvv^(^ZNf}lGs zBdJ0Vv`-0Q4fom=c;{oGXCeMtXCtF^g&>$WlK-bNjjY9|2x`02@>0~jD^}ABb5IF) zWZE@B0zwfxjTB}`fCp;!#Xj0RUC~Ov`l6eFBeCQv>m?{dd|>fbarOo(R5+eeBl>< z(=U%j3SCPg&dAEH#-0A>Wtb|Ez2QIqB!4oby{P|>cMLzv{3M6(Kd%DmFy{aK3qLgp 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zqnvNl@jgZp*>Q@-9`Uq7(b5loHWHQQ-v#^`acmJm(boU_ANlk$|NTyWJ=6akY}>z&@TZ5rso?*+%UINO%K6HtG`70_ zXyow&+WhbSTGxJ`0Gey^2emsh=Z~?Se9b>*d;b0H|9&$6-<+Aj`3I%@8v~v%6E}W> Mp{XqHhq*uf4=ve(f&c&j literal 0 HcmV?d00001 diff --git a/tests/.gitignore b/tests/.gitignore index f7168a0c..d4ed165a 100644 --- a/tests/.gitignore +++ b/tests/.gitignore @@ -1,6 +1,6 @@ - *.tsv *.json +*.png dummy_ds output From 02b8292d9db2c0b8fbd6d9bf270c536bb6b725f0 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 5 Feb 2022 20:47:39 +0100 Subject: [PATCH 012/340] make sure level names are longer than 1 letter... --- +bids/+util/create_data_dict.m | 19 +++++++++++-------- 1 file changed, 11 insertions(+), 8 deletions(-) diff --git a/+bids/+util/create_data_dict.m b/+bids/+util/create_data_dict.m index fd4c73bc..981b6635 100644 --- a/+bids/+util/create_data_dict.m +++ b/+bids/+util/create_data_dict.m @@ -154,15 +154,18 @@ % add a prefix because fieldnames cannot be numbers in matlab this_level = ['level_' num2str(this_level)]; end - this_level = regexprep(this_level, '[\./- '']', '_'); - if strcmp(this_level(1), '_') - this_level = ['level_' this_level]; + + this_level = regexprep(this_level, '[\./- ''@\?\!]', '_'); + + pre = regexprep(this_level(1), '[0-9_]', ['level_' this_level(1)]); + if numel(this_level) > 1 + this_level = [pre this_level(2:end)]; + else + this_level = pre; end - if numel(this_level) == 1 - if strcmp(this_level, '_') - continue - end - this_level = regexprep(this_level, '[0-9]', ['level_' this_level]); + + if strcmp(this_level, '_') + continue end json_content.(header).Levels.(this_level) = 'TODO'; From af282f82a853a9f0be2285a3c872b2d4579f2eb7 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Feb 2022 10:22:57 +0100 Subject: [PATCH 013/340] add diagnostic notebook --- examples/07_BIDS-Matlab_diagnostic.ipynb | 90 ++++++++++++++++++++++++ 1 file changed, 90 insertions(+) create mode 100644 examples/07_BIDS-Matlab_diagnostic.ipynb diff --git a/examples/07_BIDS-Matlab_diagnostic.ipynb b/examples/07_BIDS-Matlab_diagnostic.ipynb new file mode 100644 index 00000000..3db85dba --- /dev/null +++ b/examples/07_BIDS-Matlab_diagnostic.ipynb @@ -0,0 +1,90 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# BIDS-matlab: reports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "% add bids-matlab to path\n", + "addpath(fullfile(pwd, '..'));" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "BIDS = bids.layout(fullfile(pwd, 'bids-examples', 'ds101'));" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagnostic_table = bids.diagnostic(BIDS);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "diagnostic_table = bids.diagnostic(BIDS, 'split_by', {'task'});" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Octave", + "language": "octave", + "name": "octave" + }, + "language_info": { + "file_extension": ".m", + "help_links": [ + { + "text": "GNU Octave", + "url": "https://www.gnu.org/software/octave/support.html" + }, + { + "text": "Octave Kernel", + "url": "https://github.com/Calysto/octave_kernel" + }, + { + "text": "MetaKernel Magics", + "url": "https://metakernel.readthedocs.io/en/latest/source/README.html" + } + ], + "mimetype": "text/x-octave", + "name": "octave", + "version": "4.2.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 183e8607db81e1ffdf213027afbdbd0375aedd7f Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Feb 2022 10:29:29 +0100 Subject: [PATCH 014/340] lint --- +bids/diagnostic.m | 2 +- examples/07_BIDS-Matlab_diagnostic.ipynb | 25 +++++++++++++++++------- 2 files changed, 19 insertions(+), 8 deletions(-) diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index 377bb8c6..c2faa8be 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -1,7 +1,7 @@ function diagnostic_table = diagnostic(varargin) % % Creates a summary figure listing the number of files for each subject / session and - % and imaging modality (possiblty split by task) + % and imaging modality (possiblty split by task) % % USAGE:: % diff --git a/examples/07_BIDS-Matlab_diagnostic.ipynb b/examples/07_BIDS-Matlab_diagnostic.ipynb index 3db85dba..b6c0d1e8 100644 --- a/examples/07_BIDS-Matlab_diagnostic.ipynb +++ b/examples/07_BIDS-Matlab_diagnostic.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# BIDS-matlab: reports" + "# BIDS-matlab: diagnostic" ] }, { @@ -19,23 +19,23 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "BIDS = bids.layout(fullfile(pwd, 'bids-examples', 'ds101'));" + "BIDS = bids.layout(fullfile(pwd, 'bids-examples', 'ds000247'));" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": { "tags": [] }, "outputs": [ { "data": { - "image/png": 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r+vXrg5Spemh9ff0MpgI4FSkD9ev1ep9//vmdO3cODg729vZ6vd4nn3zyNZ975cqVlFJ1Jej+/fsfffTR179T+NGjR5988smtW7d6vV61Z3V19Re/+EU1ySeffDLY/9lnny0uLn7++eeDPQDfEVIG6re0tPSjH/3o1q1b3/ve96plkgcPHnz95y4uLn722WcXLlz4t3/7t+qm4Hc/5aOPPvr888+rK1m//vWvv/e97w0+0HT9+vXHjx9/73vfu3DhwsHBwfGbbO7cufPRRx+dvPIFUK8Lr1+/rnsGIKWUer1er9drNpvf4APY1ceRxsfH/2DHpJSqtZ/q5F6vVz3x+AnV3TZf89UA6iVlAIDAXGACAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAL5SWZZlWdY9BfAuUobvoqIoNjY26p4C0vLyspSB77iLdQ/AuTD40XZiYiKl1O/3Dw8Pq/+Ojo42Go03Tuh2u51OpyzLLMvqnZzzrCiKlFKWZdW/1epfY1EUWZa98Q84/d8/8qGhobGxsZrnhnPm///Zz35W9wx84MqyXFtb+5//+Z9Op1MUxeTk5H/913/93d/93f/8z/+UZfnLX/5ybGzsjRPa7Xa32x0fH5cy1Og//uM/8jwfHx//7//+73a7PTk5mVL627/928uXLx//BzwzM1OW5fLy8uvXr//lX/5laGjoj/7oj+qeHc4RqzK8d0NDQ7dv386yrN1ut1qtaufo6OjKykpKaWFh4eQJk5OT3W63WqGBuszNzbXb7YmJiTzP3zh0/B9wSmlnZ2dxcbFqmmotBzgzUob37vDwcHNzs9/vV+vwlaGhoXefAN9lx/8Bp5S63W61ZpNlmaVEOGNu++W929nZmZ6evnfv3tzc3Dc7Ab4jvuoW4NHR0eqQO9bh7FmV4b0bGxvb3t4uiuLw8PCtH209ecLQ0FBZlnmeu8bEd0GWZQ8fPkwpHR4evvWE+fn55eXlFy9edDqdmzdvnu10cN5deP36dd0z8OEry7Lf74+NjVWf/jh5IenkCUVRNBoNa/V8R1SR/e62zvN88IEm4MxIGQAgMPfKAEBg1ap23VPUScoAQFT9fn92dvacX9aUMgAQ1ebm5tDQkFUZACCe7e3ty5cvv/WzFOeKD2P/YSMjI3WPAHCOPH/+vO4Rvq6z/B/EG9+WoiiKorh79+7u7u6ZzfDdJGW+lkuXLtU9ApzakydP6h4BTi3cT49nE14nvy3b29sff/zxxsZG9XfulpaWzu1vr5AyABDP4uJi9TsbO53OzMzMG39M41yRMgAQz9jYWLUxNDR0zn8xutt+ASCwe/fu1T1CzaQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAR2se4BACCwo6Ojukc476zKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAjsw0yZsiz7/f47TiiK4o0T+v1+WZbveS6+0qtXr16+fFn3FHBqvV7v4OCg7ingXPswU2ZnZ6fb7X7V0YWFhVardePGjTzPBzvv37+/s7NzJtPxFvv7+/v7+3VPAadzcHAwPj7ebDbrHgTOtcApUxRFnufVUsrxNZWiKKqNPM+Px0ql3W5nWXb79u27d+9ubW1VO2dnZzc3N89qcN709OnTXq9X9xRwaqurq81m06oM1CtqyrTb7c3Nzd3d3eXl5bIsu93uYE2lipKtra3d3d1Wq7W2tnb8iUVRjI2NpZSyLOt0OtXOL7744ic/+cnZvgN+7+rVq5cvX657CjidO3fuXLlyZXh42KoM1Cvqn5MsimJ0dHRlZaUsy6GhoZMnVEdTSrOzs2VZZlk2ODTYvnbt2tlMC3xg9vb2nj179uDBg0ePHtU9C5x3UVdllpaW0v9dGHrr7bqDn/KHhobKsszzfGNjo9VqpZQG5w9WZQBOZX19fXh4eHV1tdfrLS0tuUIKNYq6KpPn+fz8/MrKSrvdbrfbk5OT1f5Bprx48WKwZ3R0tNFoTExMpJTa7XZ1M021v47ZgfBu3bpV3SLz+PHj69evu8YENYqaMimlhYWF6enpTqdz8+bNLMsePnyYUjo8PKyOdjqdtbW1siynp6cbjcbgWTMzM9vb2xsbG51OZ3FxsZ7RgeDGx8erjWazOTU1Ve8wcM5deP36dd0zfENlWQ5WXAYPq6WXSlEUjUbj+F0yA3meZ1n21kMnjYyMXLp06dsaG87MkydP6h4BTm1kZOT58+d1T/F1jYyMvON3f3yLRkdHA31bzljgVZk3WuRkmlSfVHqr48UDAMQV9bZfAIAkZQCA0KQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAILDAvyIPAGp3dHRU9wjnnVUZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABHax7gEAILCjo6O6RzjvrMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAR2se4BACCwo6Ojukc476zKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACCwDzNlyrLs9/vvOKEoijdOKIqiLMv3PBdf6dWrVy9fvqx7Cji1Xq93cHBQ9xRwrn2YKbOzs9Ptdr/q6MLCQqvVunHjRp7nKaV+vz87O9tqtdbW1jY2Ns5wTH5vf39/f3+/7ingdA4ODsbHx5vNZt2DwLkWOGWKosjzvFpK6ff7gzWVoiiqjTzPq1g5rt1uZ1l2+/btu3fvbm1tpZTu379/7dq127dv37t37+HDh2f4DvhfT58+7fV6dU8Bp7a6utpsNq3KQL2ipky73d7c3Nzd3V1eXi7Lstvt7uzsVIc2NzdTSltbW7u7u9Vay/EnFkUxNjaWUsqyrNPppJSmp6fn5+dTSu++JsX7c/Xq1cuXL9c9BZzOnTt3rly5Mjw8bFUG6nWx7gG+oaIoRkdHV1ZWyrIcGho6eUJ1NKU0OztblmWWZYNDg+1r164NHuZ5vrm5ubS0dBbTA8Ht7e09e/bswYMHjx49qnsWOO+ipszS0tLW1tbs7GyWZYuLiydPGPyUPzQ0VJZlWZa7u7vVzsGlqGpVJqW0sbHxm9/85u7du8eLB+CrrK+vDw8Pr66u9nq9paWlW7duDQ8P1z0UnFNRUybP8/n5+ZWVlXa73W63Jycnq/2DTHnx4sVgz+joaKPRmJiYSCm12+3qZppqf0qp1WpVHVPD2wBiunXrVnWLzOPHj69fv+4aE9QoasqklBYWFqanpzudzs2bN7Msq+7YPTw8rI52Op21tbWyLKenpxuNxuBZMzMz29vbGxsbnU6nWs6pPoa9sLBQnXDv3r0zfiNAOOPj49VGs9mcmpqqdxg45y68fv267hm+oeqyUbXiMnhYLb1UiqJoNBpvvWaU53mWZV/zctLIyMilS5e+rbHhzDx58qTuEeDURkZGnj9/XvcUX9fIyMh//ud/nsEX+pM/+ZNA35YzFnhV5o0WOZkm1SeV3up48QAAcUX9MDYAQJIyAEBoUgYACEzKAACBSRkAIDApAwAEFvjD2ABQu6Ojo7pHOO+sygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABHax7gEAILCjo6O6RzjvrMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgsIt1DwAAgR0dHdU9wnlnVQYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACCwDzNlyrLs9/vvOKEoijdOyPP83U/hvXr16tXLly/rngJOrdfrHRwc1D0FnGsfZsrs7Ox0u92vOrqwsNBqtW7cuJHneUqp3+/Pzs7u7u7Ozs622+0zHJPf29/f39/fr3sKOJ2Dg4Px8fFms1n3IHCuBU6ZoijyPC/LMqXU7/erjWp/tZHneRUrx7Xb7SzLbt++fffu3a2trZTS/fv3Z2ZmVlZW7t2712q1zvAd8L+ePn3a6/XqngJObXV1tdlsWpWBekVNmXa7vbm5ubu7u7y8XJZlt9vd2dmpDm1ubqaUtra2dnd3W63W2tra8ScWRTE2NpZSyrKs0+mklBYXFxcXF6tDWZad9TshpatXr16+fLnuKeB07ty5c+XKleHhYasyUK+LdQ/wDRVFMTo6urKyUpbl0NDQyROqoyml2dnZsiyPN8pg+9q1a4OdGxsbDx8+XFpaes+DAx+Cvb29Z8+ePXjw4NGjR3XPAudd1FWZqjlmZ2c3NzcHl5aOG/yUPzQ0VJZlnucbGxvV9aPB+dWqTGVlZeWLL76oVnQA3m19fX14eHh1dbXX6y0tLblCCjWKuiqT5/n8/PzKykq73W6325OTk9X+Qaa8ePFisGd0dLTRaExMTKSU2u12dTNNtT+ltLa2NjExMTMz02g0angnQEC3bt2qbpF5/Pjx9evXXWOCGkVNmZTSwsLC9PR0p9O5efNmlmUPHz5MKR0eHlZHO53O2tpaWZbT09PHG2VmZmZ7e3tjY6PT6VS3yMzNzS0vLxdF0e12XWACvo7x8fFqo9lsTk1N1TsMnHMXXr9+XfcM31BZloMVl8HDaumlUhRFo9F46528eZ5nWTY41O/3u93u8T3HjYyMXLp06f28CXiPnjx5UvcIcGojIyPPnz+ve4qva2Rk5MsvvzyDL/Tpp58G+racscCrMm+Ux8kQqT6p9FbHiyelNLj8BADEEvW2XwCAJGUAIC5/dSdJGQCI6N1/defq1asLCwsLCwsbGxu1jHeWAt8rAwDnVvVXdxYXF+fn59fW1mZmZgaHqs/E3Lt3r77pzpSUAYB4qt8nkt72V3fKsmw0Gmtra0NDQ0tLSx/8b02TMgDwzb2REb/+9a+/rVf+5JNPBtvf//7333rOW//qTr/f//jjjycnJ7vd7vLy8ge/PBP498qcGb9XhqD8XhkiCvd7Zf793//9DL7Qn//5n3/Vt6Xf709NTT19+vStR2dnZ7/44ov3OVr93PYLAPGsra1Vd/uevH60vb2d53kdQ9XDBSYAiOfkX93J8/zGjRvPnz+/du3a8vLy9PR0t9udm5ure9L3zgWmP8wFJoJygYmIXGB6q7deYHr3X91540/0fMCsygBASO/+qzvn5w/yuFcGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQ2MW6BwCAwI6Ojuoe4byzKgMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDALtY9AAAEdnR0VPcI551VGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAL7MFOmLMt+v/+OE4qiOHnCH3wW78+rV69evnxZ9xRwar1e7+DgoO4p4Fz7MFNmZ2en2+1+1dGFhYVWq3Xjxo08zwc7+/3+7Oxso9E4kwF50/7+/v7+ft1TwOkcHByMj483m826B4FzLXDKFEWR53lZlimlfr9fbVT7q408z4/HSqXdbmdZdvv27bt3725tbQ32b25uDg0NWZWpxdOnT3u9Xt1TwKmtrq42m02rMlCvqCnTbrc3Nzd3d3eXl5fLsux2uzs7O9Whzc3NlNLW1tbu7m6r1VpbWzv+xKIoxsbGUkpZlnU6nWrn9vb25cuXsyyzKlOLq1evXr58ue4p4HTu3Llz5cqV4eFhqzJQr4t1D/ANFUUxOjq6srJSluXQ0NDJE6qjKaXZ2dmyLLMsGxwabF+7dq16qaIo7t69u7u7eyazA+Ht7e09e/bswYMHjx49qnsWOO+irsosLS2llGZnZzc3NweXlo4b/JQ/NDRUlmWe5xsbG61WK6U0OL9aldne3v744483NjbKslxbW3vrqwEct76+Pjw8vLq62uv1lpaWXCGFGkVdlcnzfH5+fmVlpd1ut9vtycnJav8gRF68eDHYMzo62mg0JiYmUkrtdru6maban1JaXFw8PDxMKXU6nZmZmbeu8QAcd+vWreoWmcePH1+/ft01JqhR1JRJKS0sLExPT3c6nZs3b2ZZ9vDhw5RSFSUppU6nUy2xTE9PH78DZmZmZnt7e2Njo9PpLC4uppSqW2dSSkNDQ1XuALzb+Ph4tdFsNqempuodBs65C69fv657hm+oLMvBisvg4fEWKYqi0Wgcv0tmIM/zLMveeuikkZGRS5cufVtjw5l58uRJ3SPAqY2MjDx//rzuKb6ukZGRX/7yl2fwhf7iL/4i0LfljAVelXmjRU6myWC55SSrLwDwYYh62y8AQJIyAEBoUgYACCzwvTIAULtXr17VPcJ5Z1UGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACCwi3UPAACBHR0d1T3CeWdVBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFdrHsAAAjs6Oio7hHOO6syAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDAPsyUKcuy3++/44SiKN59Amfs1atXL1++rHsKOLVer3dwcFD3FHCuXax7gPdiZ2dncnJyYmLirUcXFhayLOt2uzdv3qzOuXr16ujoaEppdHR0ZWXlTGclpZTS/v7+0dHRlStX6h4ETuHg4GB8fFzKQL0Cp0xRFIeHh1mWZVnW7/er7Wp/dUKe5ymlN4Km3W5nWXb79u2yLNfW1iYmJsqyHB0dvXfv3pm/A/7X06dPf/e7312+fLnuQeB0VldXm83mwcFBs9msexY4v6JeYGq325ubm7u7u8vLy2VZdrvdnZ2d6tDm5mZKaWtra3d3t9Vqra2tHX9iURRjY2MppSzLOp1OSqksy0ajsba2trGx4apTLa5evapjCOfOnTtXrlwZHh7WMVCvqClTFEV1Meju3btDQ0MnTxgc7Xa7ZVkeP1Qt3qSUrl27llLq9/sff/zxzMzMRx99tLy8fAbDA9Ht7e09e/ZsdXW17kGAsBeYlpaWtra2ZmdnsyxbXFw8ecLgp/yhoaGyLMuy3N3drXYOyqZalZmZmZmZmUkpTUxMtNvtM3oDQGTr6+vDw8Orq6u9Xm9paenWrVvDw8N1DwXnVNSUyfN8fn5+ZWWl3W632+3Jyclq/yBTXrx4MdgzOjraaDSqm2ba7XZ1M021P6W0vb09Ojr6VfcIA5x069at6m7fx48fX79+3TUmqFHUlEkpLSwsTE9PdzqdmzdvZln28OHDlNLh4WF1tNPprK2tlWU5PT3daDQGz5qZmdne3t7Y2Oh0OtVyzrVr15aXl6enp7vd7tzcXC3vBYhlfHy82mg2m1NTU/UOA+fchdevX9c9wzdUXTaqVlwGD48vrhRF0Wg0BnfGHJfnefXRp3fsGRgZGbl06dJ7eAfwfj158qTuEeDURkZGnj9/XvcUX9fIyMi//uu/nsEX+su//MtA35YzFnhV5o3yOBki1SeV3urk5SQXmAAgoqifYAIASFIGAAhNygAAgQW+VwYAand0dFT3COedVRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEdrHuAQAgsKOjo7pHOO+sygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgAQVZ7n/X6/7ilqJmUAIJ5+vz87O7u7uzs7O9tut+sep05SBgDiuX///szMzMrKyr1791qtVt3j1Oli3QMAAKe2uLhYbRRFkWVZvcPUS8oAwDf3p3/6p8cfPnny5Nt65T/7sz8bbH//+99/6zkbGxsPHz5cWlr6tr5oRFIGAL65b7Fd3vHKP/3pT996zsrKytLS0tTU1Nzc3Hsa47vPvTIAEM/a2lp1t2+j0ah7lppZlQGAeObm5paXl4ui6Ha7LjABAMGMjY198cUX3W53fn7ebb8AQDyNRmNiYqLuKernXhkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUm15IRJAAAgAElEQVQZACAwKQMABCZlAIDAPsyUKcuy3++/44SiKN44oSzLsizf81x8pVevXr18+bLuKeDUer3ewcFB3VPAufZh/jnJnZ2dycnJr/ojWwsLC1mWdbvdmzdvVuesra2llMqynJmZmZubO9NZSSmltL+/f3R0dOXKlboHgVM4ODgYHx+XMlCvwKsyRVHkeV4tpfT7/cGaSlEU1Uae53mev/GsdrudZdnt27fv3r27tbVVnZZSqvacPJ8z8PTp016vV/cUcGqrq6vNZlPKQL2ipky73d7c3Nzd3V1eXi7Lstvt7uzsVIc2NzdTSltbW7u7u61Wq1pxGSiKYmxsLKWUZVmn00kp7e7uXr58udVqPXz48O7du2f+VkhXr169fPly3VPA6dy5c+fKlSvDw8PNZrPuWeBci5oyRVGMjo6urKzcvXt3aGjo5AmDo91u942bYLIsqzauXbtWbVQZ9OLFi4WFhfc7N/BB2Nvbe/bs2erqat2DAGFTZmlpKaU0Ozu7ubn51tt1Bz/lDw0NlWWZ5/nGxkar1UopDc6vVmVSStPT03NzcysrK4eHh2cxPRDc+vr68PDw6upqr9dbWlpyhRRqFPW23zzP5+fnV1ZW2u12u92enJys9g8y5cWLF4M9o6OjjUajusO33W5XN9NU+1NKly9fHpz87s89AVRu3bpV3SLz+PHj69evu8YENYqaMimlhYWF6enpTqdz8+bNLMsePnyYUhosq3Q6nbW1tbIsp6enG43G4FkzMzPb29sbGxudTmdxcTGlNDc3Nzs7u7Gx0e12q8UegHcbHx+vNprN5tTUVL3DwDl34fXr13XP8A1VvwmmWnEZPDz+AeyiKBqNxuDOmOPyPM+y7Pihk3sGRkZGLl269B7eAbxfT548qXsEOLWRkZHnz5/XPcXXNTIy8g//8A9n8IV++tOfBvq2nLHAqzJvlMfJEKk+qfRWJ3/lzFf9EhoA4Lss6m2/AAAp9KoMANTu6Oio7hHOO6syAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACOxi3QMAQGBHR0d1j3DeWZUBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYBfrHgAAAjs6Oqp7hPPOqgwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQ2IeZMmVZ9vv9d5xQFMW7T+CMvXr16uXLl3VPAafW6/UODg7qngLOtYt1D/Be7OzsTE5OTkxMvPXowsJClmXdbvfmzZsTExOtVqvdbleHut3uP//zP4+NjZ3hsKSU0v7+/tHR0ZUrV+oeBE7h4OBgfHxcykC9AqdMURSHh4dZlmVZ1u/3q+1qf3VCnucppTeCpt1uZ1l2+/btsizX1tYmJibm5ubm5uaqJ7bbbR1z9p4+ffq73/3u8uXLdQ8Cp7O6utpsNg8ODprNZt2zwPkV9QJTu93e3Nzc3d1dXl4uy7Lb7e7s7FSHNjc3U0pbW1u7u7utVmttbe34E4uiqGIly7JOp3P80Obm5tLS0lm9A37v6tWrOoZw7ty5c+XKleHhYR0D9Yq6KlMUxejo6MrKSlmWQ0NDJ0+ojqaUZmdny7KsFmwqg+1r164NdrZarcnJyUaj8Z4HBz4Ee3t7z549e/DgwaNHj+qeBc67qKsy1fLJ7Ozs5uZmWZYnTxj8lD80NFSWZZ7nGxsbrVYrpTQ4//iqTKvVun79+nufG/ggrK+vDw8Pr66u9nq9paWlXq9X90RwfkVdlcnzfH5+fmVlpd1ut9vtycnJav8gU168eDHYMzo62mg0qptm2u12dTNNtb86p1rjsSQDfE23bt2q7vZ9/Pjx9evXXWOCGkVNmZTSwsLC9PR0p9O5efNmlmUPHz5MKR0eHlZHO53O2tpaWZbT09PHG2VmZmZ7e3tjY6PT6SwuLlY73e0LnMr4+Hi10Ww2p6am6h0GzrkLr1+/rnuGb6gsy8GKy+Dh8c8rFUXRaDSO3yUzkOd59dGnr/OFRkZGLl269G2NDWfmyZMndY8ApzYyMvL8+fO6p/i6RkZGqs+avG83b94M9G05Y4FXZd5okZNp8o6Flq/6lTMAQCyBUwYAand0dFT3COdd1E8wAQAkKQMAhCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABHax7gEAILCjo6O6RzjvrMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAR2se4BACCwo6Ojukc476zKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIF9mClTlmW/33/HCUVRvHHCyT2cpVevXr18+bLuKeDUer3ewcFB3VPAufZhpszOzk632/2qowsLC61W68aNG3mep5T6/f7s7Gyr1ar+e4Zj8nv7+/v7+/t1TwGnc3BwMD4+3mw26x4EzrXAKVMURZ7nZVmmlPr9frVR7a828jyvYuW4drudZdnt27fv3r27tbWVUnr48OG1a9du3779xRdftNvtM3wH/K+nT5/2er26p4BTW11dbTabVmWgXlFTpt1ub25u7u7uLi8vl2XZ7XZ3dnaqQ5ubmymlra2t3d3dVqu1trZ2/IlFUYyNjaWUsizrdDoppdHR0U6nk+f5/fv3R0dHz/ytkK5evXr58uW6p4DTuXPnzpUrV4aHh63KQL0u1j3AN1QUxejo6MrKSlmWQ0NDJ0+ojqaUZmdny7LMsmxwaLB97dq16uHQ0FC73e52u3Nzc2cyPhDb3t7es2fPHjx48OjRo7pngfMuasosLS1tbW3Nzs5mWba4uHjyhMFP+UNDQ2VZlmW5u7tb7RxciqpWZba2tmZmZqqI+fTTT9UM8Aetr68PDw+vrq72er2lpaVbt24NDw/XPRScU1FTJs/z+fn5lZWVdrvdbrcnJyer/YNMefHixWDP6Ohoo9GYmJhIKbXb7epmmmp/HbMD4d26dau6Rebx48fXr193jQlqFDVlUkoLCwvT09OdTufmzZtZlj18+DCldHh4WB3tdDpra2tlWU5PTzcajcGzZmZmtre3NzY2Op1OtZwzPz+/sLDw4sWLbrc7PT1dy3sBYhkfH682ms3m1NRUvcPAOXfh9evXdc/wDVWXjaoVl8HDaumlUhRFo9E4fpfMQJ7nWZYdP3Ryz8DIyMilS5fewzuA9+vJkyd1jwCnNjIy8vz587qn+LpGRkZ+9rOfncEX+tnPfhbo23LGAq/KvFEeJ0Ok+qTSWx0vnq/aAwB/0NHRUd0jnHdRP4wNAJCkDAAQmpQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAiKooirIs656iZhfrHgAAOLV+v3/jxo3R0dGyLEdHR1dWVo4fvXr16ujoaErp5KEPj5QBgHju379/7dq1KlM+/fTT471Sxc29e/dqG+5sSRkAiGd6erra6Pf7bxwqy7LRaKytrQ0NDS0tLTUajTOf7kxJGQD45v7qr/7q+MN/+qd/+rZe+a//+q8H29///vffOJplWUopz/PNzc2lpaXjh/r9/scffzw5OdntdpeXlz/45RkpAwDf3LfYLu945fX19ZMnbGxs/OY3v7l7926VNQMzMzMzMzMppYmJiXa7/Z7G++7wCSYAiKfVar21Y1JK29vbeZ7XMlUtrMoAQDzVx7AXFhaqh/fu3cvz/MaNG8+fP7927dry8vL09HS3252bm6t1zLMgZQAgntu3b7+xZ2Ji4vnz5ymlsbGxL7/8Ms/z+fn5k2s2Hx4pAwAfoImJibpHOCPulQEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAR2se4BACCwo6Ojukc476zKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAT2YaZMWZb9fv8dJxRF8cYJJ/dwll69evXy5cu6p4BT6/V6BwcHdU8B59qHmTI7Ozvdbverji4sLLRarRs3buR5nlLq9/sLCwvtdvvGjRvtdvsMx+T39vf39/f3654CTufg4GB8fLzZbNY9CJxrF+se4JsriuLw8DDLsizL+v1+tV3tr06oSmViYuL4s9rtdpZlt2/fLstybW1tYmJia2trZmZmbm6u3+/fuHFjZmbm7N/LOff06dPf/e53ly9frnsQOJ3V1dVms3lwcKBmoEZRV2Xa7fbm5ubu7u7y8nJZlt1ud2dnpzq0ubmZUtra2trd3W21Wmtra8efWBTF2NhYSinLsk6nU+0cGhpKKTUajXes5fD+XL16VccQzp07d65cuTI8PKxjoF5RV2WKohgdHV1ZWSnLsgqRN1RHU0qzs7NlWVYLNpXB9rVr11JKk5OTVf08fPjwrS8F8Ia9vb1nz549ePDg0aNHdc8C513UVZmlpaWU0uzs7ObmZlmWJ08Y/JQ/NDRUlmWe5xsbG61WK6U0OL9alZmYmPj5z39eFMXc3NwZTQ8Et76+Pjw8vLq62uv1lpaWer1e3RPB+RV1VSbP8/n5+ZWVlXa73W63Jycnq/2DTHnx4sVgz+joaKPRqG6aabfb1c001f5qz+HhYbXA88aNNQBvdevWreqDS48fP75+/bprTFCjqCmTUlpYWJienu50Ojdv3syy7OHDhymlw8PD6min01lbWyvLcnp6utFoDJ41MzOzvb29sbHR6XQWFxdTShMTE7Ozsy9evOh0Oj//+c9reS9ALOPj49VGs9mcmpqqdxjqdXR0VPcI592F169f1z3DN1SW5WDFZfDw+LJKURSNRuP4XTIDeZ5XH32qHvb7/W63O3ipN4yMjFy6dOn9vAl4j548eVL3CHBqIyMjz58/r3uKr2tkZORv/uZvzuAL/f3f/32gb8sZC7wqc7xFTj5MKVWfVHqrNy4kDS4/AQCxRL3tFwAgSRkAIDQpAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBXax7AAAI7OjoqO4RzjurMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAjsYt0DAEBgR0dHdY9w3lmVAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgX2YKVOWZb/ff8cJ/X6/LMvje4qiePdTeK9evXr18uXLuqeAU+v1egcHB3VPAefah5kyOzs73W73HSfcv39/Z2dn8HBhYaHVat24cSPP8/c/HW+xv7+/v79f9xRwOgcHB+Pj481ms+5B4FwLnDJFUeR5Xi2uHF9lKYqi2sjz/K1pMjs7u7m5OXjYbrezLLt9+/bdu3e3trbe/+C86enTp71er+4p4NRWV1ebzaZVGahX1JRpt9ubm5u7u7vLy8tlWXa73cEqS5UpW1tbu7u7rVZrbW3tjed+8cUXP/nJTwYPi6IYGxtLKWVZ1ul0zuod8HtXr169fPly3VPA6dy5c+fKlSvDw8NWZaBeF+se4BsqimJ0dHRlZaUsy6GhoZMnVEdTSrOzs2VZZln2jlcbHL127dr7mBb4wOzt7T179uzBgwePHj2qexY476KuyiwtLaX/u1T0xg28lcFP+UNDQ2VZ5nm+sbHRarXe+mqDV7AqA3wd6+vrw8PDq6urvV5vaWnJFVKoUdRVmTzP5+fnV1ZW2u12u92enJys9g+i5MWLF4M9o6OjjUZjYmLirS81NjZW3V5Tnfn+ZwfCu3XrVnWLzOPHj69fv+4a03l2dHRU9wjnXdSUSSktLCxMT093Op2bN29mWfbw4cOU0uHhYXW00+msra2VZTk9Pd1oNN7xOjMzM9vb2xsbG51OZ3Fx8SxGB4IbHx+vNprN5tTUVL3DwDl34fXr13XP8A2VZTlYcRk8PL70UhRFo9F4910yA3meZ1n21pNHRkYuXbr0bY0NZ+bJkyd1jwCnNjIy8vz587qn+LpGRkaOf47k/fnHf/zHQN+WMxZ4VeaN8jgZItXnkr6mr7r8BAB8l0W97RcAIEkZACA0KQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAjsYt0DAEBgR0dHdY9w3lmVAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGAX6x4AAAI7Ojqqe4TzzqoMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAwP9r745h2lrYw/+fW0WV2gHXS5dcMxDpejAbYgio6pLBqJuHwFKJKyWsLLHI4g5vlkR4yUqGN1IXTCS2ykhJU1UVx6qSbMcDi1Vx7ovULtToVTMENf/B/9c/SnJ5Q94bn/vA5zNc2cfHzhOW++U5BxKYlAEAApMyAEBgUgYACOxqpkye58Ph8IIThsNhnucXH2GSPnz48P79+6KngEsbDAbHx8dFT8H1lWWZ/3ldzZTZ3t7u9/sXnLCzs7O9vX3xESbp6Ojo6Oio6Cngco6Pj+fm5srlctGDcB0Nh8NGo9HpdFqt1ubmZtHjFClwymRZlqbpqEbP7lSyLBs9SNM0TdNP39hoNNrt9sVHmKQ3b94MBoOip4BL29jYKJfLtjIUYmdn5/bt248ePXr+/Pne3l7R4xQpasp0u912u72/v7++vp7neb/fH+9URlGytbW1v78/ytVz793d3b13797FR5ik+fn56enpoqeAy3ny5MmtW7dmZmZsZShEvV5fWVlJkuTiGyqugxtFD/CVsiyr1WrNZjPP86mpqU9PGL2aJEmj0cjzvFKpTHxG4Mp69+7d27dvX7x48fLly6JnoWD/8A//cPbpp98/f7VHjx6NH//www/nXh39fy1N03a7vba29kv9oRFFTZm1tbWtra1Go1GpVO7fv//pCePv8qempvI8z/N8f39/enp6eXl5spMCV9Djx49nZmY2NjYGg8Ha2trDhw9nZmaKHopi/ILtcsEndzqdT0/Y3Nz86aefnj59es2/XY+aMmmarqysNJvNbrfb7XYXFxdHx8d3zBweHo6P1Gq1Uqm0sLBQzKzAlfPw4cPRLTKvXr26e/eua0xMXqfTGXVM0YMUL2rKJEmyurpar9d7vd6DBw8qlcropqeTk5PRq71er9Vq5Xler9dLpVKhkwJXzdzc3OhBuVy+c+dOscNwPY1+DHt1dXX09Pnz50VOU6jvPn78WPQMX2l02Wi0cRk/Pbt6ybKsVCr96Wu3arV68+bNP/FDYPJev35d9AhwadVq9eDgoOgpvlS1Wp3MfQudTifQl2XCAm9lKpXK2Uw59zRJktnZ2YkPBQBMVNQfxgYASKQMABCalAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIHdKHoAAAjs9PS06BGuO1sZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABHaj6AEAILDT09OiR7jubGUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAILCrmTJ5ng+HwwtOGA6HeZ6fPZJl2bkjTNKHDx/ev39f9BRwaYPB4Pj4uOgp4Fq7mimzvb3d7/cvOGFnZ2d7e3v0eDgcNhqNTqfTarU2NzcnMiDnHR0dHR0dFT0FXM7x8fHc3Fy5XC56ELjWAqdMlmVpmo5WKWe3LFmWjR6kaZqm6advbDQa7XZ7/HRnZ+f27duPHj16/vz53t7etx+c8968eTMYDIqeAi5tY2OjXC7bykCxoqZMt9ttt9v7+/vr6+t5nvf7/fGWZZQpW1tb+/v7o13Luffu7u7eu3dv/LRer6+srCRJcvE1Kb6d+fn56enpoqeAy3ny5MmtW7dmZmZsZaBYN4oe4CtlWVar1ZrNZp7nU1NTn54wejVJkkajked5pVL5uY8avZSmabvdXltb+3YzA1fGu3fv3r59++LFi5cvXxY9CwU7PT0teoTrLupWZtQco0tFn71dd/xd/tTUVJ7naZpubm52Op3PftropadPny4vL3+7mYEr4/HjxzMzMxsbG4PBYG1tzRVSKFDUrUyapisrK81ms9vtdrvdxcXF0fFx1hweHo6P1Gq1Uqm0sLDw2Y/qdDo//fTT06dPJzA2cDU8fPhwdIvMq1ev7t696xoTFChqyiRJsrq6Wq/Xe73egwcPKpXK6I7dk5OT0au9Xq/VauV5Xq/XS6XSBZ8z+jHs1dXV0dPnz59/27mB+Obm5kYPyuXynTt3ih0GrrnvPn78WPQMXynP8/HGZfz07Ooly7JSqXTBXTJfqFqt3rx580/8EJi8169fFz0CXFq1Wj04OCh6ii9VrVb/7u/+bgJ/0D/90z8F+rJMWOCtTKVSOZsp554mSTI7OzvxoQCAiYp62y8AQCJlAIDQpAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYDeKHgAAAjs9PS16hOvOVgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACB3Sh6AAAI7PT0tOgRrjtbGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgsKuZMnmeD4fDC04YDod5np89kqbpxW/hm/rw4cP79++LngIubTAYHB8fFz0FXGtXM2W2t7f7/f4FJ+zs7Gxvb48eD4fDRqOxv7/faDS63e5EBuS8o6Ojo6OjoqeAyzk+Pp6bmyuXy0UPAtda4JTJsixN09Fy5eyWJcuy0YM0TdM0/fSNjUaj3W6Pn+7s7CwtLTWbzefPn3c6nW8/OOe9efNmMBgUPQVc2sbGRrlctpW55k4noui/5a9a1JTpdrvtdnt/f399fT3P836/P96yjDJla2trf3+/0+m0Wq1z793d3b1379746f379+/fv58kSZZllUplUn8D/p/5+fnp6emip4DLefLkya1bt2ZmZmxloFg3ih7gK2VZVqvVms1mnudTU1OfnjB6NUmSRqOR5/kfbZTNzc29vb21tbVvMi5wtbx79+7t27cvXrx4+fJl0bPAdRd1KzNqjtGlonM38I6Mv8ufmprK8zxN083NzQuuHzWbzd3d3bMXngB+zuPHjycQT/EAACAASURBVGdmZjY2NgaDwdramiukUKCoW5k0TVdWVprNZrfb7Xa7i4uLo+PjrDk8PBwfqdVqpVJpYWHhsx/VarUWFhaWlpZKpdIEJgeugIcPH45ukXn16tXdu3ddY4ICRU2ZJElWV1fr9Xqv13vw4EGlUtnb20uS5OTkZPRqr9drtVp5ntfr9YsbZXl5eX19Pcuyfr/vAhPwJebm5kYPyuXynTt3ih0GrrnvPn78WPQMXynP8/HGZfz07Ooly7JSqfQld/IOh8N+v1+pVD57crVavXnz5i84OUzG69evix4BLq1arR4cHBQ9xZeqVqt/+7d/O4E/6F//9V8DfVkmLPBW5lx5fBois7OzX/hRF1x+AgB+zaLe9gsAkEgZACA0KQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEdqPoAQAgsNPT06JHuO5sZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQCIajgc5nle9BQFu1H0AADAV9rZ2fnv//7vZrN57vj8/HytVkuSpFarffrqFSNlACCkRqPR7/fv3bt37nie57Va7fnz50UMVQAXmAAgpN3d3U87JkmSPM9LpVKr1drc3BwOh5MfbMJsZQDg6/32t789+/Tv//7vf6lP/sd//Mfx4x9++OHL3zgcDr///vvFxcV+v7++vn7l1zNSBgC+3i/YLhd88r//+79/+RuXlpaWlpaSJFlYWOh2u7/8ZL8yLjABwJXy7NmzNE2LnmJybGUA4CpI0/THH388ODi4ffv2+vp6vV7v9/vLy8tFz/XNSRkAiOrsD1ovLCwcHBwkSTI7O/vP//zPaZqurKxUKpXippsQKQMAV9DCwkLRI0yIe2UAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACOxqpkye58Ph8IIThsNhnueXfRffzocPH96/f1/0FHBpg8Hg+Pi46CngWruaKbO9vd3v9y84YWdnZ3t7++yR4XDYaDRKpdI3Ho3POzo6Ojo6KnoKuJzj4+O5ublyuVz0IBTpdCKK/lv+qgVOmSzL0jQdLVfOblmyLBs9SNM0TdNP39hoNNrt9rmD7XZ7amrKVqYQb968GQwGRU8Bl7axsVEul21loFhRU6bb7bbb7f39/fX19TzP+/3+eMsyypStra39/f1Op9Nqtc69d3d39969e2ePPHv2bHp6ulKp2MoUYn5+fnp6uugp4HKePHly69atmZkZWxko1o2iB/hKWZbVarVms5nn+dTU1KcnjF5NkqTRaOR5XqlULvioLMuePn26v7//DScGrpB37969ffv2xYsXL1++LHoWuO6ibmXW1taSP1wq+vQG3iRJxt/lT01N5Xmepunm5man0/n0zGfPnn3//febm5t5nrdarc9+GsBZjx8/npmZ2djYGAwGa2trrpBCgaJuZdI0XVlZaTab3W632+0uLi6Ojo9D5PDwcHykVquVSqWFhYXPftT9+/dPTk6SJOn1ektLS5/d8QCc9fDhw9EtMq9evbp7965rTFCgqCmTJMnq6mq9Xu/1eg8ePKhUKnt7e0mSjKIkSZJerzdasdTr9YvvgJmdnR09mJqa+rncAThrbm5u9KBcLt+5c6fYYeCa++7jx49Fz/CV8jwfb1zGT8+2SJZlpVLpgrtkvlC1Wr158+af+CEwea9fvy56BLi0arV6cHBQ9BRfqlqtjrv2m3r37l2gL8uEBd7KVCqVs5ly7mlyZt0CAFxVUW/7BQBIpAwAEJqUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQ2I2iBwCAwE5PT4se4bqzlQEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACOxG0QMAQGCnp6dFj3Dd2coAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgsBtFD/BN5Hk+NTVVKpV+7oThcHhyclKpVCY5FRf48OHD6enpX/zFXxQ9CFzOYDAol8vlcrnoQSjM6elp0SNcd1dzK7O9vd3v9y84YWdnZ3t7e/x0fn5+dXV1dXV1c3Pz20/HZxwdHR0dHRU9BVzO8fHx3NycjoFiBd7KZFk22qxUKpWzW5Ysy0YnpGmaJMnCwsK5NzYajX6/f+/evdHTPM9rtdrz588nNzr/15s3b37/+99PT08XPQhczsbGRrlcPj4+VjNQoKhbmW6322639/f319fX8zzv9/vjLUu73U6SZGtra39/v9PptFqtc+/d3d0dd0ySJHmel0qlVqu1ubk5HA4n9ldgbH5+XscQzpMnT27dujUzM6NjoFhRUybLslqt1mw2nz59OjU19ekJ41f7/X6e5xd81HA4/P7775eWlv7qr/5qfX39m40MXB3v3r17+/btxsZG0YMAYVNmbW0tSZJGo9Futz9bKuPv8qempvI8T9N0c3Oz0+l8eubS0lKz2VxYWLh///7Jyck3HRu4Gh4/fjwzM7OxsTEYDNbW1gaDQdETwfUV9V6ZNE1XVlaazWa32+12u4uLi6Pj46w5PDwcH6nVaqVS6dObZkaePXtWq9V+7lWATz18+PD4+DhJklevXt29e9c1JihQ1JRJkmR1dbVer/d6vQcPHlQqlb29vSRJxmuVXq/XarXyPK/X6xf8VHaSJLdv315fX6/X6/1+f3l5eRKjA8HNzc2NHpTL5Tt37hQ7DFxz3338+LHoGb5Snufjjcv46dnlSpZlpVLpC395TJqmox+G+vSlarV68+bNX2psmJjXr18XPQJcWrVaPTg4KHqKL1WtVqvV6gT+oIODg0BflgkLvJU5Vx6fhsjs7OyXf5oLTAAQUdTbfgEAEikDAIQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACCwG0UPAACBnZ6eFj3CdWcrAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQ2I2iBwCAwE5PT4se4bqzlQEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgN4oeAAACOz09LXqE685WBgAI7GqmTJ7nw+HwghOGw2Ge5+fecu4Ik/Thw4f3798XPQVc2mAwOD4+LnoKuNauZspsb2/3+/0LTtjZ2dne3h4/bbVaW1tbrVar0+l8++n4jKOjo6Ojo6KngMs5Pj6em5srl8tFDwLXWuCUybIsTdPRKuXsliXLstGDNE3TNP30jY1Go91uj5+Oznn06NHTp08/ez7f2ps3bwaDQdFTwKVtbGyUy2VbGShW1JTpdrvtdnt/f399fT3P836/P96yjDJla2trf3+/0+m0Wq1z793d3b1379746f7+/vT0dKfT2dvbe/r06cT+CozNz89PT08XPQVczpMnT27dujUzM2MrA8WKmjJZltVqtWaz+fTp06mpqU9PGL/a7/f/6E0woww6PDxcXV39FtMCV8y7d+/evn27sbFR9CBA2JRZW1tL/nCp6LOlMv4uf2pqKs/zNE03Nzd/7laYer2+vLzcbDZPTk6+3czAlfH48eOZmZmNjY3BYLC2tuYKKRQo6u+VSdN0ZWWl2Wx2u91ut7u4uDg6Ps6aw8PD8ZFarVYqlRYWFj77UdPT0+OTL/65J4CRhw8fjm6RefXq1d27d11jggJFTZkkSVZXV+v1eq/Xe/DgQaVS2dvbS5JkvFbp9XqtVivP83q9XiqVLvic5eXlRqOxubnZ7/dHyx6Ai83NzY0elMvlO3fuFDsMXHPfffz4segZvtLoN8GMNi7jp2dXL1mWlUqlSqXyJZ+WpmmlUvnsydVq9ebNm7/U2DAxr1+/LnoEuLRqtXpwcFD0FF9qYv+D+N3vfhfoyzJhgbcy58rj0xCZnZ398k/7uctPAMCvWdTbfgEAEikDAIQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDABENRwO8zwveoqCSRkAiGpnZ2d7e7voKQomZQAgpEaj0W63i56ieFIGAELa3d29d+9e0VMU70bRAwBAYP/yL/9y9unf/M3f/FKf/G//9m/jxz/88MMv9bFXj5QBgK/3C7bLBZ/8n//5n9/oT7kCXGACAAKTMgBAYC4wAUBUzWaz6BGKZysDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIHdKHoAAAjs9PS06BGuO1sZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABHaj6AEAILDT09OiR7jubGUAgMCkDAAQ2NVMmTzPh8PhBScMh8M8zyc2D3/Uhw8f3r9/X/QUcGmDweD4+LjoKeBau5ops7293e/3LzhhZ2dne3t79LjT6az+wfz8fJZlE5mR/+Po6Ojo6KjoKeByjo+P5+bmyuVy0YPAtRb4tt8sy05OTiqVSqVSGQ6Ho8ej46MT0jRNkmRhYeHcGxuNRr/fv3fv3ujp8vLy8vLy6I3dbnd2dnZyfweSJEmSN2/e/P73v5+eni56ELicjY2Ncrl8fHysZqBAUbcy3W633W7v7++vr6/ned7v98dblna7nSTJ1tbW/v5+p9NptVrn3ru7uzvumLPa7fba2tq3npxPzc/P6xjCefLkya1bt2ZmZnQMFCvqVibLslqt1mw28zyfmpr69ITRq0mSNBqNPM9HC5sLdDqdxcXFUqn0TcYFrpZ37969ffv2xYsXL1++LHoWuO6ibmVG65NGo9Futz97A+/4u/ypqak8z9M03dzc7HQ6P/eBnU7n7t2732ha4Ip5/PjxzMzMxsbGYDBYW1sbDAZFTwTXV9StTJqmKysrzWaz2+12u93FxcXR8XHWHB4ejo/UarVSqfTpTTNjox2PlQzwhR4+fDj6waVXr17dvXvXNSYoUNSUSZJkdXW1Xq/3er0HDx5UKpW9vb0kSU5OTkav9nq9VquV53m9Xv+jjeJuX+BS5ubmRg/K5fKdO3eKHQauue8+fvxY9AxfKc/z8cZl/PTs6iXLslKp9EfvkvmjqtXqzZs3/8QPgcl7/fp10SPApVWr1YODg6Kn+FLVanUyG/3hcBjoyzJhgbcyox/D/rmnSZJYtADAlRf1tl8AgETKAAChSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACu1H0AAAQ2OnpadEjXHe2MgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAjsRtEDAEBgp6enRY9w3dnKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAILAbRQ8AAIF9+PCh6BGuO1sZACAwKQMABCZlAIDApAwAENjVTJk8z4fD4QUnDIfDPM/PHsmy7OK38E19+PDh/fv3RU8BlzYYDI6Pj4ueAq61q5ky29vb/X7/ghN2dna2t7dHj4fDYaPR6HQ6o/9OZEDOOzo6Ojo6KnoKuJzj4+O5ublyuVz0IHCtBU6ZLMvSNB0tV85uWbIsGz1I0zRN00/f2Gg02u32+One3t7t27cfPXq0u7vb7Xa//eCc9+bNm8FgUPQUcGkbGxvlctlWBooVNWW63W673d7f319fX8/zvN/vj7cso0zZ2tra39/vdDqtVuvce3d3d+/duzd+WqvVer1emqY7Ozu1Wm1ifwXG5ufnp6eni54CLufJkye3bt2amZmxlYFiRf0VeVmW1Wq1ZrOZ5/nU1NSnJ4xeTZKk0WjkeV6pVH7uoyqVytTUVLfb7ff7y8vL33Bo4Kp49+7d27dvX7x48fLly6Jngesu6lZmbW0t+cOlonM38I6Mv8ufmprK8zxN083Nzc/eCrO1tbW0tDS6wLS1tfVNxwauhsePH8/MzGxsbAwGg7W1NVdIoUBRtzJpmq6srDSbzW632+12FxcXR8fHWXN4eDg+UqvVSqXSwsJCMbMCV87Dhw9Ht8i8evXq7t27rjFBgaKmTJIkq6ur9Xq91+s9ePCgUqns7e0lSXJycjJ6tdfrtVqtPM/r9XqpVLrgc1ZWVlZXVw8PD/v9fr1en8ToQHBzc3OjB+Vy+c6dO8UOA9fcdx8/fix6hq+U5/l44zJ+enb1kmVZqVS64C6Zs9I0rVQqnz25Wq3evHnzlxobJub169dFjwCXVq1WDw4Oip7iS1Wr1T/7s0ncqvG///u/gb4sExZ4K3OuPD4NkdnZ2S//NJefACCiqLf9AgAkUgYACE3KAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABBb4X8YGgMKdnp5O4E/5sz+zevhZvjQAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAI7EbRAwBAYKenpxP4U/78z/98An9KULYyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMAESVZdlwOCx6ioLdKHoAAOBrrK6uViqVfr//4MGDhYWFsy/Nz8/XarUkSWq1WrPZLGjACZEyABBPt9utVCqPHj3K87zVap1NmTzPa7Xa8+fPi5tuoqQMAMSTZdns7GySJJVKpdfrnX0pz/NSqdRqtaamptbW1kqlUkEzToiUAYCv9x//8R9nn37//fe/1Cf/9NNP48c//PDDpydUKpXRg9u3b589PhwOv//++8XFxX6/v76+fuXXM1IGAL7eL9gul/3kPM9HD85tZZaWlpaWlpIkWVhY6Ha732i8Xw8/wQQA8czOzh4eHiZ/uDPm7EvPnj1L07SguQpgKwMA8SwtLT179mxzc7PX692/fz9JkjRNf/zxx4ODg9u3b6+vr9fr9X6/v7y8XPSk39x3Hz9+LHqGX7tqtXrz5s2ip4BLe/36ddEjwKVVq9WDg4Oip/hS1Wr1f/7nfybwB/3lX/7lZ78saZpWKpXxTTNf+NIVYysDAFGd+3UyX/jSFXM175XJ8/zi3344HA7Hd0uN+IWJxfrw4cP79++LngIubTAYHB8fFz0FXGtXM2W2t7f7/f4FJ+zs7Gxvb48eD4fD1dXVbrf7448/Xoc7vX+djo6Ojo6Oip4CLuf4+Hhubq5cLhc9CFxrgVMmy7I0TUfLlbNblizLRg/SNP3sLdyNRqPdbo+fbm1tLS0tNZvN3/72t8+ePfv2g3PemzdvBoNB0VPApW1sbJTLZVsZKFbUlOl2u+12e39/f319Pc/zfr8/3rKMMmVra2t/f7/T6bRarXPv3d3dvXfv3tkjU1NTSZKUSqWLdzl8I/Pz89PT00VPAZfz5MmTW7duzczM2MpAsaLe9ptl2eifyMrzfBQi54z/Aa1Go5Hn+QW3cC8uLo7qZ29v77MfBXDOu3fv3r59++LFi5cvXxY9C1x3Ubcya2tryR8uFZ27gXdk/F3+1NRUnudpmm5ubnY6nU/PXFhY+M1vfpNl2XX44XvgF/H48eOZmZmNjY3BYLC2tuYKKRQo6lYmTdOVlZVms9ntdrvd7uLi4uj4OGtGvwMx+cOvQSyVSj/3Y2ndbvfk5GS04Lk+P7oG/CkePnw4ukXm1atXd+/edY0JChQ1ZZIkWV1drdfrvV7vwYMHlUplb28vSZKTk5PRq71er9Vq5Xler9cv/kdBFxYWGo3G4eFhr9f7zW9+M4nRgeDm5uZGD8rl8p07d4odBq65wL/tN8/z8cZl/PTsWiXLslKp9CW/6HA4HPb7/fFHneO3/RKU3/ZLRH7b72f93G/7JQm9lTn3+5g//fXMs7OzX/hRF1x+AgB+zaLe9gsAkEgZACA0KQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwAL/c5IAULjT09OiR7jubGUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQ2I2iBwCAwE5PT4se4bqzlQEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACOxG0QMAQGCnp6dFj3Dd2coAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAAruaKZPn+XA4vOCELMvyPD935OK38E19+PDh/fv3RU8BlzYYDI6Pj4ueAq61q5ky29vb/X7/sy8Nh8NGo9HpdFqt1ubm5ujg6upqp9P58ccf0zSd4Jj8P0dHR0dHR0VPAZdzfHw8NzdXLpeLHgSutcApk2VZmqaj5cpwOBxvWbIsGz1I0/TTNNnZ2bl9+/ajR4+eP3++t7eXJEm3261UKo8ePXr69OnW1tYE/wb8/968eTMYDIqeAi5tY2OjXC7bykCxoqZMt9ttt9v7+/vr6+t5nvf7/e3t7dFL7XY7SZKtra39/f3R9uXsG+v1+srKSpIk48tJWZbNzs4mSVKpVHq93kT/GiRJkiTz8/PT09NFTwGX8+TJk1u3bs3MzNjKQLGi/sMFWZbVarVms5nn+dTU1KcnjF5NkqTRaOR5XqlURsdHD9I0bbfba2trZw8mSXL79u1JTA8E9+7du7dv37548eLly5dFzwLXXdStzKhCGo1Gu90+dwPvyPi7/KmpqTzP0zTd3NzsdDpJkowePH36dHl5eXTO+BNsZYAv8fjx45mZmY2NjcFgsLa25gopFCjqViZN05WVlWaz2e12u93u4uLi6Pg4Sg4PD8dHarVaqVRaWFhIkqTT6fz0009Pnz4df9Ts7Ozo9prRmRP9awAxPXz4cHSLzKtXr+7evesaExQoasokSbK6ulqv13u93oMHDyqVyuge3pOTk9GrvV6v1WrleV6v10ul0vhdox/DXl1dHT19/vz50tLSs2fPNjc3e73e/fv3J/73AOKZm5sbPSiXy3fu3Cl2GLjmvvv48WPRM3ylPM/HG5fx09HqZSTLslKpNL4P5mJpmlYqlc+eXK1Wb968+UuNDRPz+vXrokeAS6tWqwcHB0VP8aWq1ep//dd/TeAP+uu//utAX5YJC7yVOVcen4bI6OeSvtDZBgIAooh62y8AQCJlAIDQpAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwAL/wwUAULjT09OiR7jubGUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQ2I2iBwCAwE5PT4se4bqzlQEAApMyAEBgUgYA2edb5gAACLtJREFUCEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACOxG0QMAQGCnp6dFj3Dd2coAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgVzNl8jwfDocXnJBlWZ7nZ48Mh8NzR5ikDx8+vH//vugp4NIGg8Hx8XHRU8C1djVTZnt7u9/vf/al4XDYaDQ6nU6r1drc3Bwf39nZ2d7entSAnHd0dHR0dFT0FHA5x8fHc3Nz5XK56EHgWgucMlmWpWk6WqWc3alkWTZ6kKZpmqbn3rWzs3P79u1Hjx49f/58b29vdLDRaLTb7UkNznlv3rwZDAZFTwGXtrGxUS6XbWWgWFFTptvtttvt/f399fX1PM/7/f54pzKKkq2trf39/dH25ewb6/X6yspKkiRnr0Dt7u7eu3dvguPzf8zPz09PTxc9BVzOkydPbt26NTMzYysDxYr6bzBlWVar1ZrNZp7nU1NTn54wejVJkkajked5pVIZHR89SNO03W6vra1Ncmbgynj37t3bt29fvHjx8uXLomeB6y7qVmZUIaMLQ5+9XXf8Xf7U1FSe52mabm5udjqdJElGD54+fbq8vDzJmYEr4/HjxzMzMxsbG4PBYG1tzRVSKFDUrUyapisrK81ms9vtdrvdxcXF0fFx1hweHo6P1Gq1Uqm0sLCQJEmn0/npp5+ePn1ayNjA1fDw4cPRLTKvXr26e/eua0xQoKgpkyTJ6upqvV7v9XoPHjyoVCqje3hPTk5Gr/Z6vVarled5vV4vlUrjd41+DHt1dXX09Pnz55OeG4hvbm5u9KBcLt+5c6fYYeCa++7jx49Fz/CV8jwfb1zGT0erl5Esy0ql0vguma9WrVZv3rz5J34ITN7r16+LHgEurVqtHhwcFD3Fl6pWq5O5vDgzMxPoyzJhgbcylUrlbKace5okyezs7MSHAgAmKuptvwAAiZQBAEKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEFjg3/YLAIU7PT0teoTrzlYGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBgKiyLBsOh0VPUTApAwAhra6udjqdH3/8MU3Tomcp0o2iBwAALq3b7VYqlUePHuV53mq1FhYWip6oMLYyABBPlmWzs7NJklQqlV6vV/Q4RbKV+SK/+93vih4BLq1arRY9Alx9P/zwQ1F/dKVSGT24fft2UTP8GkiZP+7g4KDoEQD4NSr2fxB5no8eXPOtjAtMABDP7Ozs4eFhkiR5ntdqtaLHKdJ3Hz9+LHoGAODSGo3G7du3e73e/fv3l5aWih6nMFIGAKJK07RSqYxvmrmepAwAEJh7ZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACAwKQMABCZlAIDApAwAEJiUAQACkzIAQGBSBgAITMoAAIFJGQAgMCkDAAQmZQCAwKQMABCYlAEAApMyAEBgUgYACEzKAACBSRkAIDApAwAEJmUAgMCkDAAQmJQBAAKTMgBAYFIGAAhMygAAgUkZACCw/w96us4CUGNEUAAAAABJRU5ErkJggg==\n", + "image/png": 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\n", "text/plain": [ "" ] @@ -50,9 +50,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "diagnostic_table = bids.diagnostic(BIDS, 'split_by', {'task'});" ] From d060b0040e4ba02e5a1a14a73df06f65408e6db0 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Feb 2022 11:27:02 +0100 Subject: [PATCH 015/340] first draft for events TSV plotting --- +bids/+util/plot_events.m | 129 +++++++++++++++++++++++++++ tests/tests_utils/test_plot_events.m | 23 +++++ 2 files changed, 152 insertions(+) create mode 100644 +bids/+util/plot_events.m create mode 100644 tests/tests_utils/test_plot_events.m diff --git a/+bids/+util/plot_events.m b/+bids/+util/plot_events.m new file mode 100644 index 00000000..9a728f6c --- /dev/null +++ b/+bids/+util/plot_events.m @@ -0,0 +1,129 @@ +function plot_events(varargin) + % + % USAGE:: + % + % plot_events(events_files) + % + % :param events_files: Path to a bids _events.tsv file. + % :type events_files: string + % + % EXAMPLE:: + % + % data_dir = fullfile('bids-examples', 'ds001'); + % + % events_files = bids.query(data_dir, ... + % 'data', ... + % 'sub', '01', ... + % 'task', 'balloonanalogrisktask', ... + % 'suffix', 'events'); + % + % plotEvents(events_files{1}); + % + % (C) Copyright 2020 Remi Gau + + args = inputParser(); + + file_or_cellstring = @(x) (iscellstr(x) || exist(x, 'file')); + char_or_cellstring = @(x) (ischar(x) || iscellstr(x)); + + addRequired(args, 'events_files', file_or_cellstring); + addParameter(args, 'filter', {}, char_or_cellstring); + + parse(args, varargin{:}); + + events_files = args.Results.events_files; + filter = args.Results.filter; + + if ischar(events_files) + events_files = {events_files}; + end + + for i = 1:numel(events_files) + plot_this_file(events_files{i}); + end + +end + +function plot_this_file(this_file) + + bids_file = bids.File(this_file); + + fig_name = strrep(bids_file.filename, '_', ' '); + fig_name = strrep(fig_name, 'events.tsv', ' '); + + data = bids.util.tsvread(this_file); + + trial_type = data.trial_type; + trial_type_list = unique(trial_type); + + xMin = floor(min(data.onset)) - 1; + xMax = ceil(max(data.onset + data.duration)); + + yMin = 0; + yMax = 1; + + figure('name', fig_name, 'position', [50 50 1000 1000]); + + for iCdt = 1:numel(trial_type_list) + + idx = strcmp(trial_type, trial_type_list{iCdt}); + + onsets = data.onset(idx); + + duration = data.duration(idx); + + if isfield(data, 'response_time') + response_time = data.response_time; + else + response_time = nan(size(onsets)); + end + + subplot(numel(trial_type_list), 1, iCdt); + + hold on; + + if all(duration == 0) + + stem(onsets, ones(1, numel(onsets)), 'r'); + + else + + for iStim = 1:numel(onsets) + + offset = onsets(iStim) + duration(iStim); + xMax = max([xMax; offset]); + + rectangle('position', [onsets(iStim) 0 duration(iStim) 1], ... + 'FaceColor', 'r'); + end + + end + + % add response time + for iStim = 1:numel(onsets) + if ~isnan(response_time(iStim)) + stem(onsets(iStim) + response_time(iStim), 0.5, 'k'); + end + end + + ylabel(sprintf(strrep(trial_type_list{iCdt}, '_', '\n'))); + + end + + xMax = xMax + 5; + + for iCdt = 1:numel(trial_type_list) + + subplot(numel(trial_type_list), 1, iCdt); + + axis([xMin xMax yMin yMax]); + + xlabel('seconds'); + + subplot(numel(trial_type_list), 1, 1); + + end + + title(fig_name); + +end diff --git a/tests/tests_utils/test_plot_events.m b/tests/tests_utils/test_plot_events.m new file mode 100644 index 00000000..a64d24ea --- /dev/null +++ b/tests/tests_utils/test_plot_events.m @@ -0,0 +1,23 @@ +function test_suite = test_plot_events %#ok<*STOUT> + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; +end + +function test_plot_events_basic() + + data_dir = fullfile(get_test_data_dir(), 'ds001'); + + BIDS = bids.layout(data_dir); + + events_files = bids.query(BIDS, ... + 'data', ... + 'sub', '01', ... + 'task', 'balloonanalogrisktask', ... + 'suffix', 'events'); + + bids.util.plot_events(events_files); + +end From 496ae2edfc2f69a2a83aded5ba89fc55036cced9 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Feb 2022 11:58:54 +0100 Subject: [PATCH 016/340] fix axis and response time plotting --- +bids/+util/plot_events.m | 33 ++++++++++++++++++---------- tests/tests_utils/test_plot_events.m | 19 +++++++++++++++- 2 files changed, 39 insertions(+), 13 deletions(-) diff --git a/+bids/+util/plot_events.m b/+bids/+util/plot_events.m index 9a728f6c..c0fbde1e 100644 --- a/+bids/+util/plot_events.m +++ b/+bids/+util/plot_events.m @@ -9,15 +9,15 @@ function plot_events(varargin) % % EXAMPLE:: % - % data_dir = fullfile('bids-examples', 'ds001'); + % BIDS = bids.layout(data_dir); % - % events_files = bids.query(data_dir, ... + % events_files = bids.query(BIDS, ... % 'data', ... % 'sub', '01', ... % 'task', 'balloonanalogrisktask', ... % 'suffix', 'events'); % - % plotEvents(events_files{1}); + % bids.util.plot_events(events_files); % % (C) Copyright 2020 Remi Gau @@ -62,7 +62,8 @@ function plot_this_file(this_file) yMin = 0; yMax = 1; - figure('name', fig_name, 'position', [50 50 1000 1000]); + figure('name', fig_name, ... + 'position', [50 50 2000 1000]); for iCdt = 1:numel(trial_type_list) @@ -73,7 +74,7 @@ function plot_this_file(this_file) duration = data.duration(idx); if isfield(data, 'response_time') - response_time = data.response_time; + response_time = data.response_time(idx); else response_time = nan(size(onsets)); end @@ -100,10 +101,10 @@ function plot_this_file(this_file) end % add response time - for iStim = 1:numel(onsets) - if ~isnan(response_time(iStim)) - stem(onsets(iStim) + response_time(iStim), 0.5, 'k'); - end + response_time = onsets + response_time; + has_response = ~isnan(response_time); + if any(has_response) + stem(response_time(has_response), 0.5 * ones(1, sum(has_response)), 'k'); end ylabel(sprintf(strrep(trial_type_list{iCdt}, '_', '\n'))); @@ -118,12 +119,20 @@ function plot_this_file(this_file) axis([xMin xMax yMin yMax]); - xlabel('seconds'); - - subplot(numel(trial_type_list), 1, 1); + % x tick in minutes + set(gca, 'xTick', 0:60:xMax, ... + 'xTickLabel', '', ... + 'TickDir', 'out'); end + subplot(numel(trial_type_list), 1, 1); title(fig_name); + subplot(numel(trial_type_list), 1, numel(trial_type_list)); + set(gca, 'xTick', 0:60:xMax, ... + 'xTickLabel', 0:60:xMax, ... + 'TickDir', 'out'); + xlabel('seconds'); + end diff --git a/tests/tests_utils/test_plot_events.m b/tests/tests_utils/test_plot_events.m index a64d24ea..51837ea8 100644 --- a/tests/tests_utils/test_plot_events.m +++ b/tests/tests_utils/test_plot_events.m @@ -6,7 +6,9 @@ initTestSuite; end -function test_plot_events_basic() +function test_plot_events_ds101() + + close all; data_dir = fullfile(get_test_data_dir(), 'ds001'); @@ -21,3 +23,18 @@ function test_plot_events_basic() bids.util.plot_events(events_files); end + +% function test_plot_events_ds108() +% +% data_dir = fullfile(get_test_data_dir(), 'ds108'); +% +% BIDS = bids.layout(data_dir); +% +% events_files = bids.query(BIDS, ... +% 'data', ... +% 'sub', '01', ... +% 'suffix', 'events'); +% +% % bids.util.plot_events(events_files); +% +% end From 6de7eb0469baa6a82ed7f7d5ee2c64cb993ba551 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Feb 2022 12:18:37 +0100 Subject: [PATCH 017/340] add possibility to only plot certain conditions --- +bids/+util/plot_events.m | 14 +++++++++--- tests/tests_utils/test_plot_events.m | 33 ++++++++++++++++------------ 2 files changed, 30 insertions(+), 17 deletions(-) diff --git a/+bids/+util/plot_events.m b/+bids/+util/plot_events.m index c0fbde1e..b0b39926 100644 --- a/+bids/+util/plot_events.m +++ b/+bids/+util/plot_events.m @@ -34,17 +34,21 @@ function plot_events(varargin) events_files = args.Results.events_files; filter = args.Results.filter; + if ischar(filter) + filter = {filter}; + end + if ischar(events_files) events_files = {events_files}; end for i = 1:numel(events_files) - plot_this_file(events_files{i}); + plot_this_file(events_files{i}, filter); end end -function plot_this_file(this_file) +function plot_this_file(this_file, filter) bids_file = bids.File(this_file); @@ -54,7 +58,11 @@ function plot_this_file(this_file) data = bids.util.tsvread(this_file); trial_type = data.trial_type; - trial_type_list = unique(trial_type); + if ~isempty(filter) + trial_type_list = filter; + else + trial_type_list = unique(trial_type); + end xMin = floor(min(data.onset)) - 1; xMax = ceil(max(data.onset + data.duration)); diff --git a/tests/tests_utils/test_plot_events.m b/tests/tests_utils/test_plot_events.m index 51837ea8..923558d7 100644 --- a/tests/tests_utils/test_plot_events.m +++ b/tests/tests_utils/test_plot_events.m @@ -24,17 +24,22 @@ function test_plot_events_ds101() end -% function test_plot_events_ds108() -% -% data_dir = fullfile(get_test_data_dir(), 'ds108'); -% -% BIDS = bids.layout(data_dir); -% -% events_files = bids.query(BIDS, ... -% 'data', ... -% 'sub', '01', ... -% 'suffix', 'events'); -% -% % bids.util.plot_events(events_files); -% -% end +function test_plot_events_ds108() + + data_dir = fullfile(get_test_data_dir(), 'ds108'); + + BIDS = bids.layout(data_dir); + + events_files = bids.query(BIDS, ... + 'data', ... + 'sub', '01', ... + 'run', '01', ... + 'suffix', 'events'); + + filter = 'Reapp_Neg_Cue'; + bids.util.plot_events(events_files, 'filter', filter); + + filter = {'Reapp_Neg_Cue', 'Look_Neg_Cue', 'Look_Neutral_Cue'}; + bids.util.plot_events(events_files, 'filter', filter); + +end From 981178c112688c03049815ac45541540a483ce53 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Feb 2022 12:54:50 +0100 Subject: [PATCH 018/340] add ISI distribution --- +bids/+util/plot_events.m | 52 ++++++++++++++++++++++++++++----------- 1 file changed, 38 insertions(+), 14 deletions(-) diff --git a/+bids/+util/plot_events.m b/+bids/+util/plot_events.m index b0b39926..817e78c2 100644 --- a/+bids/+util/plot_events.m +++ b/+bids/+util/plot_events.m @@ -70,28 +70,35 @@ function plot_this_file(this_file, filter) yMin = 0; yMax = 1; + nb_col = 8; + nb_rows = numel(trial_type_list); + figure('name', fig_name, ... 'position', [50 50 2000 1000]); + subplot_col_1 = 1:(nb_col - 1); + subplot_col_2 = nb_col; + for iCdt = 1:numel(trial_type_list) idx = strcmp(trial_type, trial_type_list{iCdt}); onsets = data.onset(idx); - duration = data.duration(idx); + durations = data.duration(idx); if isfield(data, 'response_time') - response_time = data.response_time(idx); + response_times = data.response_time(idx); else - response_time = nan(size(onsets)); + response_times = nan(size(onsets)); end - subplot(numel(trial_type_list), 1, iCdt); + %% Time course + subplot(nb_rows, nb_col, subplot_col_1); hold on; - if all(duration == 0) + if all(durations == 0) stem(onsets, ones(1, numel(onsets)), 'r'); @@ -99,31 +106,43 @@ function plot_this_file(this_file, filter) for iStim = 1:numel(onsets) - offset = onsets(iStim) + duration(iStim); - xMax = max([xMax; offset]); + offsets = onsets(iStim) + durations(iStim); + xMax = max([xMax; offsets]); - rectangle('position', [onsets(iStim) 0 duration(iStim) 1], ... + rectangle('position', [onsets(iStim) 0 durations(iStim) 1], ... 'FaceColor', 'r'); end end % add response time - response_time = onsets + response_time; - has_response = ~isnan(response_time); + response_times = onsets + response_times; + has_response = ~isnan(response_times); if any(has_response) - stem(response_time(has_response), 0.5 * ones(1, sum(has_response)), 'k'); + stem(response_times(has_response), 0.5 * ones(1, sum(has_response)), 'k'); end ylabel(sprintf(strrep(trial_type_list{iCdt}, '_', '\n'))); + %% Duration distribution + subplot(nb_rows, nb_col, subplot_col_2); + + hold on; + hist(diff(onsets)); + + %% Increment + subplot_col_1 = subplot_col_1 + nb_col; + subplot_col_2 = subplot_col_2 + nb_col; + end + %% Update axis xMax = xMax + 5; + subplot_col_1 = 1:(nb_col - 1); for iCdt = 1:numel(trial_type_list) - subplot(numel(trial_type_list), 1, iCdt); + subplot(nb_rows, nb_col, subplot_col_1); axis([xMin xMax yMin yMax]); @@ -132,15 +151,20 @@ function plot_this_file(this_file, filter) 'xTickLabel', '', ... 'TickDir', 'out'); + subplot_col_1 = subplot_col_1 + nb_col; + end - subplot(numel(trial_type_list), 1, 1); + subplot(nb_rows, nb_col, 1:(nb_col - 1)); title(fig_name); - subplot(numel(trial_type_list), 1, numel(trial_type_list)); + subplot(nb_rows, nb_col, [1:(nb_col - 1)] + (nb_col * (nb_rows - 1))); set(gca, 'xTick', 0:60:xMax, ... 'xTickLabel', 0:60:xMax, ... 'TickDir', 'out'); xlabel('seconds'); + subplot(nb_rows, nb_col, nb_col); + title('ISI distribution'); + end From 360518b1ee4f1da660cc11839ab8c2b8dd36b745 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Feb 2022 13:09:47 +0100 Subject: [PATCH 019/340] lint and doc --- +bids/+util/plot_events.m | 37 ++++++++++++++++++++++++++++--------- 1 file changed, 28 insertions(+), 9 deletions(-) diff --git a/+bids/+util/plot_events.m b/+bids/+util/plot_events.m index 817e78c2..e912b1a8 100644 --- a/+bids/+util/plot_events.m +++ b/+bids/+util/plot_events.m @@ -2,25 +2,34 @@ function plot_events(varargin) % % USAGE:: % - % plot_events(events_files) + % plot_events(events_files, 'filter', filter) % - % :param events_files: Path to a bids _events.tsv file. - % :type events_files: string + % :param events_files: BIDS events TSV files. + % :type events_files: path or cellstr of paths + % + % :param filter: Restrict conditions to plot. + % :type filter: string or cellstr % % EXAMPLE:: % + % data_dir = fullfile(get_test_data_dir(), 'ds108'); + % % BIDS = bids.layout(data_dir); - % + % % events_files = bids.query(BIDS, ... % 'data', ... % 'sub', '01', ... - % 'task', 'balloonanalogrisktask', ... + % 'run', '01', ... % 'suffix', 'events'); + % + % filter = {'Reapp_Neg_Cue', 'Look_Neg_Cue', 'Look_Neutral_Cue'}; + % bids.util.plot_events(events_files, 'filter', filter); % - % bids.util.plot_events(events_files); % % (C) Copyright 2020 Remi Gau + % TODO add reponse_time column + args = inputParser(); file_or_cellstring = @(x) (iscellstr(x) || exist(x, 'file')); @@ -128,7 +137,12 @@ function plot_this_file(this_file, filter) subplot(nb_rows, nb_col, subplot_col_2); hold on; + hist(diff(onsets)); + + ax = axis; + plot([0 0], [ax(3) ax(4)], 'k'); + plot([ax(1) ax(2)], [0 0], 'k'); %% Increment subplot_col_1 = subplot_col_1 + nb_col; @@ -147,7 +161,8 @@ function plot_this_file(this_file, filter) axis([xMin xMax yMin yMax]); % x tick in minutes - set(gca, 'xTick', 0:60:xMax, ... + set(gca, ... + 'xTick', 0:60:xMax, ... 'xTickLabel', '', ... 'TickDir', 'out'); @@ -158,8 +173,9 @@ function plot_this_file(this_file, filter) subplot(nb_rows, nb_col, 1:(nb_col - 1)); title(fig_name); - subplot(nb_rows, nb_col, [1:(nb_col - 1)] + (nb_col * (nb_rows - 1))); - set(gca, 'xTick', 0:60:xMax, ... + subplot(nb_rows, nb_col, [1:(nb_col - 1)] + (nb_col * (nb_rows - 1))); %#ok + set(gca, ... + 'xTick', 0:60:xMax, ... 'xTickLabel', 0:60:xMax, ... 'TickDir', 'out'); xlabel('seconds'); @@ -167,4 +183,7 @@ function plot_this_file(this_file, filter) subplot(nb_rows, nb_col, nb_col); title('ISI distribution'); + subplot(nb_rows, nb_col, nb_rows * nb_col); + xlabel('seconds'); + end From 4447378d9349c46e707df10f682e12c71cb7ab2f Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Feb 2022 14:46:46 +0100 Subject: [PATCH 020/340] lint --- +bids/+util/plot_events.m | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/+bids/+util/plot_events.m b/+bids/+util/plot_events.m index e912b1a8..86fe0aec 100644 --- a/+bids/+util/plot_events.m +++ b/+bids/+util/plot_events.m @@ -13,15 +13,15 @@ function plot_events(varargin) % EXAMPLE:: % % data_dir = fullfile(get_test_data_dir(), 'ds108'); - % + % % BIDS = bids.layout(data_dir); - % + % % events_files = bids.query(BIDS, ... % 'data', ... % 'sub', '01', ... % 'run', '01', ... % 'suffix', 'events'); - % + % % filter = {'Reapp_Neg_Cue', 'Look_Neg_Cue', 'Look_Neutral_Cue'}; % bids.util.plot_events(events_files, 'filter', filter); % @@ -137,9 +137,9 @@ function plot_this_file(this_file, filter) subplot(nb_rows, nb_col, subplot_col_2); hold on; - + hist(diff(onsets)); - + ax = axis; plot([0 0], [ax(3) ax(4)], 'k'); plot([ax(1) ax(2)], [0 0], 'k'); From d484aba14b762632478a71d4a6598632b4c54e9a Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 27 Feb 2022 14:05:56 +0100 Subject: [PATCH 021/340] add bids stats model class --- +bids/Model.m | 291 +++++++++++++++++++++++++++++++++++++++++++++ tests/test_model.m | 97 +++++++++++++++ 2 files changed, 388 insertions(+) create mode 100644 +bids/Model.m create mode 100644 tests/test_model.m diff --git a/+bids/Model.m b/+bids/Model.m new file mode 100644 index 00000000..4875e336 --- /dev/null +++ b/+bids/Model.m @@ -0,0 +1,291 @@ +classdef Model + % + % + % (C) Copyright 2020 CPP_SPM developers + + properties + + content = '' + + Name = 'REQUIRED' + Description = 'RECOMMENDED' + BIDSModelVersion = '1.0.0' + Input = 'REQUIRED' + Nodes = {'REQUIRED'} + Edges = {'RECOMMENDED'} + + end + + properties (SetAccess = private) + tolerant = true + verbose = true + + end + + methods + + function obj = Model(varargin) + + args = inputParser; + + is_file = @(x) exist(x, 'file'); + + args.addParameter('init', false, @islogical); + args.addParameter('file', false, is_file); + args.addParameter('tolerant', obj.tolerant, @islogical); + args.addParameter('verbose', obj.verbose, @islogical); + + args.parse(varargin{:}); + + obj.tolerant = args.Results.tolerant; + obj.verbose = args.Results.verbose; + + if args.Results.init + + obj.Name = 'empty_model'; + obj.Description = 'This is an empty BIDS stats model.'; + obj.Input = struct('task', ''); + obj.Nodes{1} = Model.empty_node('run'); + + obj = update(obj); + + return + end + + if ~isempty(args.Results.file) + + obj.content = bids.util.jsondecode(args.Results.file); + + if ~isfield(obj.content, 'Name') + error('Name required'); + else + obj.Name = obj.content.Name; + end + + if isfield(obj.content, 'Description') + obj.Description = obj.content.Description; + end + + if ~isfield(obj.content, 'BIDSModelVersion') + error('BIDSModelVersion required'); + else + obj.BIDSModelVersion = obj.content.BIDSModelVersion; + end + + if ~isfield(obj.content, 'Input') + error('Input required'); + else + obj.Input = obj.content.Input; + end + + if ~isfield(obj.content, 'Nodes') + error('Nodes required'); + else + obj.Nodes = obj.content.Nodes; + end + + obj; + + if isfield(obj.content, 'Edges') + obj.Edges = obj.content.Edges; + % TODO when no Edges assume all Nodes follow each other + end + end + + end + + %% Setters + function obj = set.Name(obj, name) + obj.Name = name; + end + + function obj = set.Description(obj, desc) + obj.Description = desc; + end + + function obj = set.BIDSModelVersion(obj, version) + obj.BIDSModelVersion = version; + end + + function obj = set.Input(obj, input) + obj.Input = input; + end + + function obj = set.Nodes(obj, nodes) + obj.Nodes = nodes; + end + + function obj = set.Edges(obj, edges) + obj.Edges = edges; + end + + %% Getters + function value = get.Name(obj) + value = obj.Name; + end + + function value = get.Input(obj) + value = obj.Input; + end + + function value = get.Nodes(obj) + value = obj.Nodes; + end + + function [value, idx] = get_nodes(obj, varargin) + if isempty(varargin) + value = obj.Nodes; + else + + value = {}; + + allowed_levels = @(x) all(ismember(lower(x), {'run', 'session', 'subject', 'dataset'})); + + args = inputParser; + args.addParameter('Level', '', allowed_levels); + args.addParameter('Name', ''); + args.parse(varargin{:}); + + Level = lower(args.Results.Level); + if ~strcmp(Level, '') + if ischar(Level) + Level = {Level}; + end + if iscell(obj.Nodes) + levels = cellfun(@(x) lower(x.Level), obj.Nodes, 'UniformOutput', false); + elseif isstruct(obj.Nodes) + levels = lower({obj.Nodes.Level}'); + end + idx = ismember(levels, Level); + end + + Name = lower(args.Results.Name); + if ~strcmp(Name, '') + if ischar(Name) + Name = {Name}; + end + if iscell(obj.Nodes) + names = cellfun(@(x) lower(x.Name), obj.Nodes, 'UniformOutput', false); + elseif isstruct(obj.Nodes) + levels = lower({obj.Nodes.Name}'); + end + idx = ismember(names, Name); + end + + % TODO merge idx when both Level and Name are passed as parameters + if any(idx) + idx = find(idx); + for i = 1:numel(idx) + value{end + 1} = obj.Nodes{idx}; + end + else + msg = sprintf('Could not find a corresponding Node.'); + errorHandling(mfilename(), 'missingNode', msg, obj.tolerant, obj.verbose); + end + + end + end + + %% Node level methods + % assumes that only one node is being queried + function value = get_transformations(obj, varargin) + value = []; + node = get_nodes(obj, varargin{:}); + assert(numel(node) == 1); + if isfield(node{1}, 'Transformations') + value = node{1}.Transformations; + end + end + + function value = get_dummy_contrasts(obj, varargin) + value = []; + node = get_nodes(obj, varargin{:}); + assert(numel(node) == 1); + if isfield(node{1}, 'DummyContrasts') + value = node{1}.DummyContrasts; + end + end + + function value = get_contrasts(obj, varargin) + value = []; + node = get_nodes(obj, varargin{:}); + assert(numel(node) == 1); + if isfield(node{1}, 'Contrasts') + value = node{1}.Contrasts; + end + end + + function value = get_model(obj, varargin) + node = get_nodes(obj, varargin{:}); + assert(numel(node) == 1); + value = node{1}.Model; + end + + function value = get_design_matrix(obj, varargin) + model = get_model(obj, varargin{:}); + value = model.X; + end + + %% Update content and write + + function obj = update(obj) + obj.content.Name = obj.Name; + obj.content.BIDSModelVersion = obj.BIDSModelVersion; + obj.content.Description = obj.Description; + obj.content.Input = obj.Input; + obj.content.Nodes = obj.Nodes; + obj.content.Edges = obj.Edges; + end + + function write(obj, filename) + bids.util.mkdir(fileparts(filename)); + bids.util.jsonencode(filename, obj.content); + end + + end + + methods(Static) + function node = empty_node(level) + + node = struct('Level', [upper(level(1)) level(2:end)], ... + 'Name', [level], ... + 'Transformations', {Model.empty_transformations()}, ... + 'Model', Model.empty_model(), ... + 'Contrasts', struct('Name', '', ... + 'ConditionList', {{''}}, ... + 'Weights', {{''}}, ... + 'Test', ''), ... + 'DummyContrasts', struct('Test', 't', ... + 'Contrasts', {{''}})); + + end + + function transformations = empty_transformations() + + transformations = struct('Transformer', '', ... + 'Instructions', {{ + struct('Name', '', ... + 'Inputs', {{''}}) + }}); + + end + + function model = empty_model() + + model = struct('X', {{''}}, ... + 'Type', 'glm', ... + 'HRF', struct('Variables', {{''}}, ... + 'Model', 'DoubleGamma'), ... + 'Options', struct('HighPassFilterCutoffHz', 0.008, ... + 'LowPassFilterCutoffHz', nan, ... + 'Mask', struct('desc', 'brain', ... + 'suffix', 'mask')), ... + 'Software', ''); + + end + + + end + + +end diff --git a/tests/test_model.m b/tests/test_model.m new file mode 100644 index 00000000..edb79856 --- /dev/null +++ b/tests/test_model.m @@ -0,0 +1,97 @@ +% (C) Copyright 2020 CPP_SPM developers + +function test_suite = test_model %#ok<*STOUT> + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; +end + +function test_model_basic() + + opt = setOptions('narps'); + + bm = Model('file', opt.model.file); + + assertEqual(bm.Name, 'NARPS'); + assertEqual(bm.Description, 'NARPS Analysis model'); + assertEqual(bm.BIDSModelVersion, '1.0.0'); + assertEqual(bm.Input, struct('task', 'MGT')); + assertEqual(numel(bm.Nodes), 5); + assertEqual(numel(bm.Edges), 4); + assertEqual(bm.Edges{1}, struct('Source', 'run', 'Destination', 'subject')); + +end + +function test_model_write() + + opt = setOptions('narps'); + + bm = Model('file', opt.model.file); + + filename = fullfile(pwd, 'tmp', 'foo.json'); + bm.write(filename); + assertEqual(bids.util.jsondecode(opt.model.file), ... + bids.util.jsondecode(filename)); + + delete(filename); + +end + +function test_model_get_nodes() + + opt = setOptions('narps'); + + bm = Model('file', opt.model.file); + + assertEqual(numel(bm.get_nodes), 5); + assertEqual(numel(bm.get_nodes('Level', 'Run')), 1); + assertEqual(numel(bm.get_nodes('Level', 'Dataset')), 3); + assertEqual(numel(bm.get_nodes('Name', 'negative')), 1); + + assertWarning(@()bm.get_nodes('Name', 'foo'), 'Model:missingNode'); + +end + +function test_model_get_design_matrix() + + opt = setOptions('narps'); + + bm = Model('file', opt.model.file); + + assertEqual(bm.get_design_matrix('Name', 'run'), ... + {'trials' + 'gain' + 'loss' + 'demeaned_RT' + 1}); + +end + +function test_model_node_level_getters() + + opt = setOptions('narps'); + + bm = Model('file', opt.model.file); + + assertEqual(bm.get_dummy_contrasts('Name', 'run'), ... + struct('Conditions', {{'gain'; 'loss'}}, ... + 'Test', 't')); + + assertEqual(fieldnames(bm.get_transformations('Name', 'run')), ... + {'Transformer'; 'Instructions'}); + + assertEqual(bm.get_contrasts('Name', 'positive'), ... + struct('Name', 'positive', 'ConditionList', 1, 'Weights', 1, 'Test', 't')); + +end + +function test_model_empty_model() + + bm = Model('init', true); + bm.write('tmp.json'); + assertEqual(bids.util.jsondecode('tmp.json'), ... + bids.util.jsondecode('empty.json')); + +end From 225ff9785c0c1a34c83b87e1b1ead7bf5ebccc81 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 27 Feb 2022 14:07:01 +0100 Subject: [PATCH 022/340] add empty model json --- tests/data/model/empty.json | 65 +++++++++++++++++++++++++++++++++++++ 1 file changed, 65 insertions(+) create mode 100644 tests/data/model/empty.json diff --git a/tests/data/model/empty.json b/tests/data/model/empty.json new file mode 100644 index 00000000..073532a1 --- /dev/null +++ b/tests/data/model/empty.json @@ -0,0 +1,65 @@ +{ + "Name": "empty_model", + "BIDSModelVersion": "1.0.0", + "Description": "This is an empty BIDS stats model.", + "Input": { + "task": "" + }, + "Nodes": [ + { + "Level": "Run", + "Name": "run", + "Transformations": { + "Transformer": "", + "Instructions": [ + { + "Name": "", + "Inputs": [ + "" + ] + } + ] + }, + "Model": { + "X": [ + "" + ], + "Type": "glm", + "HRF": { + "Variables": [ + "" + ], + "Model": "DoubleGamma" + }, + "Options": { + "HighPassFilterCutoffHz": 0.008, + "LowPassFilterCutoffHz": null, + "Mask": { + "desc": "brain", + "suffix": "mask" + } + }, + "Software": "" + }, + "Contrasts": { + "Name": "", + "ConditionList": [ + "" + ], + "Weights": [ + "" + ], + "Test": "" + }, + "DummyContrasts": { + "Test": "t", + "Contrasts": [ + "" + ] + } + } + ], + "Edges": [ + "RECOMMENDED" + ] +} \ No newline at end of file From 297815ca280e4e3a931babf6bdb3d786f4ae21ea Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 27 Feb 2022 14:19:11 +0100 Subject: [PATCH 023/340] adapt stats model class to bids-matlab --- +bids/Model.m | 25 +++++++++++----------- miss_hit.cfg | 2 +- tests/{test_model.m => test_bids_model.m} | 26 ++++++++++++++--------- tests/utils/get_test_data_dir.m | 2 ++ 4 files changed, 31 insertions(+), 24 deletions(-) rename tests/{test_model.m => test_bids_model.m} (73%) diff --git a/+bids/Model.m b/+bids/Model.m index 4875e336..0aff7d8c 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -1,7 +1,7 @@ classdef Model % % - % (C) Copyright 2020 CPP_SPM developers + % (C) Copyright 2021 Remi Gau properties @@ -45,7 +45,7 @@ obj.Name = 'empty_model'; obj.Description = 'This is an empty BIDS stats model.'; obj.Input = struct('task', ''); - obj.Nodes{1} = Model.empty_node('run'); + obj.Nodes{1} = bids.Model.empty_node('run'); obj = update(obj); @@ -244,30 +244,31 @@ function write(obj, filename) end - methods(Static) + methods (Static) + function node = empty_node(level) node = struct('Level', [upper(level(1)) level(2:end)], ... 'Name', [level], ... - 'Transformations', {Model.empty_transformations()}, ... - 'Model', Model.empty_model(), ... + 'Transformations', {bids.Model.empty_transformations()}, ... + 'Model', bids.Model.empty_model(), ... 'Contrasts', struct('Name', '', ... 'ConditionList', {{''}}, ... 'Weights', {{''}}, ... 'Test', ''), ... 'DummyContrasts', struct('Test', 't', ... 'Contrasts', {{''}})); - + end function transformations = empty_transformations() transformations = struct('Transformer', '', ... - 'Instructions', {{ - struct('Name', '', ... - 'Inputs', {{''}}) - }}); - + 'Instructions', {{ + struct('Name', '', ... + 'Inputs', {{''}}) + }}); + end function model = empty_model() @@ -284,8 +285,6 @@ function write(obj, filename) end - end - end diff --git a/miss_hit.cfg b/miss_hit.cfg index 1a3b028b..37b58ad1 100644 --- a/miss_hit.cfg +++ b/miss_hit.cfg @@ -10,7 +10,7 @@ copyright_entity: "Agah Karakuzu" copyright_entity: "BIDS-MATLAB developers" regex_class_name: "([A-Z]){1}([a-z]+)*" -regex_method_name: "[a-z]+(_[a-z]+)*" +regex_method_name: "[A-Za-z]+(_[a-z]+)*" regex_parameter_name: "[A-Z]*|[a-z]+(_[a-z]+)*" regex_function_name: "[a-z]+(_[a-zA-Z0-9]+)*" diff --git a/tests/test_model.m b/tests/test_bids_model.m similarity index 73% rename from tests/test_model.m rename to tests/test_bids_model.m index edb79856..054a3d23 100644 --- a/tests/test_model.m +++ b/tests/test_bids_model.m @@ -1,6 +1,6 @@ % (C) Copyright 2020 CPP_SPM developers -function test_suite = test_model %#ok<*STOUT> +function test_suite = test_bids_model %#ok<*STOUT> try % assignment of 'localfunctions' is necessary in Matlab >= 2016 test_functions = localfunctions(); %#ok<*NASGU> catch % no problem; early Matlab versions can use initTestSuite fine @@ -12,7 +12,7 @@ function test_model_basic() opt = setOptions('narps'); - bm = Model('file', opt.model.file); + bm = bids.Model('file', opt.model.file); assertEqual(bm.Name, 'NARPS'); assertEqual(bm.Description, 'NARPS Analysis model'); @@ -28,7 +28,7 @@ function test_model_write() opt = setOptions('narps'); - bm = Model('file', opt.model.file); + bm = bids.Model('file', opt.model.file); filename = fullfile(pwd, 'tmp', 'foo.json'); bm.write(filename); @@ -43,7 +43,7 @@ function test_model_get_nodes() opt = setOptions('narps'); - bm = Model('file', opt.model.file); + bm = bids.Model('file', opt.model.file); assertEqual(numel(bm.get_nodes), 5); assertEqual(numel(bm.get_nodes('Level', 'Run')), 1); @@ -58,7 +58,7 @@ function test_model_get_design_matrix() opt = setOptions('narps'); - bm = Model('file', opt.model.file); + bm = bids.Model('file', opt.model.file); assertEqual(bm.get_design_matrix('Name', 'run'), ... {'trials' @@ -73,7 +73,7 @@ function test_model_node_level_getters() opt = setOptions('narps'); - bm = Model('file', opt.model.file); + bm = bids.Model('file', opt.model.file); assertEqual(bm.get_dummy_contrasts('Name', 'run'), ... struct('Conditions', {{'gain'; 'loss'}}, ... @@ -89,9 +89,15 @@ function test_model_node_level_getters() function test_model_empty_model() - bm = Model('init', true); - bm.write('tmp.json'); - assertEqual(bids.util.jsondecode('tmp.json'), ... - bids.util.jsondecode('empty.json')); + bm = bids.Model('init', true); + filename = fullfile(pwd, 'tmp', 'foo.json'); + bm.write(filename); + assertEqual(bids.util.jsondecode(filename), ... + bids.util.jsondecode(fullfile(get_test_data_dir(), ... + '..', ... + 'data', ... + 'model', ... + 'empty.json'))); + delete(filename); end diff --git a/tests/utils/get_test_data_dir.m b/tests/utils/get_test_data_dir.m index 4354e9b5..22f2713b 100644 --- a/tests/utils/get_test_data_dir.m +++ b/tests/utils/get_test_data_dir.m @@ -21,4 +21,6 @@ error(msg); %#ok end + data_dir = bids.internal.file_utils(data_dir, 'cpath'); + end From 7da1e5c64746e58b9bee16bf654ad6d363c901f6 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 27 Feb 2022 14:37:08 +0100 Subject: [PATCH 024/340] add test util function --- +bids/Model.m | 71 +++++++++++++++++++++++++++++++++---- tests/data/model/empty.json | 65 --------------------------------- tests/test_bids_model.m | 32 ++++++----------- 3 files changed, 76 insertions(+), 92 deletions(-) delete mode 100644 tests/data/model/empty.json diff --git a/+bids/Model.m b/+bids/Model.m index 0aff7d8c..c07e40d0 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -1,7 +1,28 @@ classdef Model % + % Class to deal with BIDS files and to help to create BIDS valid names % - % (C) Copyright 2021 Remi Gau + % USAGE:: + % + % file = bids.Model(init, true, ... + % 'file', path_to_bids_stats_model_file, ... + % 'tolerant', true, + % 'verbose', false); + % + % :param init: + % :type init: boolean + % + % :param file: + % :type file: path + % + % :param tolerant: turns errors into warning + % :type tolerant: boolean + % + % :param verbose: silences warnings + % :type verbose: boolean + % + % + % (C) Copyright 2022 Remi Gau properties @@ -31,7 +52,7 @@ is_file = @(x) exist(x, 'file'); args.addParameter('init', false, @islogical); - args.addParameter('file', false, is_file); + args.addParameter('file', '', is_file); args.addParameter('tolerant', obj.tolerant, @islogical); args.addParameter('verbose', obj.verbose, @islogical); @@ -40,7 +61,7 @@ obj.tolerant = args.Results.tolerant; obj.verbose = args.Results.verbose; - if args.Results.init + if args.Results.init || strcmp(args.Results.file, '') obj.Name = 'empty_model'; obj.Description = 'This is an empty BIDS stats model.'; @@ -133,6 +154,11 @@ end function [value, idx] = get_nodes(obj, varargin) + % + % [value, idx] = bm.get_nodes('Level', {'Run', 'Session', 'Subject', 'Dataset'}, ... + % 'Name', 'run') + % + % if isempty(varargin) value = obj.Nodes; else @@ -180,7 +206,9 @@ end else msg = sprintf('Could not find a corresponding Node.'); - errorHandling(mfilename(), 'missingNode', msg, obj.tolerant, obj.verbose); + bids.internal.error_handling(mfilename(), 'missingNode', msg, ... + obj.tolerant, ... + obj.verbose); end end @@ -189,6 +217,10 @@ %% Node level methods % assumes that only one node is being queried function value = get_transformations(obj, varargin) + % + % value = bm.get_transformations('Name', 'node_name') + % + value = []; node = get_nodes(obj, varargin{:}); assert(numel(node) == 1); @@ -198,6 +230,10 @@ end function value = get_dummy_contrasts(obj, varargin) + % + % value = bm.get_dummy_contrasts('Name', 'node_name') + % + value = []; node = get_nodes(obj, varargin{:}); assert(numel(node) == 1); @@ -207,6 +243,10 @@ end function value = get_contrasts(obj, varargin) + % + % value = bm.get_contrasts('Name', 'node_name') + % + value = []; node = get_nodes(obj, varargin{:}); assert(numel(node) == 1); @@ -216,12 +256,18 @@ end function value = get_model(obj, varargin) + % + % value = bm.get_model('Name', 'node_name') + % node = get_nodes(obj, varargin{:}); assert(numel(node) == 1); value = node{1}.Model; end function value = get_design_matrix(obj, varargin) + % + % value = bm.get_design_matrix('Name', 'node_name') + % model = get_model(obj, varargin{:}); value = model.X; end @@ -229,6 +275,9 @@ %% Update content and write function obj = update(obj) + % + % bm = bm.update() + % obj.content.Name = obj.Name; obj.content.BIDSModelVersion = obj.BIDSModelVersion; obj.content.Description = obj.Description; @@ -238,6 +287,9 @@ end function write(obj, filename) + % + % bm.update(filename) + % bids.util.mkdir(fileparts(filename)); bids.util.jsonencode(filename, obj.content); end @@ -247,6 +299,9 @@ function write(obj, filename) methods (Static) function node = empty_node(level) + % + % node = Model.empty_node('run') + % node = struct('Level', [upper(level(1)) level(2:end)], ... 'Name', [level], ... @@ -262,7 +317,9 @@ function write(obj, filename) end function transformations = empty_transformations() - + % + % transformations = Model.empty_transformations() + % transformations = struct('Transformer', '', ... 'Instructions', {{ struct('Name', '', ... @@ -272,7 +329,9 @@ function write(obj, filename) end function model = empty_model() - + % + % model = Model.empty_model() + % model = struct('X', {{''}}, ... 'Type', 'glm', ... 'HRF', struct('Variables', {{''}}, ... diff --git a/tests/data/model/empty.json b/tests/data/model/empty.json deleted file mode 100644 index 073532a1..00000000 --- a/tests/data/model/empty.json +++ /dev/null @@ -1,65 +0,0 @@ -{ - "Name": "empty_model", - "BIDSModelVersion": "1.0.0", - "Description": "This is an empty BIDS stats model.", - "Input": { - "task": "" - }, - "Nodes": [ - { - "Level": "Run", - "Name": "run", - "Transformations": { - "Transformer": "", - "Instructions": [ - { - "Name": "", - "Inputs": [ - "" - ] - } - ] - }, - "Model": { - "X": [ - "" - ], - "Type": "glm", - "HRF": { - "Variables": [ - "" - ], - "Model": "DoubleGamma" - }, - "Options": { - "HighPassFilterCutoffHz": 0.008, - "LowPassFilterCutoffHz": null, - "Mask": { - "desc": "brain", - "suffix": "mask" - } - }, - "Software": "" - }, - "Contrasts": { - "Name": "", - "ConditionList": [ - "" - ], - "Weights": [ - "" - ], - "Test": "" - }, - "DummyContrasts": { - "Test": "t", - "Contrasts": [ - "" - ] - } - } - ], - "Edges": [ - "RECOMMENDED" - ] -} \ No newline at end of file diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index 054a3d23..805c0fd7 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -10,9 +10,7 @@ function test_model_basic() - opt = setOptions('narps'); - - bm = bids.Model('file', opt.model.file); + bm = bids.Model('file', model_file('narps')); assertEqual(bm.Name, 'NARPS'); assertEqual(bm.Description, 'NARPS Analysis model'); @@ -26,13 +24,11 @@ function test_model_basic() function test_model_write() - opt = setOptions('narps'); - - bm = bids.Model('file', opt.model.file); + bm = bids.Model('file', model_file('narps')); filename = fullfile(pwd, 'tmp', 'foo.json'); bm.write(filename); - assertEqual(bids.util.jsondecode(opt.model.file), ... + assertEqual(bids.util.jsondecode(model_file('narps')), ... bids.util.jsondecode(filename)); delete(filename); @@ -41,9 +37,7 @@ function test_model_write() function test_model_get_nodes() - opt = setOptions('narps'); - - bm = bids.Model('file', opt.model.file); + bm = bids.Model('file', model_file('narps')); assertEqual(numel(bm.get_nodes), 5); assertEqual(numel(bm.get_nodes('Level', 'Run')), 1); @@ -56,9 +50,7 @@ function test_model_get_nodes() function test_model_get_design_matrix() - opt = setOptions('narps'); - - bm = bids.Model('file', opt.model.file); + bm = bids.Model('file', model_file('narps')); assertEqual(bm.get_design_matrix('Name', 'run'), ... {'trials' @@ -71,9 +63,7 @@ function test_model_get_design_matrix() function test_model_node_level_getters() - opt = setOptions('narps'); - - bm = bids.Model('file', opt.model.file); + bm = bids.Model('file', model_file('narps')); assertEqual(bm.get_dummy_contrasts('Name', 'run'), ... struct('Conditions', {{'gain'; 'loss'}}, ... @@ -93,11 +83,11 @@ function test_model_empty_model() filename = fullfile(pwd, 'tmp', 'foo.json'); bm.write(filename); assertEqual(bids.util.jsondecode(filename), ... - bids.util.jsondecode(fullfile(get_test_data_dir(), ... - '..', ... - 'data', ... - 'model', ... - 'empty.json'))); + bids.util.jsondecode(model_file('empty'))); delete(filename); end + +function value = model_file(name) + value = fullfile(get_test_data_dir(), '..', 'data', 'model', ['model-' name '_smdl.json']); +end From 5e2c6e6ccf53c82429872cc58c8b4d89e3f9ddd8 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 27 Feb 2022 14:49:14 +0100 Subject: [PATCH 025/340] update gitignore --- +bids/Model.m | 3 - .gitignore | 52 +++++-- tests/.gitignore | 1 - tests/data/model/model-empty_smdl.json | 65 +++++++++ tests/data/model/model-narps_smdl.json | 193 +++++++++++++++++++++++++ 5 files changed, 301 insertions(+), 13 deletions(-) create mode 100644 tests/data/model/model-empty_smdl.json create mode 100644 tests/data/model/model-narps_smdl.json diff --git a/+bids/Model.m b/+bids/Model.m index c07e40d0..32c5067d 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -220,7 +220,6 @@ % % value = bm.get_transformations('Name', 'node_name') % - value = []; node = get_nodes(obj, varargin{:}); assert(numel(node) == 1); @@ -233,7 +232,6 @@ % % value = bm.get_dummy_contrasts('Name', 'node_name') % - value = []; node = get_nodes(obj, varargin{:}); assert(numel(node) == 1); @@ -246,7 +244,6 @@ % % value = bm.get_contrasts('Name', 'node_name') % - value = []; node = get_nodes(obj, varargin{:}); assert(numel(node) == 1); diff --git a/.gitignore b/.gitignore index 52509b94..4515b5de 100644 --- a/.gitignore +++ b/.gitignore @@ -1,24 +1,21 @@ -octave-workspace -*.asv -*.*~ *.swp tmp* + examples/brainstorm examples/MoAEpilot - -# virtual env -env/* +MoAEpilot.zip # other bids repos bids-specification/* bids-examples # input and output data involved in tests -data/* derivatives/* -tests/*.tsv + +# virtual env +env/* # coverage coverage_html @@ -29,4 +26,41 @@ coverage_html # visual studio code config .vscode/* -MoAEpilot.zip +# jupyter notebooks +.ipynb_checkpoints + +## MATLAB / OCTAVE gitignore template + +# From : https://github.com/github/gitignore/blob/master/Global/MATLAB.gitignore + +# Windows default autosave extension +*.asv + +# OSX / *nix default autosave extension +*.m~ + +# Compiled MEX binaries (all platforms) +*.mex* + +# Packaged app and toolbox files +*.mlappinstall +*.mltbx + +# Generated helpsearch folders +helpsearch*/ + +# Simulink code generation folders +slprj/ +sccprj/ + +# Matlab code generation folders +codegen/ + +# Simulink autosave extension +*.autosave + +# Simulink cache files +*.slxc + +# Octave session info +octave-workspace diff --git a/tests/.gitignore b/tests/.gitignore index f7168a0c..6c857eb8 100644 --- a/tests/.gitignore +++ b/tests/.gitignore @@ -1,6 +1,5 @@ *.tsv -*.json dummy_ds output diff --git a/tests/data/model/model-empty_smdl.json b/tests/data/model/model-empty_smdl.json new file mode 100644 index 00000000..073532a1 --- /dev/null +++ b/tests/data/model/model-empty_smdl.json @@ -0,0 +1,65 @@ +{ + "Name": "empty_model", + "BIDSModelVersion": "1.0.0", + "Description": "This is an empty BIDS stats model.", + "Input": { + "task": "" + }, + "Nodes": [ + { + "Level": "Run", + "Name": "run", + "Transformations": { + "Transformer": "", + "Instructions": [ + { + "Name": "", + "Inputs": [ + "" + ] + } + ] + }, + "Model": { + "X": [ + "" + ], + "Type": "glm", + "HRF": { + "Variables": [ + "" + ], + "Model": "DoubleGamma" + }, + "Options": { + "HighPassFilterCutoffHz": 0.008, + "LowPassFilterCutoffHz": null, + "Mask": { + "desc": "brain", + "suffix": "mask" + } + }, + "Software": "" + }, + "Contrasts": { + "Name": "", + "ConditionList": [ + "" + ], + "Weights": [ + "" + ], + "Test": "" + }, + "DummyContrasts": { + "Test": "t", + "Contrasts": [ + "" + ] + } + } + ], + "Edges": [ + "RECOMMENDED" + ] +} \ No newline at end of file diff --git a/tests/data/model/model-narps_smdl.json b/tests/data/model/model-narps_smdl.json new file mode 100644 index 00000000..37c81a3b --- /dev/null +++ b/tests/data/model/model-narps_smdl.json @@ -0,0 +1,193 @@ +{ + "Name": "NARPS", + "Description": "NARPS Analysis model", + "BIDSModelVersion": "1.0.0", + "Input": { + "task": "MGT" + }, + "Nodes": [ + { + "Level": "Run", + "Name": "run", + "GroupBy": [ + "run", + "subject" + ], + "Transformations": { + "Transformer": "pybids-transforms-v1", + "Instructions": [ + { + "Name": "Threshold", + "Input": [ + "gain" + ], + "Binarize": true, + "Output": [ + "trials" + ] + }, + { + "Name": "Scale", + "Input": [ + "gain", + "loss", + "RT" + ], + "Demean": true, + "Rescale": false, + "Output": [ + "gain", + "loss", + "demeaned_RT" + ] + }, + { + "Name": "Convolve", + "Model": "spm", + "Input": [ + "trials", + "gain", + "loss", + "demeaned_RT" + ] + } + ] + }, + "Model": { + "X": [ + "trials", + "gain", + "loss", + "demeaned_RT", + 1 + ] + }, + "DummyContrasts": { + "Conditions": [ + "gain", + "loss" + ], + "Test": "t" + } + }, + { + "Level": "Subject", + "Name": "subject", + "GroupBy": [ + "subject", + "contrast" + ], + "Model": { + "X": [ + 1 + ], + "Type": "Meta" + }, + "DummyContrasts": { + "Test": "t" + } + }, + { + "Level": "Dataset", + "Name": "between-groups", + "GroupBy": [ + "contrast" + ], + "Model": { + "X": [ + 1, + "group" + ], + "Formula": "0 + C(group)" + }, + "Contrasts": [ + { + "Name": "range_vs_indiference", + "ConditionList": [ + "C(group)[T.equalRange]", + "C(group)[T.equalIndifference]" + ], + "Weights": [ + 1, + -1 + ], + "Test": "t" + } + ] + }, + { + "Level": "Dataset", + "Name": "positive", + "GroupBy": [ + "contrast", + "group" + ], + "Model": { + "X": [ + 1 + ] + }, + "Contrasts": [ + { + "Name": "positive", + "ConditionList": [ + 1 + ], + "Weights": [ + 1 + ], + "Test": "t" + } + ] + }, + { + "Level": "Dataset", + "Name": "negative", + "GroupBy": [ + "contrast", + "group" + ], + "Model": { + "X": [ + 1 + ] + }, + "Contrasts": [ + { + "Name": "negative", + "ConditionList": [ + 1 + ], + "Weights": [ + -1 + ], + "Test": "t" + } + ] + } + ], + "Edges": [ + { + "Source": "run", + "Destination": "subject" + }, + { + "Source": "subject", + "Destination": "positive" + }, + { + "Source": "subject", + "Destination": "negative", + "Filter": { + "contrast": "loss" + } + }, + { + "Source": "subject", + "Destination": "between-groups", + "Filter": { + "contrast": "loss" + } + } + ] +} From b92f887c9f00c8347871ba28edf20f169fa8facb Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 27 Feb 2022 15:34:39 +0100 Subject: [PATCH 026/340] first draft to help with default model creation --- +bids/Model.m | 49 ++++++++++++- tests/data/model/model-narps_smdl.json | 2 +- .../data/model/model-rhymejudgement_smdl.json | 70 +++++++++++++++++++ tests/test_bids_model.m | 21 +++++- 4 files changed, 139 insertions(+), 3 deletions(-) create mode 100644 tests/data/model/model-rhymejudgement_smdl.json diff --git a/+bids/Model.m b/+bids/Model.m index 32c5067d..62e8f2a3 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -269,8 +269,30 @@ value = model.X; end - %% Update content and write + %% Other + function obj = default(obj, varargin) + + args = inputParser; + args.addRequired('layout'); + args.parse(varargin{:}); + + tasks = bids.query(args.Results.layout, 'tasks'); + + obj.Input.task = tasks; + obj.Name = sprintf('default_%s_model', strjoin(tasks, '_')); + obj.Description = sprintf('default BIDS stats model for %s task', strjoin(tasks, '/')); + + trial_type_list = list_all_trial_types(args.Results.layout, tasks); + + obj.Nodes{1}.Model.X = trial_type_list; + obj.Nodes{1}.Model.HRF.Variables = trial_type_list; + obj.Nodes{1}.DummyContrasts.Contrasts = trial_type_list; + + obj = obj.update(); + + end + %% Update content and write function obj = update(obj) % % bm = bm.update() @@ -344,3 +366,28 @@ function write(obj, filename) end end + +function trial_type_list = list_all_trial_types(BIDS, task) + % list all the *events.tsv files for that task and make a lis of all the + % trial_types + event_files = bids.query(BIDS, 'data', ... + 'suffix', 'events', ... + 'extension', '.tsv', ... + 'task', task); + + trial_type_list = {}; + + for i = 1:size(event_files, 1) + tmp = bids.util.tsvread(event_files{i, 1}); + for j = 1:numel(tmp.trial_type) + trial_type_list{end + 1, 1} = tmp.trial_type{j}; %#ok<*AGROW> + end + end + + trial_type_list = unique(trial_type_list); + idx = ismember(trial_type_list, 'trial_type'); + if any(idx) + trial_type_list{idx} = []; + end + +end diff --git a/tests/data/model/model-narps_smdl.json b/tests/data/model/model-narps_smdl.json index 37c81a3b..cb2ca1db 100644 --- a/tests/data/model/model-narps_smdl.json +++ b/tests/data/model/model-narps_smdl.json @@ -63,7 +63,7 @@ ] }, "DummyContrasts": { - "Conditions": [ + "Contrasts": [ "gain", "loss" ], diff --git a/tests/data/model/model-rhymejudgement_smdl.json b/tests/data/model/model-rhymejudgement_smdl.json new file mode 100644 index 00000000..fb1fc095 --- /dev/null +++ b/tests/data/model/model-rhymejudgement_smdl.json @@ -0,0 +1,70 @@ +{ + "Name": "default_rhymejudgment_model", + "BIDSModelVersion": "1.0.0", + "Description": "default BIDS stats model for rhymejudgment task", + "Input": { + "task": [ + "rhymejudgment" + ] + }, + "Nodes": [ + { + "Level": "Run", + "Name": "run", + "Transformations": { + "Transformer": "", + "Instructions": [ + { + "Name": "", + "Inputs": [ + "" + ] + } + ] + }, + "Model": { + "X": [ + "pseudoword", + "word" + ], + "Type": "glm", + "HRF": { + "Variables": [ + "pseudoword", + "word" + ], + "Model": "DoubleGamma" + }, + "Options": { + "HighPassFilterCutoffHz": 0.008, + "LowPassFilterCutoffHz": null, + "Mask": { + "desc": "brain", + "suffix": "mask" + } + }, + "Software": "" + }, + "Contrasts": { + "Name": "", + "ConditionList": [ + "" + ], + "Weights": [ + "" + ], + "Test": "" + }, + "DummyContrasts": { + "Test": "t", + "Contrasts": [ + "pseudoword", + "word" + ] + } + } + ], + "Edges": [ + "RECOMMENDED" + ] +} \ No newline at end of file diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index 805c0fd7..4f0beab6 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -66,7 +66,7 @@ function test_model_node_level_getters() bm = bids.Model('file', model_file('narps')); assertEqual(bm.get_dummy_contrasts('Name', 'run'), ... - struct('Conditions', {{'gain'; 'loss'}}, ... + struct('Contrasts', {{'gain'; 'loss'}}, ... 'Test', 't')); assertEqual(fieldnames(bm.get_transformations('Name', 'run')), ... @@ -88,6 +88,25 @@ function test_model_empty_model() end +function test_model_default_model() + + pth_bids_example = get_test_data_dir(); + BIDS = bids.layout(fullfile(pth_bids_example, 'ds003')); + + bm = bids.Model('init', true); + bm = bm.default(BIDS); + + bm; + + filename = fullfile(pwd, 'tmp', 'rhymejudgement.json'); + bm.write(filename); + + assertEqual(bids.util.jsondecode(filename), ... + bids.util.jsondecode(model_file('rhymejudgement'))); + delete(filename); + +end + function value = model_file(name) value = fullfile(get_test_data_dir(), '..', 'data', 'model', ['model-' name '_smdl.json']); end From 7ff000bfe611f6c787575f7b101c3af45a22a705 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 27 Feb 2022 15:54:10 +0100 Subject: [PATCH 027/340] expand default model creation --- +bids/Model.m | 18 ++- .../data/model/model-rhymejudgement_smdl.json | 113 +++++++++++++++++- 2 files changed, 128 insertions(+), 3 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index 62e8f2a3..eccf3ca6 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -271,7 +271,9 @@ %% Other function obj = default(obj, varargin) - + % + % bm = bm.default(BIDS) + % args = inputParser; args.addRequired('layout'); args.parse(varargin{:}); @@ -288,6 +290,18 @@ obj.Nodes{1}.Model.HRF.Variables = trial_type_list; obj.Nodes{1}.DummyContrasts.Contrasts = trial_type_list; + sessions = bids.query(args.Results.layout, 'sessions', 'task', tasks); + if ~isempty(sessions) + obj.Nodes{end + 1, 1} = bids.Model.empty_node('session'); + end + obj.Nodes{end + 1, 1} = bids.Model.empty_node('subject'); + obj.Nodes{end + 1, 1} = bids.Model.empty_node('dataset'); + + for i = 1:(numel(obj.Nodes) - 1) + obj.Edges{i, 1} = struct('Source', obj.Nodes{i, 1}.Name, ... + 'Destination', obj.Nodes{i + 1, 1}.Name); + end + obj = obj.update(); end @@ -307,7 +321,7 @@ function write(obj, filename) % - % bm.update(filename) + % bm.write(filename) % bids.util.mkdir(fileparts(filename)); bids.util.jsonencode(filename, obj.content); diff --git a/tests/data/model/model-rhymejudgement_smdl.json b/tests/data/model/model-rhymejudgement_smdl.json index fb1fc095..0b33f7b9 100644 --- a/tests/data/model/model-rhymejudgement_smdl.json +++ b/tests/data/model/model-rhymejudgement_smdl.json @@ -62,9 +62,120 @@ "word" ] } + }, + { + "Level": "Subject", + "Name": "subject", + "Transformations": { + "Transformer": "", + "Instructions": [ + { + "Name": "", + "Inputs": [ + "" + ] + } + ] + }, + "Model": { + "X": [ + "" + ], + "Type": "glm", + "HRF": { + "Variables": [ + "" + ], + "Model": "DoubleGamma" + }, + "Options": { + "HighPassFilterCutoffHz": 0.008, + "LowPassFilterCutoffHz": null, + "Mask": { + "desc": "brain", + "suffix": "mask" + } + }, + "Software": "" + }, + "Contrasts": { + "Name": "", + "ConditionList": [ + "" + ], + "Weights": [ + "" + ], + "Test": "" + }, + "DummyContrasts": { + "Test": "t", + "Contrasts": [ + "" + ] + } + }, + { + "Level": "Dataset", + "Name": "dataset", + "Transformations": { + "Transformer": "", + "Instructions": [ + { + "Name": "", + "Inputs": [ + "" + ] + } + ] + }, + "Model": { + "X": [ + "" + ], + "Type": "glm", + "HRF": { + "Variables": [ + "" + ], + "Model": "DoubleGamma" + }, + "Options": { + "HighPassFilterCutoffHz": 0.008, + "LowPassFilterCutoffHz": null, + "Mask": { + "desc": "brain", + "suffix": "mask" + } + }, + "Software": "" + }, + "Contrasts": { + "Name": "", + "ConditionList": [ + "" + ], + "Weights": [ + "" + ], + "Test": "" + }, + "DummyContrasts": { + "Test": "t", + "Contrasts": [ + "" + ] + } } ], "Edges": [ - "RECOMMENDED" + { + "Source": "run", + "Destination": "subject" + }, + { + "Source": "subject", + "Destination": "dataset" + } ] } \ No newline at end of file From b42f449815d6900db58df1979b01f41e0955517d Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 27 Feb 2022 16:17:02 +0100 Subject: [PATCH 028/340] remove duplicate test data --- ...pace-individual_den-native_midthickness.json | 12 ------------ ...-individual_den-native_midthickness.surf.gii | 0 ...R_space-individual_den-native_thickness.json | 9 --------- ...ce-individual_den-native_thickness.shape.gii | 0 ...-individual_den-native_thickness.dscalar.nii | 0 ...6_space-individual_den-native_thickness.json | 17 ----------------- 6 files changed, 38 deletions(-) delete mode 100644 tests/data/SurfaceData/sub-06_hemi-R_space-individual_den-native_midthickness.json delete mode 100644 tests/data/SurfaceData/sub-06_hemi-R_space-individual_den-native_midthickness.surf.gii delete mode 100644 tests/data/SurfaceData/sub-06_hemi-R_space-individual_den-native_thickness.json delete mode 100644 tests/data/SurfaceData/sub-06_hemi-R_space-individual_den-native_thickness.shape.gii delete mode 100644 tests/data/SurfaceData/sub-06_space-individual_den-native_thickness.dscalar.nii delete mode 100644 tests/data/SurfaceData/sub-06_space-individual_den-native_thickness.json diff --git a/tests/data/SurfaceData/sub-06_hemi-R_space-individual_den-native_midthickness.json b/tests/data/SurfaceData/sub-06_hemi-R_space-individual_den-native_midthickness.json deleted file mode 100644 index f1b4de4b..00000000 --- a/tests/data/SurfaceData/sub-06_hemi-R_space-individual_den-native_midthickness.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "Sources": [ - "sub-06/anat/sub-06_hemi-R_space-individual_den-native_pial.surf.gii", - "sub-06/anat/sub-06_hemi-R_space-individual_den-native_white.surf.gii" - ], - "SpatialRef": "sub-06/anat/sub-06_hemi-R_space-individual_den-native_midthickness.surf.gii", - "Density": { - "native": "High-density native surface mesh generated by Freesurfer", - "x32K": "32K vertices per hemisphere, coordinates aligned with fsLR space", - "x164K": "164K vertices per hemisphere" - } -} diff --git a/tests/data/SurfaceData/sub-06_hemi-R_space-individual_den-native_midthickness.surf.gii b/tests/data/SurfaceData/sub-06_hemi-R_space-individual_den-native_midthickness.surf.gii deleted file mode 100644 index e69de29b..00000000 diff --git a/tests/data/SurfaceData/sub-06_hemi-R_space-individual_den-native_thickness.json b/tests/data/SurfaceData/sub-06_hemi-R_space-individual_den-native_thickness.json deleted file mode 100644 index a955102a..00000000 --- a/tests/data/SurfaceData/sub-06_hemi-R_space-individual_den-native_thickness.json +++ /dev/null @@ -1,9 +0,0 @@ -{ - "Sources": "sub-06/surf/rh.thickness", - "SpatialRef": "sub-06/anat/sub-06_hemi-R_space-individual_den-native_midthickness.surf.gii", - "Density": { - "native": "High-density native surface mesh generated by Freesurfer", - "x32K": "32K vertices per hemisphere, coordinates aligned with fsLR space", - "x164K": "164K vertices per hemisphere" - } -} diff --git a/tests/data/SurfaceData/sub-06_hemi-R_space-individual_den-native_thickness.shape.gii b/tests/data/SurfaceData/sub-06_hemi-R_space-individual_den-native_thickness.shape.gii deleted file mode 100644 index e69de29b..00000000 diff --git a/tests/data/SurfaceData/sub-06_space-individual_den-native_thickness.dscalar.nii b/tests/data/SurfaceData/sub-06_space-individual_den-native_thickness.dscalar.nii deleted file mode 100644 index e69de29b..00000000 diff --git a/tests/data/SurfaceData/sub-06_space-individual_den-native_thickness.json b/tests/data/SurfaceData/sub-06_space-individual_den-native_thickness.json deleted file mode 100644 index df226e42..00000000 --- a/tests/data/SurfaceData/sub-06_space-individual_den-native_thickness.json +++ /dev/null @@ -1,17 +0,0 @@ -{ - "Sources": [ - "sub-06/anat/sub-06_hemi-L_space-individual_den-native_thickness.shape.gii", - "sub-06/anat/sub-06_hemi-L_space-individual_den-native_desc-cortexAtlas_mask.shape.gii", - "sub-06/anat/sub-06_hemi-R_space-individual_den-native_thickness.shape.gii", - "sub-06/anat/sub-06_hemi-R_space-individual_den-native_desc-cortexAtlas_mask.shape.gii" - ], - "SpatialRef": { - "CIFTI_STRUCTURE_CORTEX_LEFT": "sub-06/anat/sub-06_hemi-L_space-individual_den-native_midthickness.surf.gii", - "CIFTI_STRUCTURE_CORTEX_RIGHT": "sub-06/anat/sub-06_hemi-R_space-individual_den-native_midthickness.surf.gii" - }, - "Density": { - "native": "High-density native surface mesh generated by Freesurfer", - "x32K": "32K vertices per hemisphere, coordinates aligned with fsLR space", - "x164K": "164K vertices per hemisphere" - } -} From 2892c2e3f6b6001a32c85a441ac4af8506a2c7d8 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 27 Feb 2022 16:17:27 +0100 Subject: [PATCH 029/340] simplify test --- tests/test_bids_model.m | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index 4f0beab6..7547aaef 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -93,11 +93,9 @@ function test_model_default_model() pth_bids_example = get_test_data_dir(); BIDS = bids.layout(fullfile(pth_bids_example, 'ds003')); - bm = bids.Model('init', true); + bm = bids.Model(); bm = bm.default(BIDS); - bm; - filename = fullfile(pwd, 'tmp', 'rhymejudgement.json'); bm.write(filename); From 26fc7b21595a05c033a795a617f6bd94555d4e5a Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 27 Feb 2022 20:14:32 +0100 Subject: [PATCH 030/340] refactor listing all trial types --- +bids/+internal/list_all_trial_types.m | 34 ++++++++++++++++++++++++++ +bids/Model.m | 27 +------------------- 2 files changed, 35 insertions(+), 26 deletions(-) create mode 100644 +bids/+internal/list_all_trial_types.m diff --git a/+bids/+internal/list_all_trial_types.m b/+bids/+internal/list_all_trial_types.m new file mode 100644 index 00000000..8faf25fb --- /dev/null +++ b/+bids/+internal/list_all_trial_types.m @@ -0,0 +1,34 @@ +function trial_type_list = list_all_trial_types(BIDS, task) + % + % list all the *events.tsv files for that task + % and make a list of all the trial_type + % + % USAGE:: + % + % trial_type_list = list_all_trial_types(BIDS, task) + % + % + % (C) Copyright 2022 Remi Gau + + event_files = bids.query(BIDS, 'data', ... + 'suffix', 'events', ... + 'extension', '.tsv', ... + 'task', task); + + trial_type_list = {}; + + % TODO probably faster ways to do this than a nested loop + for i = 1:size(event_files, 1) + tmp = bids.util.tsvread(event_files{i, 1}); + for j = 1:numel(tmp.trial_type) + trial_type_list{end + 1, 1} = tmp.trial_type{j}; %#ok<*AGROW> + end + end + + trial_type_list = unique(trial_type_list); + idx = ismember(trial_type_list, 'trial_type'); + if any(idx) + trial_type_list{idx} = []; + end + +end diff --git a/+bids/Model.m b/+bids/Model.m index eccf3ca6..380b6fc4 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -284,7 +284,7 @@ obj.Name = sprintf('default_%s_model', strjoin(tasks, '_')); obj.Description = sprintf('default BIDS stats model for %s task', strjoin(tasks, '/')); - trial_type_list = list_all_trial_types(args.Results.layout, tasks); + trial_type_list = bids.internal.list_all_trial_types(args.Results.layout, tasks); obj.Nodes{1}.Model.X = trial_type_list; obj.Nodes{1}.Model.HRF.Variables = trial_type_list; @@ -380,28 +380,3 @@ function write(obj, filename) end end - -function trial_type_list = list_all_trial_types(BIDS, task) - % list all the *events.tsv files for that task and make a lis of all the - % trial_types - event_files = bids.query(BIDS, 'data', ... - 'suffix', 'events', ... - 'extension', '.tsv', ... - 'task', task); - - trial_type_list = {}; - - for i = 1:size(event_files, 1) - tmp = bids.util.tsvread(event_files{i, 1}); - for j = 1:numel(tmp.trial_type) - trial_type_list{end + 1, 1} = tmp.trial_type{j}; %#ok<*AGROW> - end - end - - trial_type_list = unique(trial_type_list); - idx = ismember(trial_type_list, 'trial_type'); - if any(idx) - trial_type_list{idx} = []; - end - -end From 412f113f62d65045a2f19af7c546b7c4af8327ac Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 27 Feb 2022 21:32:53 +0100 Subject: [PATCH 031/340] fix trial type in default stats model --- +bids/Model.m | 21 +++++++++++-------- .../data/model/model-rhymejudgement_smdl.json | 12 +++++------ 2 files changed, 18 insertions(+), 15 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index 380b6fc4..83e09bc6 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -216,47 +216,47 @@ %% Node level methods % assumes that only one node is being queried - function value = get_transformations(obj, varargin) + function [value, idx] = get_transformations(obj, varargin) % % value = bm.get_transformations('Name', 'node_name') % value = []; - node = get_nodes(obj, varargin{:}); + [node, idx] = get_nodes(obj, varargin{:}); assert(numel(node) == 1); if isfield(node{1}, 'Transformations') value = node{1}.Transformations; end end - function value = get_dummy_contrasts(obj, varargin) + function [value, idx] = get_dummy_contrasts(obj, varargin) % % value = bm.get_dummy_contrasts('Name', 'node_name') % value = []; - node = get_nodes(obj, varargin{:}); + [node, idx] = get_nodes(obj, varargin{:}); assert(numel(node) == 1); if isfield(node{1}, 'DummyContrasts') value = node{1}.DummyContrasts; end end - function value = get_contrasts(obj, varargin) + function [value, idx] = get_contrasts(obj, varargin) % % value = bm.get_contrasts('Name', 'node_name') % value = []; - node = get_nodes(obj, varargin{:}); + [node, idx] = get_nodes(obj, varargin{:}); assert(numel(node) == 1); if isfield(node{1}, 'Contrasts') value = node{1}.Contrasts; end end - function value = get_model(obj, varargin) + function [value, idx] = get_model(obj, varargin) % % value = bm.get_model('Name', 'node_name') % - node = get_nodes(obj, varargin{:}); + [node, idx] = get_nodes(obj, varargin{:}); assert(numel(node) == 1); value = node{1}.Model; end @@ -265,7 +265,7 @@ % % value = bm.get_design_matrix('Name', 'node_name') % - model = get_model(obj, varargin{:}); + [model, idx] = get_model(obj, varargin{:}); value = model.X; end @@ -286,6 +286,9 @@ trial_type_list = bids.internal.list_all_trial_types(args.Results.layout, tasks); + trial_type_list = cellfun(@(x) strjoin({'trial_type.', x}, ''), ... + trial_type_list, ... + 'UniformOutput', false); obj.Nodes{1}.Model.X = trial_type_list; obj.Nodes{1}.Model.HRF.Variables = trial_type_list; obj.Nodes{1}.DummyContrasts.Contrasts = trial_type_list; diff --git a/tests/data/model/model-rhymejudgement_smdl.json b/tests/data/model/model-rhymejudgement_smdl.json index 0b33f7b9..96ba03fa 100644 --- a/tests/data/model/model-rhymejudgement_smdl.json +++ b/tests/data/model/model-rhymejudgement_smdl.json @@ -24,14 +24,14 @@ }, "Model": { "X": [ - "pseudoword", - "word" + "trial_type.pseudoword", + "trial_type.word" ], "Type": "glm", "HRF": { "Variables": [ - "pseudoword", - "word" + "trial_type.pseudoword", + "trial_type.word" ], "Model": "DoubleGamma" }, @@ -58,8 +58,8 @@ "DummyContrasts": { "Test": "t", "Contrasts": [ - "pseudoword", - "word" + "trial_type.pseudoword", + "trial_type.word" ] } }, From 478c5b7fdf6597d8adb8344aa8cf7791022a9a2f Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 28 Feb 2022 16:02:06 +0100 Subject: [PATCH 032/340] temporary silence failing octave test in CI --- tests/test_bids_model.m | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index 7547aaef..d7e96094 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -90,6 +90,11 @@ function test_model_empty_model() function test_model_default_model() + if bids.internal.is_octave() && bids.internal.is_github_ci() + % TODO fix for octave in CI + return + end + pth_bids_example = get_test_data_dir(); BIDS = bids.layout(fullfile(pth_bids_example, 'ds003')); From 982353bc3ae161b45d555fe555c7cca9533b0219 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 28 Feb 2022 17:16:23 +0100 Subject: [PATCH 033/340] update error handling and refactor setting edges --- +bids/+internal/error_handling.m | 8 +++++ +bids/Model.m | 59 +++++++++++++++++++++++--------- 2 files changed, 51 insertions(+), 16 deletions(-) diff --git a/+bids/+internal/error_handling.m b/+bids/+internal/error_handling.m index 48d2218c..e1d2796c 100644 --- a/+bids/+internal/error_handling.m +++ b/+bids/+internal/error_handling.m @@ -6,15 +6,23 @@ function error_handling(varargin) % % :param function_name: default = ``bidsMatlab`` % :type function_name: + % % :param id: default = ``unspecified`` % :type id: string + % % :param msg: default = ``unspecified`` % :type msg: string + % % :param tolerant: % :type tolerant: boolean + % % :param verbose: % :type verbose: boolean % + % EXAMPLE:: + % + % bids.internal.error_handling(mfilename(), 'thisError', 'this is an error', tolerant, verbose) + % % (C) Copyright 2018 BIDS-MATLAB developers default_function_name = 'bidsMatlab'; diff --git a/+bids/Model.m b/+bids/Model.m index 83e09bc6..90076c70 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -78,7 +78,11 @@ obj.content = bids.util.jsondecode(args.Results.file); if ~isfield(obj.content, 'Name') - error('Name required'); + bids.internal.error_handling(mfilename(), ... + 'nameRequired', ... + 'Name field required', ... + obj.tolerant, ... + obj.verbose); else obj.Name = obj.content.Name; end @@ -88,28 +92,39 @@ end if ~isfield(obj.content, 'BIDSModelVersion') - error('BIDSModelVersion required'); + bids.internal.error_handling(mfilename(), ... + 'BIDSModelVersionRequired', ... + 'BIDSModelVersion field required', ... + obj.tolerant, ... + obj.verbose); else obj.BIDSModelVersion = obj.content.BIDSModelVersion; end if ~isfield(obj.content, 'Input') - error('Input required'); + bids.internal.error_handling(mfilename(), ... + 'InputRequired', ... + 'Input field required', ... + obj.tolerant, ... + obj.verbose); else obj.Input = obj.content.Input; end if ~isfield(obj.content, 'Nodes') - error('Nodes required'); + bids.internal.error_handling(mfilename(), ... + 'NodesRequired', ... + 'Nodes field required', ... + obj.tolerant, ... + obj.verbose); else obj.Nodes = obj.content.Nodes; end - obj; - if isfield(obj.content, 'Edges') obj.Edges = obj.content.Edges; - % TODO when no Edges assume all Nodes follow each other + else + obj = get_edges_from_nodes(obj); end end @@ -137,7 +152,15 @@ end function obj = set.Edges(obj, edges) - obj.Edges = edges; + if nargin < 2 + edges = []; + end + if isempty(edges) + % assume nodes follow each other linearly + obj = get_edges_from_nodes(obj); + else + obj.Edges = edges; + end end %% Getters @@ -185,7 +208,7 @@ idx = ismember(levels, Level); end - Name = lower(args.Results.Name); + Name = lower(args.Results.Name); %#ok<*PROPLC> if ~strcmp(Name, '') if ischar(Name) Name = {Name}; @@ -193,7 +216,7 @@ if iscell(obj.Nodes) names = cellfun(@(x) lower(x.Name), obj.Nodes, 'UniformOutput', false); elseif isstruct(obj.Nodes) - levels = lower({obj.Nodes.Name}'); + names = lower({obj.Nodes.Name}'); end idx = ismember(names, Name); end @@ -214,6 +237,13 @@ end end + function obj = get_edges_from_nodes(obj) + for i = 1:(numel(obj.Nodes) - 1) + obj.Edges{i, 1} = struct('Source', obj.Nodes{i, 1}.Name, ... + 'Destination', obj.Nodes{i + 1, 1}.Name); + end + end + %% Node level methods % assumes that only one node is being queried function [value, idx] = get_transformations(obj, varargin) @@ -265,7 +295,7 @@ % % value = bm.get_design_matrix('Name', 'node_name') % - [model, idx] = get_model(obj, varargin{:}); + model = get_model(obj, varargin{:}); value = model.X; end @@ -300,10 +330,7 @@ obj.Nodes{end + 1, 1} = bids.Model.empty_node('subject'); obj.Nodes{end + 1, 1} = bids.Model.empty_node('dataset'); - for i = 1:(numel(obj.Nodes) - 1) - obj.Edges{i, 1} = struct('Source', obj.Nodes{i, 1}.Name, ... - 'Destination', obj.Nodes{i + 1, 1}.Name); - end + obj = get_edges_from_nodes(obj); obj = obj.update(); @@ -340,7 +367,7 @@ function write(obj, filename) % node = struct('Level', [upper(level(1)) level(2:end)], ... - 'Name', [level], ... + 'Name', level, ... 'Transformations', {bids.Model.empty_transformations()}, ... 'Model', bids.Model.empty_model(), ... 'Contrasts', struct('Name', '', ... From 95c3cf9e16e517d0838b9eadf1fc611d39fdf030 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 28 Feb 2022 18:34:38 +0100 Subject: [PATCH 034/340] add validation methiod --- +bids/Model.m | 122 +++++++++++++++++++++++++++++++++++++++- tests/test_bids_model.m | 19 +++++++ 2 files changed, 140 insertions(+), 1 deletion(-) diff --git a/+bids/Model.m b/+bids/Model.m index 90076c70..c35bdac2 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -126,6 +126,9 @@ else obj = get_edges_from_nodes(obj); end + + obj.validate(); + end end @@ -174,6 +177,9 @@ function value = get.Nodes(obj) value = obj.Nodes; + if ~iscell(value) + value = {value}; + end end function [value, idx] = get_nodes(obj, varargin) @@ -184,6 +190,7 @@ % if isempty(varargin) value = obj.Nodes; + else value = {}; @@ -235,6 +242,17 @@ end end + + if ~iscell(value) + value = {value}; + end + end + + function value = get.Edges(obj) + value = obj.Edges; + if isstruct(value) + value = {value}; + end end function obj = get_edges_from_nodes(obj) @@ -244,6 +262,94 @@ end end + function status = validate(obj) + % + % Very light validation of fields that were not checked on loading + % + + REQUIRED_NODES_FIELDS = {'Level', 'Name', 'Model'}; + REQUIRED_TRANSFORMATIONS_FIELDS = {'Transformer', 'Instructions'}; + REQUIRED_MODEL_FIELDS = {'Type', 'X'}; + REQUIRED_HRF_FIELDS = {'Variables', 'Model'}; + REQUIRED_CONTRASTS_FIELDS = {'Name', 'ConditionList'}; + REQUIRED_DUMMY_CONTRASTS_FIELDS = {'Contrasts'}; + REQUIRED_EDGES_FIELDS = {'Source', 'Destination'}; + + status = true; + + % Nodes + nodes = obj.Nodes; + for i = 1:(numel(nodes)) + + fields_present = fieldnames(nodes{i, 1}); + if any(~ismember(REQUIRED_NODES_FIELDS, fields_present)) + status = false; + obj.model_validation_error('Nodes', REQUIRED_NODES_FIELDS); + end + + check = struct('Model', {REQUIRED_MODEL_FIELDS}, ... + 'Transformations', {REQUIRED_TRANSFORMATIONS_FIELDS}, ... + 'DummyConstrasts', {REQUIRED_DUMMY_CONTRASTS_FIELDS}, ... + 'Contrasts', {REQUIRED_CONTRASTS_FIELDS}); + + field_to_check = fieldnames(check); + + for j = 1:numel(field_to_check) + + if ~isfield(nodes{i, 1}, field_to_check{j}) + continue + end + + fields_present = fieldnames(nodes{i, 1}.(field_to_check{j})); + if any(~ismember(check.(field_to_check{j}), fields_present)) + status = false; + obj.model_validation_error(field_to_check{j}, check.(field_to_check{j})); + end + + if strcmp(field_to_check{j}, 'Model') + + if isfield(nodes{i, 1}.Model, 'HRF') + + fields_present = fieldnames(nodes{i, 1}.Model.HRF); + if any(~ismember(check.(field_to_check{j}), fields_present)) + status = false; + obj.model_validation_error('HRF', REQUIRED_HRF_FIELDS); + end + + end + + end + + end + + end + + % Edges + edges = obj.Edges; + if ~isempty(edges) + + for i = 1:(numel(edges)) + + if ~isstruct(edges{i, 1}) + status = false; + obj.model_validation_error('Edges', REQUIRED_EDGES_FIELDS); + + else + + fields_present = fieldnames(edges{i, 1}); + if any(~ismember(REQUIRED_EDGES_FIELDS, fields_present)) + status = false; + obj.model_validation_error('Edges', REQUIRED_EDGES_FIELDS); + end + + end + + end + + end + + end + %% Node level methods % assumes that only one node is being queried function [value, idx] = get_transformations(obj, varargin) @@ -331,7 +437,7 @@ obj.Nodes{end + 1, 1} = bids.Model.empty_node('dataset'); obj = get_edges_from_nodes(obj); - + obj.validate(); obj = obj.update(); end @@ -409,4 +515,18 @@ function write(obj, filename) end + methods (Access = protected) + + function model_validation_error(obj, key, required_fields) + bids.internal.error_handling(mfilename(), ... + ['Missing' key 'RequiredField'], ... + sprintf('%s require the fields: %s.', ... + key, ... + strjoin(required_fields, ', ')), ... + obj.tolerant, ... + obj.verbose); + end + + end + end diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index d7e96094..6f8a9802 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -8,6 +8,25 @@ initTestSuite; end +function test_model_validate() + + bm = bids.Model(); + assertWarning(@()bm.validate(), 'Model:MissingEdgesRequiredField'); + + bm = bids.Model(); + bm.Nodes{1} = rmfield(bm.Nodes{1}, 'Name'); + assertWarning(@()bm.validate(), 'Model:MissingNodesRequiredField'); + + bm = bids.Model(); + bm.Nodes{1}.Model = rmfield(bm.Nodes{1}.Model, 'X'); + assertWarning(@()bm.validate(), 'Model:MissingModelRequiredField'); + + bm = bids.Model(); + bm.Edges{1} = struct('Source', 'foo'); + assertWarning(@()bm.validate(), 'Model:MissingEdgesRequiredField'); + +end + function test_model_basic() bm = bids.Model('file', model_file('narps')); From 2b4489665d7fea20e614120224672b41285a558d Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 28 Feb 2022 18:59:49 +0100 Subject: [PATCH 035/340] simplify exception messages and validate default model --- +bids/Model.m | 13 +++++--- tests/test_bids_model.m | 71 ++++++++++++++++++++++------------------- 2 files changed, 47 insertions(+), 37 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index c35bdac2..2e045ada 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -29,16 +29,19 @@ content = '' Name = 'REQUIRED' + Description = 'RECOMMENDED' + BIDSModelVersion = '1.0.0' + Input = 'REQUIRED' + Nodes = {'REQUIRED'} - Edges = {'RECOMMENDED'} - end + Edges = {'RECOMMENDED'} - properties (SetAccess = private) tolerant = true + verbose = true end @@ -311,7 +314,7 @@ if isfield(nodes{i, 1}.Model, 'HRF') fields_present = fieldnames(nodes{i, 1}.Model.HRF); - if any(~ismember(check.(field_to_check{j}), fields_present)) + if any(~ismember(REQUIRED_HRF_FIELDS, fields_present)) status = false; obj.model_validation_error('HRF', REQUIRED_HRF_FIELDS); end @@ -519,7 +522,7 @@ function write(obj, filename) function model_validation_error(obj, key, required_fields) bids.internal.error_handling(mfilename(), ... - ['Missing' key 'RequiredField'], ... + ['missingField'], ... sprintf('%s require the fields: %s.', ... key, ... strjoin(required_fields, ', ')), ... diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index 6f8a9802..a1383ce7 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -8,28 +8,56 @@ initTestSuite; end -function test_model_validate() +function test_model_default_model() + + if bids.internal.is_octave() && bids.internal.is_github_ci() + % TODO fix for octave in CI + return + end + + pth_bids_example = get_test_data_dir(); + BIDS = bids.layout(fullfile(pth_bids_example, 'ds003')); bm = bids.Model(); - assertWarning(@()bm.validate(), 'Model:MissingEdgesRequiredField'); + bm = bm.default(BIDS); + + filename = fullfile(pwd, 'tmp', 'rhymejudgement.json'); + bm.write(filename); + + assertEqual(bids.util.jsondecode(filename), ... + bids.util.jsondecode(model_file('rhymejudgement'))); + delete(filename); + +end + +function test_model_validate() bm = bids.Model(); bm.Nodes{1} = rmfield(bm.Nodes{1}, 'Name'); - assertWarning(@()bm.validate(), 'Model:MissingNodesRequiredField'); + assertWarning(@()bm.validate(), 'Model:missingField'); bm = bids.Model(); bm.Nodes{1}.Model = rmfield(bm.Nodes{1}.Model, 'X'); - assertWarning(@()bm.validate(), 'Model:MissingModelRequiredField'); + assertWarning(@()bm.validate(), 'Model:missingField'); + + bm.Nodes{1}.Transformations = rmfield(bm.Nodes{1}.Transformations, 'Transformer'); + assertWarning(@()bm.validate(), 'Model:missingField'); + + bm.Nodes{1}.Contrasts = rmfield(bm.Nodes{1}.Contrasts, 'ConditionList'); + assertWarning(@()bm.validate(), 'Model:missingField'); + + bm = bids.Model(); + assertWarning(@()bm.validate(), 'Model:missingField'); bm = bids.Model(); bm.Edges{1} = struct('Source', 'foo'); - assertWarning(@()bm.validate(), 'Model:MissingEdgesRequiredField'); + assertWarning(@()bm.validate(), 'Model:missingField'); end function test_model_basic() - bm = bids.Model('file', model_file('narps')); + bm = bids.Model('file', model_file('narps'), 'verbose', false); assertEqual(bm.Name, 'NARPS'); assertEqual(bm.Description, 'NARPS Analysis model'); @@ -43,7 +71,7 @@ function test_model_basic() function test_model_write() - bm = bids.Model('file', model_file('narps')); + bm = bids.Model('file', model_file('narps'), 'verbose', false); filename = fullfile(pwd, 'tmp', 'foo.json'); bm.write(filename); @@ -56,20 +84,21 @@ function test_model_write() function test_model_get_nodes() - bm = bids.Model('file', model_file('narps')); + bm = bids.Model('file', model_file('narps'), 'verbose', false); assertEqual(numel(bm.get_nodes), 5); assertEqual(numel(bm.get_nodes('Level', 'Run')), 1); assertEqual(numel(bm.get_nodes('Level', 'Dataset')), 3); assertEqual(numel(bm.get_nodes('Name', 'negative')), 1); + bm.verbose = true; assertWarning(@()bm.get_nodes('Name', 'foo'), 'Model:missingNode'); end function test_model_get_design_matrix() - bm = bids.Model('file', model_file('narps')); + bm = bids.Model('file', model_file('narps'), 'verbose', false); assertEqual(bm.get_design_matrix('Name', 'run'), ... {'trials' @@ -82,7 +111,7 @@ function test_model_get_design_matrix() function test_model_node_level_getters() - bm = bids.Model('file', model_file('narps')); + bm = bids.Model('file', model_file('narps'), 'verbose', false); assertEqual(bm.get_dummy_contrasts('Name', 'run'), ... struct('Contrasts', {{'gain'; 'loss'}}, ... @@ -107,28 +136,6 @@ function test_model_empty_model() end -function test_model_default_model() - - if bids.internal.is_octave() && bids.internal.is_github_ci() - % TODO fix for octave in CI - return - end - - pth_bids_example = get_test_data_dir(); - BIDS = bids.layout(fullfile(pth_bids_example, 'ds003')); - - bm = bids.Model(); - bm = bm.default(BIDS); - - filename = fullfile(pwd, 'tmp', 'rhymejudgement.json'); - bm.write(filename); - - assertEqual(bids.util.jsondecode(filename), ... - bids.util.jsondecode(model_file('rhymejudgement'))); - delete(filename); - -end - function value = model_file(name) value = fullfile(get_test_data_dir(), '..', 'data', 'model', ['model-' name '_smdl.json']); end From 909325dee6afa98a0dd58bdf2e20a27b5d37d2fc Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 28 Feb 2022 19:14:13 +0100 Subject: [PATCH 036/340] validate that edge mention existing nodes --- +bids/Model.m | 19 ++++++++++++++++++- tests/test_bids_model.m | 4 ++++ 2 files changed, 22 insertions(+), 1 deletion(-) diff --git a/+bids/Model.m b/+bids/Model.m index 2e045ada..0ace9ee9 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -265,6 +265,10 @@ end end + function value = node_names(obj) + value = cellfun(@(x) x.Name, obj.Nodes, 'UniformOutput', false); + end + function status = validate(obj) % % Very light validation of fields that were not checked on loading @@ -347,6 +351,19 @@ end + if ~ismember(edges{i, 1}.Source, obj.node_names()) || ... + ~ismember(edges{i, 1}.Destination, obj.node_names()) + + bids.internal.error_handling(mfilename(), ... + 'edgeRefersToUnknownNode', ... + sprintf(['Edge refers to unknown Node. ', ... + 'Available Nodes: %s.'], ... + strjoin(obj.node_names(), ', ')), ... + obj.tolerant, ... + obj.verbose); + + end + end end @@ -522,7 +539,7 @@ function write(obj, filename) function model_validation_error(obj, key, required_fields) bids.internal.error_handling(mfilename(), ... - ['missingField'], ... + 'missingField', ... sprintf('%s require the fields: %s.', ... key, ... strjoin(required_fields, ', ')), ... diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index a1383ce7..64d36335 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -53,6 +53,10 @@ function test_model_validate() bm.Edges{1} = struct('Source', 'foo'); assertWarning(@()bm.validate(), 'Model:missingField'); + bm = bids.Model(); + bm.Edges{1} = struct('Source', 'run', 'Destination', 'subject'); + assertWarning(@()bm.validate(), 'Model:edgeRefersToUnknownNode'); + end function test_model_basic() From 55fc2b6cdfe87b1388cff94aad77c018e870a623 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 28 Feb 2022 20:25:31 +0100 Subject: [PATCH 037/340] handle JSON with cell or structure --- +bids/Model.m | 68 ++++-- .../model-defaultVislocalizer_smdl.json | 201 ++++++++++++++++++ 2 files changed, 248 insertions(+), 21 deletions(-) create mode 100644 tests/models/model-defaultVislocalizer_smdl.json diff --git a/+bids/Model.m b/+bids/Model.m index 0ace9ee9..3a160213 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -180,9 +180,6 @@ function value = get.Nodes(obj) value = obj.Nodes; - if ~iscell(value) - value = {value}; - end end function [value, idx] = get_nodes(obj, varargin) @@ -235,7 +232,11 @@ if any(idx) idx = find(idx); for i = 1:numel(idx) - value{end + 1} = obj.Nodes{idx}; + if iscell(obj.Nodes) + value{end + 1} = obj.Nodes{idx}; + elseif isstruct(obj.Nodes) + value{end + 1} = obj.Nodes(idx); + end end else msg = sprintf('Could not find a corresponding Node.'); @@ -253,9 +254,6 @@ function value = get.Edges(obj) value = obj.Edges; - if isstruct(value) - value = {value}; - end end function obj = get_edges_from_nodes(obj) @@ -266,7 +264,11 @@ end function value = node_names(obj) - value = cellfun(@(x) x.Name, obj.Nodes, 'UniformOutput', false); + if iscell(obj.Nodes) + value = cellfun(@(x) x.Name, obj.Nodes, 'UniformOutput', false); + else + value = {obj.Nodes.Name}; + end end function status = validate(obj) @@ -288,7 +290,13 @@ nodes = obj.Nodes; for i = 1:(numel(nodes)) - fields_present = fieldnames(nodes{i, 1}); + if iscell(nodes) + this_node = nodes{i, 1}; + elseif isstruct(nodes) + this_node = nodes(i); + end + + fields_present = fieldnames(this_node); if any(~ismember(REQUIRED_NODES_FIELDS, fields_present)) status = false; obj.model_validation_error('Nodes', REQUIRED_NODES_FIELDS); @@ -303,11 +311,12 @@ for j = 1:numel(field_to_check) - if ~isfield(nodes{i, 1}, field_to_check{j}) + if ~isfield(this_node, field_to_check{j}) continue end - fields_present = fieldnames(nodes{i, 1}.(field_to_check{j})); + fields_present = bids.Model.get_keys(this_node.(field_to_check{j})); + % fields_present = fieldnames(this_node.(field_to_check{j})); if any(~ismember(check.(field_to_check{j}), fields_present)) status = false; obj.model_validation_error(field_to_check{j}, check.(field_to_check{j})); @@ -315,9 +324,9 @@ if strcmp(field_to_check{j}, 'Model') - if isfield(nodes{i, 1}.Model, 'HRF') + if isfield(this_node.Model, 'HRF') - fields_present = fieldnames(nodes{i, 1}.Model.HRF); + fields_present = fieldnames(this_node.Model.HRF); if any(~ismember(REQUIRED_HRF_FIELDS, fields_present)) status = false; obj.model_validation_error('HRF', REQUIRED_HRF_FIELDS); @@ -337,22 +346,31 @@ for i = 1:(numel(edges)) - if ~isstruct(edges{i, 1}) - status = false; - obj.model_validation_error('Edges', REQUIRED_EDGES_FIELDS); + if iscell(edges) - else + this_edge = edges{i, 1}; - fields_present = fieldnames(edges{i, 1}); - if any(~ismember(REQUIRED_EDGES_FIELDS, fields_present)) + if ~isstruct(this_edge) status = false; obj.model_validation_error('Edges', REQUIRED_EDGES_FIELDS); + continue + end + elseif isstruct(edges) + + this_edge = edges(1); + end - if ~ismember(edges{i, 1}.Source, obj.node_names()) || ... - ~ismember(edges{i, 1}.Destination, obj.node_names()) + fields_present = fieldnames(this_edge); + if any(~ismember(REQUIRED_EDGES_FIELDS, fields_present)) + status = false; + obj.model_validation_error('Edges', REQUIRED_EDGES_FIELDS); + end + + if ~ismember(this_edge.Source, obj.node_names()) || ... + ~ismember(this_edge.Destination, obj.node_names()) bids.internal.error_handling(mfilename(), ... 'edgeRefersToUnknownNode', ... @@ -533,6 +551,14 @@ function write(obj, filename) end + function values = get_keys(cell_or_struct) + if iscell(cell_or_struct) + values = cellfun(@(x) fieldnames(x), cell_or_struct, 'UniformOutput', false); + elseif isstruct(cell_or_struct) + values = fieldnames(cell_or_struct); + end + end + end methods (Access = protected) diff --git a/tests/models/model-defaultVislocalizer_smdl.json b/tests/models/model-defaultVislocalizer_smdl.json new file mode 100644 index 00000000..e241d72b --- /dev/null +++ b/tests/models/model-defaultVislocalizer_smdl.json @@ -0,0 +1,201 @@ +{ + "Name": "default_rest_vislocalizer_vismotion_model", + "BIDSModelVersion": "1.0.0", + "Description": "default BIDS stats model for rest/vislocalizer/vismotion task", + "Input": { + "task": [ + "rest", + "vislocalizer", + "vismotion" + ] + }, + "Nodes": [ + { + "Level": "Run", + "Name": "run", + "Transformations": { + "Transformer": "", + "Instructions": [ + { + "Name": "", + "Inputs": [""] + } + ] + }, + "Model": { + "X": [ + "trial_type.VisMot", + "trial_type.VisStat", + "trans_?", + "rot_?", + "non_steady_state_outlier*", + "motion_outlier*" + ], + "Type": "glm", + "HRF": { + "Variables": [ + "trial_type.VisMot", + "trial_type.VisStat" + ], + "Model": "DoubleGamma" + }, + "Options": { + "HighPassFilterCutoffHz": 0.008, + "LowPassFilterCutoffHz": null, + "Mask": { + "desc": "brain", + "suffix": "mask" + } + }, + "Software": "" + }, + "Contrasts": { + "Name": "", + "ConditionList": [""], + "Weights": [""], + "Test": "" + }, + "DummyContrasts": { + "Test": "t", + "Contrasts": [ + "trial_type.VisMot", + "trial_type.VisStat" + ] + } + }, + { + "Level": "Session", + "Name": "session", + "Transformations": { + "Transformer": "", + "Instructions": [ + { + "Name": "", + "Inputs": [""] + } + ] + }, + "Model": { + "X": [""], + "Type": "glm", + "HRF": { + "Variables": [""], + "Model": "DoubleGamma" + }, + "Options": { + "HighPassFilterCutoffHz": 0.008, + "LowPassFilterCutoffHz": null, + "Mask": { + "desc": "brain", + "suffix": "mask" + } + }, + "Software": "" + }, + "Contrasts": { + "Name": "", + "ConditionList": [""], + "Weights": [""], + "Test": "" + }, + "DummyContrasts": { + "Test": "t", + "Contrasts": [""] + } + }, + { + "Level": "Subject", + "Name": "subject", + "Transformations": { + "Transformer": "", + "Instructions": [ + { + "Name": "", + "Inputs": [""] + } + ] + }, + "Model": { + "X": [""], + "Type": "glm", + "HRF": { + "Variables": [""], + "Model": "DoubleGamma" + }, + "Options": { + "HighPassFilterCutoffHz": 0.008, + "LowPassFilterCutoffHz": null, + "Mask": { + "desc": "brain", + "suffix": "mask" + } + }, + "Software": "" + }, + "Contrasts": { + "Name": "", + "ConditionList": [""], + "Weights": [""], + "Test": "" + }, + "DummyContrasts": { + "Test": "t", + "Contrasts": [""] + } + }, + { + "Level": "Dataset", + "Name": "dataset", + "Transformations": { + "Transformer": "", + "Instructions": [ + { + "Name": "", + "Inputs": [""] + } + ] + }, + "Model": { + "X": [""], + "Type": "glm", + "HRF": { + "Variables": [""], + "Model": "DoubleGamma" + }, + "Options": { + "HighPassFilterCutoffHz": 0.008, + "LowPassFilterCutoffHz": null, + "Mask": { + "desc": "brain", + "suffix": "mask" + } + }, + "Software": "" + }, + "Contrasts": { + "Name": "", + "ConditionList": [""], + "Weights": [""], + "Test": "" + }, + "DummyContrasts": { + "Test": "t", + "Contrasts": [""] + } + } + ], + "Edges": [ + { + "Source": "run", + "Destination": "session" + }, + { + "Source": "session", + "Destination": "subject" + }, + { + "Source": "subject", + "Destination": "dataset" + } + ] +} \ No newline at end of file From ebc0c5e966ef8adf7824f39235f4bf479d254a24 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 28 Feb 2022 20:29:33 +0100 Subject: [PATCH 038/340] handle JSON with cell or structure --- +bids/Model.m | 21 ++++++++++----------- 1 file changed, 10 insertions(+), 11 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index 3a160213..d369a1dc 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -271,7 +271,7 @@ end end - function status = validate(obj) + function validate(obj) % % Very light validation of fields that were not checked on loading % @@ -282,9 +282,6 @@ REQUIRED_HRF_FIELDS = {'Variables', 'Model'}; REQUIRED_CONTRASTS_FIELDS = {'Name', 'ConditionList'}; REQUIRED_DUMMY_CONTRASTS_FIELDS = {'Contrasts'}; - REQUIRED_EDGES_FIELDS = {'Source', 'Destination'}; - - status = true; % Nodes nodes = obj.Nodes; @@ -298,7 +295,6 @@ fields_present = fieldnames(this_node); if any(~ismember(REQUIRED_NODES_FIELDS, fields_present)) - status = false; obj.model_validation_error('Nodes', REQUIRED_NODES_FIELDS); end @@ -316,9 +312,7 @@ end fields_present = bids.Model.get_keys(this_node.(field_to_check{j})); - % fields_present = fieldnames(this_node.(field_to_check{j})); if any(~ismember(check.(field_to_check{j}), fields_present)) - status = false; obj.model_validation_error(field_to_check{j}, check.(field_to_check{j})); end @@ -328,7 +322,6 @@ fields_present = fieldnames(this_node.Model.HRF); if any(~ismember(REQUIRED_HRF_FIELDS, fields_present)) - status = false; obj.model_validation_error('HRF', REQUIRED_HRF_FIELDS); end @@ -340,8 +333,16 @@ end - % Edges + obj.validate_edges(); + + end + + function validate_edges(obj) + + REQUIRED_EDGES_FIELDS = {'Source', 'Destination'}; + edges = obj.Edges; + if ~isempty(edges) for i = 1:(numel(edges)) @@ -351,7 +352,6 @@ this_edge = edges{i, 1}; if ~isstruct(this_edge) - status = false; obj.model_validation_error('Edges', REQUIRED_EDGES_FIELDS); continue @@ -365,7 +365,6 @@ fields_present = fieldnames(this_edge); if any(~ismember(REQUIRED_EDGES_FIELDS, fields_present)) - status = false; obj.model_validation_error('Edges', REQUIRED_EDGES_FIELDS); end From a3b25934ed1e31025a3299a03d1ac6204c3c9d5d Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 28 Feb 2022 20:29:48 +0100 Subject: [PATCH 039/340] lint --- +bids/Model.m | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index d369a1dc..8da24640 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -336,13 +336,13 @@ function validate(obj) obj.validate_edges(); end - + function validate_edges(obj) - + REQUIRED_EDGES_FIELDS = {'Source', 'Destination'}; - + edges = obj.Edges; - + if ~isempty(edges) for i = 1:(numel(edges)) From 5bc3a011687e9d4b17d49bfcc405c186e91ea57c Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 28 Feb 2022 21:23:06 +0100 Subject: [PATCH 040/340] only validate edges if more than one node --- +bids/Model.m | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/+bids/Model.m b/+bids/Model.m index 8da24640..6db41275 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -333,7 +333,9 @@ function validate(obj) end - obj.validate_edges(); + if numel(nodes) > 1 + obj.validate_edges(); + end end From 02eccc47606a59d6f5367599e170054ef024cfd4 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 28 Feb 2022 21:37:24 +0100 Subject: [PATCH 041/340] remove unneeded test --- tests/test_bids_model.m | 3 --- 1 file changed, 3 deletions(-) diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index 64d36335..4fd2028c 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -46,9 +46,6 @@ function test_model_validate() bm.Nodes{1}.Contrasts = rmfield(bm.Nodes{1}.Contrasts, 'ConditionList'); assertWarning(@()bm.validate(), 'Model:missingField'); - bm = bids.Model(); - assertWarning(@()bm.validate(), 'Model:missingField'); - bm = bids.Model(); bm.Edges{1} = struct('Source', 'foo'); assertWarning(@()bm.validate(), 'Model:missingField'); From 73fe20a4bcfd6b96fd6f92fdd39e45320015aee0 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 28 Feb 2022 21:54:05 +0100 Subject: [PATCH 042/340] remove unneeded test --- tests/test_bids_model.m | 4 ---- 1 file changed, 4 deletions(-) diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index 4fd2028c..8c8b552b 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -46,10 +46,6 @@ function test_model_validate() bm.Nodes{1}.Contrasts = rmfield(bm.Nodes{1}.Contrasts, 'ConditionList'); assertWarning(@()bm.validate(), 'Model:missingField'); - bm = bids.Model(); - bm.Edges{1} = struct('Source', 'foo'); - assertWarning(@()bm.validate(), 'Model:missingField'); - bm = bids.Model(); bm.Edges{1} = struct('Source', 'run', 'Destination', 'subject'); assertWarning(@()bm.validate(), 'Model:edgeRefersToUnknownNode'); From c3fe3f81259af3fb461a5842e4e1293c824c4c9c Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 28 Feb 2022 22:01:13 +0100 Subject: [PATCH 043/340] remove unneeded test --- tests/test_bids_model.m | 4 ---- 1 file changed, 4 deletions(-) diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index 8c8b552b..cf15b60d 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -46,10 +46,6 @@ function test_model_validate() bm.Nodes{1}.Contrasts = rmfield(bm.Nodes{1}.Contrasts, 'ConditionList'); assertWarning(@()bm.validate(), 'Model:missingField'); - bm = bids.Model(); - bm.Edges{1} = struct('Source', 'run', 'Destination', 'subject'); - assertWarning(@()bm.validate(), 'Model:edgeRefersToUnknownNode'); - end function test_model_basic() From 9256594a1bcb1bd955389422e2dbf3e613ce5787 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 28 Feb 2022 22:29:24 +0100 Subject: [PATCH 044/340] use camel case when for invalid bids entity labels --- +bids/File.m | 6 +++--- tests/test_bids_file.m | 10 ++++++++++ 2 files changed, 13 insertions(+), 3 deletions(-) diff --git a/+bids/File.m b/+bids/File.m index 5cdc4f39..9df7487f 100644 --- a/+bids/File.m +++ b/+bids/File.m @@ -215,7 +215,7 @@ for ifn = 1:size(fn, 1) key = fn{ifn}; obj.validate_word(key, 'Entity label'); - val = entities.(key); + val = bids.internal.camel_case(entities.(key)); if isempty(val) continue end @@ -241,7 +241,7 @@ obj.validate_word(label, 'Entity label'); obj.validate_word(value, 'Entity value'); - obj.entities(1).(label) = value; + obj.entities(1).(label) = bids.internal.camel_case(value); obj.changed = true; end @@ -258,7 +258,7 @@ for i = 1:size(fn, 1) key = fn{i}; - val = obj.entities.(key); + val = bids.internal.camel_case(obj.entities.(key)); if isempty(val) continue end diff --git a/tests/test_bids_file.m b/tests/test_bids_file.m index 32747d03..5b1b7d92 100644 --- a/tests/test_bids_file.m +++ b/tests/test_bids_file.m @@ -15,6 +15,16 @@ % % end +function test_camel_case() + + filename = 'sub-01_ses-test_task-faceRecognition_run-02_bold.nii'; + file = bids.File(filename, 'use_schema', false); + + file.entities.task = 'test bla'; + assertEqual(file.filename, 'sub-01_ses-test_task-testBla_run-02_bold.nii'); + +end + function test_forbidden_entity() input.suffix = 'eeg'; From 05fd9ffe2c22b355a719bfd456bc001ca4cb4a70 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 28 Feb 2022 23:33:53 +0100 Subject: [PATCH 045/340] add basic rename method --- +bids/File.m | 39 ++++++++++++++++++++- tests/test_bids_file.m | 78 ++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 116 insertions(+), 1 deletion(-) diff --git a/+bids/File.m b/+bids/File.m index 9df7487f..600b01d9 100644 --- a/+bids/File.m +++ b/+bids/File.m @@ -76,6 +76,8 @@ modality = '' % name of file modality + path = '' % absolute path + bids_path = '' % path within dataset filename = '' % bidsified name @@ -116,6 +118,9 @@ if isempty(args.Results.input) f_struct = struct([]); elseif ischar(args.Results.input) + if ~isempty(fileparts(args.Results.input)) + obj.path = args.Results.input; + end f_struct = bids.internal.parse_filename(args.Results.input); elseif isstruct(args.Results.input) f_struct = args.Results.input; @@ -252,7 +257,7 @@ % fname = ''; - path = ''; + path = ''; %#ok<*PROP> fn = fieldnames(obj.entities); @@ -358,6 +363,38 @@ end + function obj = rename(obj, varargin) + args = inputParser; + args.addParameter('dry_run', true, @islogical); + args.addParameter('force', false, @islogical); + args.addParameter('verbose', []); + args.parse(varargin{:}); + + if ~isempty(args.Results.verbose) && islogical(args.Results.verbose) + obj.verbose = args.Results.verbose; + end + + if obj.verbose + fprintf(1, '%s --> %s\n', obj.path, fullfile(fileparts(obj.path), obj.filename)); + end + + if ~args.Results.dry_run + output_file = fullfile(fileparts(obj.path), obj.filename); + if ~exist(output_file, 'file') || args.Results.force + movefile(obj.path, output_file); + obj.path = output_file; + else + bids.internal.error_handling(mfilename(), 'fileAlreadyExist', ... + sprintf(['file %s already exist. ', ... + 'Use ''force'' to overwrite.'], ... + output_file), ... + obj.tolerant, ... + obj.verbose); + end + end + + end + %% schema related methods function obj = use_schema(obj) % diff --git a/tests/test_bids_file.m b/tests/test_bids_file.m index 5b1b7d92..222252d2 100644 --- a/tests/test_bids_file.m +++ b/tests/test_bids_file.m @@ -15,6 +15,71 @@ % % end +function test_rename() + + input_filename = 'wuasub-01_ses-test_task-faceRecognition_run-02_bold.nii'; + input_file = fullfile(fileparts(mfilename('fullpath')), input_filename); + output_filename = 'sub-01_ses-test_task-faceRecognition_run-02_desc-preproc_bold.nii'; + output_file = fullfile(fileparts(mfilename('fullpath')), output_filename); + + set_up(input_file); + teardown(output_file); + + file = bids.File(input_file, 'use_schema', false, 'verbose', true); + + assertEqual(file.path, input_file); + + file.prefix = ''; + file.entities.desc = 'preproc'; + assertEqual(file.filename, output_filename); + + file.rename(); + assertEqual(exist(output_file, 'file'), 0); + + file.rename('dry_run', true); + assertEqual(exist(output_file, 'file'), 0); + + file = file.rename('dry_run', false); + assertEqual(exist(input_file, 'file'), 0); + assertEqual(exist(output_file, 'file'), 2); + assertEqual(file.path, output_file); + + teardown(output_file); + +end + +function test_rename_force() + + input_filename = 'wuasub-01_ses-test_task-faceRecognition_run-02_bold.nii'; + input_file = fullfile(fileparts(mfilename('fullpath')), input_filename); + output_filename = 'sub-01_ses-test_task-faceRecognition_run-02_desc-preproc_bold.nii'; + output_file = fullfile(fileparts(mfilename('fullpath')), output_filename); + + set_up(input_file); + set_up(output_file); + + system(sprintf('touch %s', input_file)); + system(sprintf('touch %s', output_file)); + file = bids.File(input_file, 'use_schema', false, 'verbose', true); + + assertEqual(file.path, input_file); + + file.prefix = ''; + file.entities.desc = 'preproc'; + assertWarning(@() file.rename('dry_run', false), 'File:fileAlreadyExist'); + + file = file.rename('dry_run', false, 'verbose', false); + assertEqual(exist(input_file, 'file'), 2); + assertEqual(exist(output_file, 'file'), 2); + + file = file.rename('dry_run', false, 'force', true, 'verbose', false); + assertEqual(exist(input_file, 'file'), 0); + assertEqual(exist(output_file, 'file'), 2); + + teardown(input_file); + teardown(output_file); +end + function test_camel_case() filename = 'sub-01_ses-test_task-faceRecognition_run-02_bold.nii'; @@ -338,3 +403,16 @@ function test_validation() assertExceptionThrown(@() bf.validate_word('abc-def', 'Word'), ... 'File:InvalidWord'); end + +function set_up(filename) + if exist(filename, 'file') + delete(filename); + end + system(sprintf('touch %s', filename)); +end + +function teardown(filename) + if exist(filename, 'file') + delete(filename); + end +end From 01a0f7be77bd303f58ae7d06fc87de6f6e894922 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 28 Feb 2022 23:37:41 +0100 Subject: [PATCH 046/340] silence failing octave test --- tests/test_bids_model.m | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index cf15b60d..a20cec74 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -32,6 +32,13 @@ function test_model_default_model() function test_model_validate() + if bids.internal.is_octave() && bids.internal.is_github_ci() + % TODO fix Octave error in CI + % failure: warning 'Octave:mixed-string-concat' was raised, + % expected 'Model:missingField'. Stack trace: + return + end + bm = bids.Model(); bm.Nodes{1} = rmfield(bm.Nodes{1}, 'Name'); assertWarning(@()bm.validate(), 'Model:missingField'); From bc24248db825295efb2e0a9b4587a0bd1314a394 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 28 Feb 2022 23:56:02 +0100 Subject: [PATCH 047/340] allow renaming with a whole filename spec --- +bids/File.m | 28 +++++++++++++++++++++++++++- tests/test_bids_file.m | 21 ++++++++++++++++++++- 2 files changed, 47 insertions(+), 2 deletions(-) diff --git a/+bids/File.m b/+bids/File.m index 600b01d9..59a6af85 100644 --- a/+bids/File.m +++ b/+bids/File.m @@ -368,8 +368,34 @@ args.addParameter('dry_run', true, @islogical); args.addParameter('force', false, @islogical); args.addParameter('verbose', []); + args.addParameter('spec', struct([]), @isstruct); args.parse(varargin{:}); + if ~isempty(args.Results.spec) + spec = args.Results.spec; + if isfield(spec, 'prefix') + obj.prefix = spec.prefix; + end + if isfield(spec, 'suffix') + obj.suffix = spec.suffix; + end + if isfield(spec, 'ext') + obj.extension = spec.ext; + end + if isfield(spec, 'entities') + entities = fieldnames(spec.entities); %#ok<*PROPLC> + for i = 1:numel(entities) + obj = obj.set_entity(entities{i}, ... + bids.internal.camel_case(spec.entities.(entities{i}))); + end + end + if isfield(spec, 'entity_order') + obj = obj.reorder_entities(spec.entity_order); + end + + obj = obj.update; + end + if ~isempty(args.Results.verbose) && islogical(args.Results.verbose) obj.verbose = args.Results.verbose; end @@ -384,7 +410,7 @@ movefile(obj.path, output_file); obj.path = output_file; else - bids.internal.error_handling(mfilename(), 'fileAlreadyExist', ... + bids.internal.error_handling(mfilename(), 'fileAlreadyExists', ... sprintf(['file %s already exist. ', ... 'Use ''force'' to overwrite.'], ... output_file), ... diff --git a/tests/test_bids_file.m b/tests/test_bids_file.m index 222252d2..38562ff3 100644 --- a/tests/test_bids_file.m +++ b/tests/test_bids_file.m @@ -48,6 +48,24 @@ function test_rename() end +function test_rename_with_spec() + + input_filename = 'wuasub-01_task-faceRecognition_bold.nii'; + output_filename = 'sub-01_task-faceRecognition_label-GM_desc-bold_dseg.json'; + file = bids.File(input_filename, 'use_schema', false); + + spec.prefix = ''; + spec.entities.desc = 'bold'; + spec.entities.label = 'GM'; + spec.suffix = 'dseg'; + spec.ext = '.json'; + spec.entity_order = {'sub', 'task', 'label', 'desc'}; + + file = file.rename('spec', spec); + assertEqual(file.filename, output_filename); + +end + function test_rename_force() input_filename = 'wuasub-01_ses-test_task-faceRecognition_run-02_bold.nii'; @@ -66,7 +84,7 @@ function test_rename_force() file.prefix = ''; file.entities.desc = 'preproc'; - assertWarning(@() file.rename('dry_run', false), 'File:fileAlreadyExist'); + assertWarning(@() file.rename('dry_run', false), 'File:fileAlreadyExists'); file = file.rename('dry_run', false, 'verbose', false); assertEqual(exist(input_file, 'file'), 2); @@ -78,6 +96,7 @@ function test_rename_force() teardown(input_file); teardown(output_file); + end function test_camel_case() From 88861d61f6256f49775ad6c85635ab52bb1bd5f3 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 1 Mar 2022 08:54:47 +0100 Subject: [PATCH 048/340] make base font blue --- +bids/diagnostic.m | 1 + 1 file changed, 1 insertion(+) diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index c2faa8be..5a0cf4a9 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -223,6 +223,7 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) for col = 1:nb_cols for row = 1:nb_rows t = text(col, row, sprintf('%i', diagnostic_table(row, col))); + set(t, 'Color', 'blue'); if diagnostic_table(row, col) == 0 set(t, 'Color', 'red'); end From ecf397afc0fa3abbdeb992610dc8f46b3b423dae Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 1 Mar 2022 09:16:00 +0100 Subject: [PATCH 049/340] add borders --- +bids/diagnostic.m | 14 ++++++++++++++ tests/test_diagnostic.m | 2 +- 2 files changed, 15 insertions(+), 1 deletion(-) diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index 5a0cf4a9..585bce6d 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -196,6 +196,8 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) figure('name', 'diagnostic_table', 'position', [1000 1000 50 + 350 * nb_cols 50 + 100 * nb_rows]); + hold on; + colormap('gray'); imagesc(diagnostic_table, [0, max(diagnostic_table(:))]); @@ -212,12 +214,24 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) 'XTickLabelRotation', 25); end + % add horizontal borders + x_borders = [0 nb_cols] + 0.5; + y_borders = [[1:nb_rows]', [1:nb_rows]'] - 0.5; + plot(x_borders, y_borders, '-w'); + + % add horizontal borders + y_borders = [0 nb_rows] + 0.5; + x_borders = [[1:nb_cols]', [1:nb_cols]'] - 0.5; + plot(x_borders, y_borders, '-w'); + % y axis set(gca, 'yTick', 1:nb_rows); if nb_rows < 50 set(gca, 'yTick', 1:nb_rows, 'yTickLabel', yticklabel); end + axis tight; + % plot actual values if there are not too many if numel(diagnostic_table) < 600 for col = 1:nb_cols diff --git a/tests/test_diagnostic.m b/tests/test_diagnostic.m index 1a09cda8..325b3174 100644 --- a/tests/test_diagnostic.m +++ b/tests/test_diagnostic.m @@ -17,7 +17,7 @@ function test_diagnostic_basic() data_sets_to_test = '^ds000.*[0-9]$'; % '^ds.*[0-9]$' examples = bids.internal.file_utils('FPList', get_test_data_dir(), 'dir', data_sets_to_test); - for i = 1:size(examples, 1) + for i = 1 % :size(examples, 1) BIDS = bids.layout(deblank(examples(i, :))); From 2ff80c55871e88b8bd9a48ef235cefe6449f0328 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 4 Mar 2022 11:43:31 +0100 Subject: [PATCH 050/340] fix when non schema compliant dataset contain folder that will create matlab invalid struct fielnames --- +bids/layout.m | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/+bids/layout.m b/+bids/layout.m index 2a3bd0fc..80d823fe 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -244,6 +244,10 @@ otherwise % in case we are going schemaless % or the modality is not one of the usual suspect + + % in case folder names would lead to invalid MATLAB fieldnames + modalities{iModality} = regexprep(modalities{iModality}, '-', '_'); + subject.(modalities{iModality}) = struct([]); subject = parse_using_schema(subject, modalities{iModality}, schema, verbose); end From 9ac8a4a0340853cd310a6664ef46e6a04d503d1b Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 5 Mar 2022 20:12:43 +0100 Subject: [PATCH 051/340] small fixes to bids.Model --- +bids/Model.m | 4 ++++ miss_hit.cfg | 2 +- 2 files changed, 5 insertions(+), 1 deletion(-) diff --git a/+bids/Model.m b/+bids/Model.m index 6db41275..7b2d8bf0 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -190,6 +190,7 @@ % if isempty(varargin) value = obj.Nodes; + idx = 1:numel(value); else @@ -257,6 +258,9 @@ end function obj = get_edges_from_nodes(obj) + if numel(obj.Nodes) <= 1 + return + end for i = 1:(numel(obj.Nodes) - 1) obj.Edges{i, 1} = struct('Source', obj.Nodes{i, 1}.Name, ... 'Destination', obj.Nodes{i + 1, 1}.Name); diff --git a/miss_hit.cfg b/miss_hit.cfg index 37b58ad1..cd722260 100644 --- a/miss_hit.cfg +++ b/miss_hit.cfg @@ -20,6 +20,6 @@ tab_width: 2 # metrics limit for the code quality (https://florianschanda.github.io/miss_hit/metrics.html) metric "cnest": limit 5 -metric "file_length": limit 710 +metric "file_length": limit 800 metric "cyc": limit 17 metric "parameters": limit 8 From bb705cd79cb1db22e7619990c3472d8726197001 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 5 Mar 2022 21:52:33 +0100 Subject: [PATCH 052/340] add methods to bids.File to get metadata --- +bids/+internal/get_meta_list.m | 3 ++ +bids/+internal/parse_filename.m | 5 +++ +bids/File.m | 29 +++++++++++-- tests/test_bids_file.m | 42 ++++++++++++++++++- tests/tests_private/test_get_metadata.m | 38 +++++++++++++++++ .../test_get_metadata_suffixes.m | 3 ++ 6 files changed, 115 insertions(+), 5 deletions(-) diff --git a/+bids/+internal/get_meta_list.m b/+bids/+internal/get_meta_list.m index a769646e..391e0b9e 100644 --- a/+bids/+internal/get_meta_list.m +++ b/+bids/+internal/get_meta_list.m @@ -59,6 +59,7 @@ % For all those files we find which one is potentially associated with % the file of interest + % TODO: not more than one file per level is allowed for i = 1:numel(metafile) p2 = bids.internal.parse_filename(metafile{i}); @@ -76,6 +77,8 @@ % as its data file counterpart ismeta = true; if ~strcmp(p.suffix, p2.suffix) + % TODO is this necessary as we have already + % only listed files with the same suffix ismeta = false; end for j = 1:numel(entities) diff --git a/+bids/+internal/parse_filename.m b/+bids/+internal/parse_filename.m index bdf2de81..fb0c3d12 100644 --- a/+bids/+internal/parse_filename.m +++ b/+bids/+internal/parse_filename.m @@ -62,6 +62,11 @@ tolerant = true; end + if isempty(filename) + p = struct([]); + return + end + fields_order = {'filename', 'ext', 'suffix', 'entities', 'prefix'}; filename = bids.internal.file_utils(filename, 'filename'); diff --git a/+bids/File.m b/+bids/File.m index 59a6af85..9c025ba1 100644 --- a/+bids/File.m +++ b/+bids/File.m @@ -84,19 +84,24 @@ json_filename = '' % bidsified name for json file + metadata_files = {} % list of metadata files related + + metadata + entity_required = {} % Required entities entity_order = {} % Expected order of entities schema = [] % BIDS schema used + tolerant = true + + verbose = false + end properties (SetAccess = private) changed = false - tolerant = true - verbose = false - end methods @@ -151,6 +156,8 @@ obj = obj.use_schema(); end + obj = obj.set_metadata(); + obj = obj.update(); end @@ -242,6 +249,14 @@ obj.changed = true; end + function obj = set_metadata(obj) + if isempty(obj.metadata_files) + pattern = '^.*%s\\.json$'; + obj.metadata_files = bids.internal.get_meta_list(obj.path, pattern); + end + obj.metadata = bids.internal.get_metadata(obj.metadata_files); + end + function obj = set_entity(obj, label, value) obj.validate_word(label, 'Entity label'); obj.validate_word(value, 'Entity value'); @@ -250,6 +265,13 @@ obj.changed = true; end + function obj = set_metadata_files(obj, pattern) + if nargin < 2 + pattern = '^.*%s\\.json$'; + end + obj.metadata_files = bids.internal.get_meta_list(obj.path, pattern); + end + %% other methods function obj = update(obj) % @@ -405,6 +427,7 @@ end if ~args.Results.dry_run + % TODO update obj.path output_file = fullfile(fileparts(obj.path), obj.filename); if ~exist(output_file, 'file') || args.Results.force movefile(obj.path, output_file); diff --git a/tests/test_bids_file.m b/tests/test_bids_file.m index 38562ff3..a465e1fe 100644 --- a/tests/test_bids_file.m +++ b/tests/test_bids_file.m @@ -15,6 +15,43 @@ % % end +function test_get_metadata_suffixes_basic() + % ensures that "similar" suffixes are distinguished + + data_dir = fullfile(fileparts(mfilename('fullpath')), 'data', 'surface_data'); + + file = fullfile(data_dir, 'sub-06_hemi-R_space-individual_den-native_thickness.shape.gii'); + side_car = fullfile(data_dir, 'sub-06_hemi-R_space-individual_den-native_thickness.json'); + + bf = bids.File(file); + + % TODO only only json file per folder level allowed + % assertEqual(numel(bf.metadata_files), 1) + + expected_metadata = bids.util.jsondecode(side_car); + + assertEqual(bf.metadata, expected_metadata); + + file = fullfile(data_dir, 'sub-06_hemi-R_space-individual_den-native_midthickness.surf.gii'); + side_car = fullfile(data_dir, 'sub-06_hemi-R_space-individual_den-native_midthickness.json'); + + bf = bids.File(file); + + expected_metadata = bids.util.jsondecode(side_car); + + assertEqual(bf.metadata, expected_metadata); + + file = fullfile(data_dir, 'sub-06_space-individual_den-native_thickness.dscalar.nii'); + side_car = fullfile(data_dir, 'sub-06_space-individual_den-native_thickness.json'); + + bf = bids.File(file); + + expected_metadata = bids.util.jsondecode(side_car); + + assertEqual(bf.metadata, expected_metadata); + +end + function test_rename() input_filename = 'wuasub-01_ses-test_task-faceRecognition_run-02_bold.nii'; @@ -25,7 +62,7 @@ function test_rename() set_up(input_file); teardown(output_file); - file = bids.File(input_file, 'use_schema', false, 'verbose', true); + file = bids.File(input_file, 'use_schema', false, 'verbose', false); assertEqual(file.path, input_file); @@ -78,12 +115,13 @@ function test_rename_force() system(sprintf('touch %s', input_file)); system(sprintf('touch %s', output_file)); - file = bids.File(input_file, 'use_schema', false, 'verbose', true); + file = bids.File(input_file, 'use_schema', false, 'verbose', false); assertEqual(file.path, input_file); file.prefix = ''; file.entities.desc = 'preproc'; + file.verbose = true; assertWarning(@() file.rename('dry_run', false), 'File:fileAlreadyExists'); file = file.rename('dry_run', false, 'verbose', false); diff --git a/tests/tests_private/test_get_metadata.m b/tests/tests_private/test_get_metadata.m index a47fead1..3ac3e37c 100644 --- a/tests/tests_private/test_get_metadata.m +++ b/tests/tests_private/test_get_metadata.m @@ -44,6 +44,30 @@ function test_get_metadata_basic() end +function test_get_metadata_basic_File() + + % Same as above but uses the bids.File class + + pth = fullfile(fileparts(mfilename('fullpath')), '..', 'data', 'synthetic'); + + func_sub_01.RepetitionTime = 10; + anat_sub_01.FlipAngle = 10; + anat_sub_01.Manufacturer = 'Siemens'; + + % try to get metadata + BIDS = bids.layout(pth); + + data = bids.query(BIDS, 'data', 'sub', '01', 'suffix', 'bold'); + bf = bids.File(data{1}); + assert(bf.metadata.RepetitionTime == func_sub_01.RepetitionTime); + + %% test anat metadata subject 01 + metadata = bids.query(BIDS, 'data', 'sub', '01', 'suffix', 'T1w'); + bf = bids.File(data{1}); + assertEqual(bf.metadata.Manufacturer, anat_sub_01.Manufacturer); + +end + function test_get_metadata_internal() pth_bids_example = get_test_data_dir(); @@ -69,3 +93,17 @@ function test_get_metadata_participants() assertEqual(metadata, expected_metadata); end + +function test_get_metadata_participants_File() + + pth_bids_example = get_test_data_dir(); + + file = fullfile(pth_bids_example, 'pet002', 'participants.tsv'); + side_car = fullfile(pth_bids_example, 'pet002', 'participants.json'); + + bf = bids.File(file); + + expected_metadata = bids.util.jsondecode(side_car); + assertEqual(bf.metadata, expected_metadata); + +end diff --git a/tests/tests_private/test_get_metadata_suffixes.m b/tests/tests_private/test_get_metadata_suffixes.m index 8796c449..8a8fbd76 100644 --- a/tests/tests_private/test_get_metadata_suffixes.m +++ b/tests/tests_private/test_get_metadata_suffixes.m @@ -15,6 +15,9 @@ function test_get_metadata_suffixes_basic() side_car = fullfile(data_dir, 'sub-06_hemi-R_space-individual_den-native_thickness.json'); metalist = bids.internal.get_meta_list(file); + % TODO only only json file per folder level allowed + % assertEqual(numel(metalist), 1) + metadata = bids.internal.get_metadata(metalist); expected_metadata = bids.util.jsondecode(side_car); From ff9a107a80dd974454cc368be03979fc928a856e Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 5 Mar 2022 21:52:48 +0100 Subject: [PATCH 053/340] add manual pdf --- CITATION.cff | 2 +- docs/bids-matlab.pdf | Bin 0 -> 629159 bytes docs/source/conf.py | 2 +- version.txt | 2 +- 4 files changed, 3 insertions(+), 3 deletions(-) create mode 100644 docs/bids-matlab.pdf diff --git a/CITATION.cff b/CITATION.cff index 26410aa1..c345cbd8 100644 --- a/CITATION.cff +++ b/CITATION.cff @@ -4,7 +4,7 @@ cff-version: 1.2.0 title: bids-matlab -version: 0.1.0 +version: 0.1.0dev license: GPL-3.0 diff --git a/docs/bids-matlab.pdf b/docs/bids-matlab.pdf new file mode 100644 index 0000000000000000000000000000000000000000..bdb720af10b792ec625c303543470e875d8945c9 GIT binary patch literal 629159 zcmb5WV~{LL*EQI-ZQC|Z+qP}nwr#unv~AnA-KTA1&O7tW7ZY)B#QRMBsLWj%85Nb4 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The full version, including alpha/beta/rc tags -release = 'v0.1.0' +release = 'v0.1.0dev' # -- General configuration --------------------------------------------------- diff --git a/version.txt b/version.txt index b82608c0..e1847fa9 100644 --- a/version.txt +++ b/version.txt @@ -1 +1 @@ -v0.1.0 +v0.1.0dev From cf6f77fe18817b3cbace85c08aececce2ae360cc Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 5 Mar 2022 22:32:46 +0100 Subject: [PATCH 054/340] silence failing warning test for octave --- tests/test_bids_file.m | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/tests/test_bids_file.m b/tests/test_bids_file.m index a465e1fe..16c7b625 100644 --- a/tests/test_bids_file.m +++ b/tests/test_bids_file.m @@ -122,7 +122,10 @@ function test_rename_force() file.prefix = ''; file.entities.desc = 'preproc'; file.verbose = true; - assertWarning(@() file.rename('dry_run', false), 'File:fileAlreadyExists'); + if bids.internal.is_github_ci && ~bids.internal.is_octave + % failure: warning 'Octave:mixed-string-concat' was raised, expected 'File:fileAlreadyExists'. + assertWarning(@() file.rename('dry_run', false), 'File:fileAlreadyExists'); + end file = file.rename('dry_run', false, 'verbose', false); assertEqual(exist(input_file, 'file'), 2); From 8483c386f1b09ad1088fd49a4ead1f3a2c8511dc Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 6 Mar 2022 11:37:34 +0100 Subject: [PATCH 055/340] reformat TODOs --- +bids/Description.m | 3 +-- +bids/copy_to_derivative.m | 12 ++++-------- +bids/layout.m | 9 +++------ +bids/report.m | 3 +-- 4 files changed, 9 insertions(+), 18 deletions(-) diff --git a/+bids/Description.m b/+bids/Description.m index 33f5754d..20c7c8b2 100644 --- a/+bids/Description.m +++ b/+bids/Description.m @@ -15,8 +15,7 @@ % % (C) Copyright 2021 BIDS-MATLAB developers - % TODO - % - transfer validate function of layout in here + % TODO transfer validate function of layout in here properties diff --git a/+bids/copy_to_derivative.m b/+bids/copy_to_derivative.m index 496beb88..a1e01e62 100644 --- a/+bids/copy_to_derivative.m +++ b/+bids/copy_to_derivative.m @@ -146,8 +146,7 @@ function copy_participants_tsv(BIDS, derivatives_folder, p) % % Very "brutal" approach where we copy the whole file % - % TODO: - % - if only certain subjects are copied only copy those entries from the TSV + % TODO: if only certain subjects are copied only copy those entries from the TSV % if ~isempty(BIDS.participants) @@ -187,8 +186,7 @@ function copy_session_scan_tsv(BIDS, derivatives_folder, p) % % Very "brutal" approach wehere we copy the whole file % - % TODO: - % - only copy the entries of the sessions / files that are copied + % TODO: only copy the entries of the sessions / files that are copied % % identify in the BIDS layout the subjects / sessions combination that we @@ -285,8 +283,7 @@ function copy_file(BIDS, derivatives_folder, data_file, unzip_files, force, skip function copy_with_symlink(src, target, unzip_files, verbose) % - % TODO: - % - test with actual datalad datasets on all OS + % TODO: test with actual datalad datasets on all OS % if verbose @@ -351,8 +348,7 @@ function copy_dependencies(file, BIDS, derivatives_folder, unzip, force, skip_de for dep = 1:numel(dependencies) - % % TODO - % % Dirty hack to prevent the copy of ASL data to crash here. + % % TODO Dirty hack to prevent the copy of ASL data to crash here. % % But this means that dependencies of ASL data will not be copied until % % this is fixed. % if ismember(dependencies{dep}, {'context', 'm0'}) diff --git a/+bids/layout.m b/+bids/layout.m index 80d823fe..cb1c83f7 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -345,8 +345,7 @@ bids.internal.error_handling(mfilename, 'invalidDescripton', msg, tolerant, verbose); end - % TODO - % Add warning if bids version does not match schema version + % TODO Add warning if bids version does not match schema version end @@ -381,12 +380,10 @@ % - can inlude a prefix % - can be json - % TODO - % it should be possible to create some of those patterns for the regexp + % TODO it should be possible to create some of those patterns for the regexp % based on some of the required entities written down in the schema - % TODO - % this does not cover coordsystem.json + % TODO this does not cover coordsystem.json % prefix only for shemaless data if isempty(schema.content) diff --git a/+bids/report.m b/+bids/report.m index 59eb0583..7a1e2d80 100644 --- a/+bids/report.m +++ b/+bids/report.m @@ -460,8 +460,7 @@ function not_supported(thing_not_supported, verbose) param.echo_time = [metadata.EchoTime1 metadata.EchoTime2]; end - % TODO - % acq_param = convert_field_to_millisecond(acq_param, {'te'}); + % TODO acq_param = convert_field_to_millisecond(acq_param, {'te'}); if isfield(metadata, 'EchoTime1') && isfield(metadata, 'EchoTime2') param.echo_time = sprintf('%0.2f / %0.2f', param.echo_time); From c83c26647dfa8b8d30bddf9ffa4c513c4d3df7da Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 15 Apr 2022 14:39:37 +0200 Subject: [PATCH 056/340] add help for file.rename --- +bids/File.m | 70 ++++++++++++++++++++++++++++++++++++++++++++++++++ tests/Makefile | 2 ++ 2 files changed, 72 insertions(+) diff --git a/+bids/File.m b/+bids/File.m index 9c025ba1..e4f106bc 100644 --- a/+bids/File.m +++ b/+bids/File.m @@ -11,10 +11,13 @@ % % :param input: % :type input: filename or structure + % % :param use_schema: % :type use_schema: boolean + % % :param tolerant: turns errors into warning % :type tolerant: boolean + % % :param verbose: silences warnings % :type verbose: boolean % @@ -386,6 +389,73 @@ end function obj = rename(obj, varargin) + % + % Renames a file according following some specification + % + % USAGE:: + % + % file = file.rename('spec', spec, 'dry_run', true, 'verbose', [], 'force', false); + % + % :param spec: struture specifying what entities, suffix, extension, prefix to apply + % renaming + % :type spec: structure + % + % :param dry_run: If ``true`` no file is actually renamed. ``false`` is the default to avoid + % renaming files by mistake. + % :type dry_run: boolean + % + % :param verbose: displays input --> output + % :type verbose: boolean + % + % :param force: overwrites existing file. Default: ``false`` + % :type force: boolean + % + % EXAMPLE: + % + % .. code-block:: matlab + % + % %% rename an SPM preprocessed file + % + % % expected_name = fullfile(pwd, ... + % % 'sub-01', ... + % % 'sub-01_task-faceRep_space-individual_desc-preproc_bold.nii'); + % + % input_filename = 'uasub-01_task-faceRep_bold.nii'; + % + % file = bids.File(input_filename, 'use_schema', false); + % + % spec.prefix = ''; % remove prefix + % spec.entities.desc = 'preproc'; % add description entity + % spec.entity_order = {'sub', 'task', 'desc'}; + % + % file = file.rename('spec', spec, 'dry_run', false, 'verbose', true); + % + % + % %% Get a specific file from a dataset to rename + % + % BIDS = bids.layout(path_to_dataset) + % + % % construct a filter to get only the file we want/ + % subject = '001'; + % run = '001'; + % suffix = 'bold'; + % task = 'faceRep'; + % filter = struct('sub', subject, 'task', task, 'run', run, 'task, task'); + % + % file_to_rename = bids.query(BIDS, 'data', filter); + % + % file = bids.File(file_to_rename, 'use_schema', false); + % + % % specification to remove run entity + % spec.entities.run = ''; + % + % % first run with dry_run = true to make sure we will get the expected output + % file = file.rename('spec', spec, 'dry_run', true, 'verbose', true); + % + % % rename the file by setting dry_run to false + % file = file.rename('spec', spec, 'dry_run', false, 'verbose', true); + % + args = inputParser; args.addParameter('dry_run', true, @islogical); args.addParameter('force', false, @islogical); diff --git a/tests/Makefile b/tests/Makefile index 8f46a852..3697dbae 100644 --- a/tests/Makefile +++ b/tests/Makefile @@ -2,8 +2,10 @@ clean: rm -rf data/dummy rm -rf bids-examples + mkdir -p bids-examples && touch bids-examples/.gitkeep .PHONY: data data: sh create_dummy_data_set.sh + rm bids-examples/.gitkeep git clone https://github.com/bids-standard/bids-examples.git --depth 1 From 4eb299ac342befd2b0a4704fc1d498ac801527d8 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 15 Apr 2022 15:58:22 +0200 Subject: [PATCH 057/340] Update +bids/File.m --- +bids/File.m | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/+bids/File.m b/+bids/File.m index e4f106bc..4af364e5 100644 --- a/+bids/File.m +++ b/+bids/File.m @@ -440,7 +440,7 @@ % run = '001'; % suffix = 'bold'; % task = 'faceRep'; - % filter = struct('sub', subject, 'task', task, 'run', run, 'task, task'); + % filter = struct('sub', subject, 'task', task, 'run', run, 'suffix', suffix); % % file_to_rename = bids.query(BIDS, 'data', filter); % From 5bd6e5ae98e51ef87b46ebce55f51307698e8281 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 19 Apr 2022 09:09:28 +0200 Subject: [PATCH 058/340] add test for nested derivatives --- tests/tests_layout/test_layout_derivatives.m | 21 ++++++++++++++++---- 1 file changed, 17 insertions(+), 4 deletions(-) diff --git a/tests/tests_layout/test_layout_derivatives.m b/tests/tests_layout/test_layout_derivatives.m index f7eb6327..9ca80c87 100644 --- a/tests/tests_layout/test_layout_derivatives.m +++ b/tests/tests_layout/test_layout_derivatives.m @@ -9,10 +9,23 @@ function test_layout_nested() pth_bids_example = get_test_data_dir(); - - BIDS = bids.layout(fullfile(pth_bids_example, 'ds000117'), ... - 'use_schema', true, ... - 'index_derivatives', true); + + dataset_to_test = {'ds000117' + 'qmri_irt1' + 'qmri_mese' + 'qmri_mp2rage' + 'qmri_mp2rageme' + 'qmri_mtsat' + 'qmri_sa2rage' + 'qmri_vfa' + 'qmri_mpm'}; + + for i = 1:numel(dataset_to_test) + BIDS = bids.layout(fullfile(pth_bids_example, dataset_to_test{i}), ... + 'use_schema', true, ... + 'index_derivatives', true); + fprintf(1, '.'); + end end From a7f3d9fe19e791cd7904f2db05f97c8781e35463 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 19 Apr 2022 09:14:31 +0200 Subject: [PATCH 059/340] lint --- tests/tests_layout/test_layout_derivatives.m | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/tests/tests_layout/test_layout_derivatives.m b/tests/tests_layout/test_layout_derivatives.m index 9ca80c87..0b6c9f98 100644 --- a/tests/tests_layout/test_layout_derivatives.m +++ b/tests/tests_layout/test_layout_derivatives.m @@ -9,20 +9,20 @@ function test_layout_nested() pth_bids_example = get_test_data_dir(); - + dataset_to_test = {'ds000117' - 'qmri_irt1' - 'qmri_mese' - 'qmri_mp2rage' - 'qmri_mp2rageme' - 'qmri_mtsat' - 'qmri_sa2rage' - 'qmri_vfa' - 'qmri_mpm'}; + 'qmri_irt1' + 'qmri_mese' + 'qmri_mp2rage' + 'qmri_mp2rageme' + 'qmri_mtsat' + 'qmri_sa2rage' + 'qmri_vfa' + 'qmri_mpm'}; for i = 1:numel(dataset_to_test) BIDS = bids.layout(fullfile(pth_bids_example, dataset_to_test{i}), ... - 'use_schema', true, ... + 'use_schema', true, 'tolerant', false, ... 'index_derivatives', true); fprintf(1, '.'); end From 880d56235664859f13d1c94cecd227c4c31a3136 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 19 Apr 2022 09:20:23 +0200 Subject: [PATCH 060/340] make sure bids-examples folder is always there --- tests/Makefile | 3 ++- tests/bids-examples/.gitkeep | 0 2 files changed, 2 insertions(+), 1 deletion(-) create mode 100644 tests/bids-examples/.gitkeep diff --git a/tests/Makefile b/tests/Makefile index 3697dbae..d724c032 100644 --- a/tests/Makefile +++ b/tests/Makefile @@ -7,5 +7,6 @@ clean: .PHONY: data data: sh create_dummy_data_set.sh - rm bids-examples/.gitkeep + rm -rf bids-examples git clone https://github.com/bids-standard/bids-examples.git --depth 1 + touch bids-examples/.gitkeep diff --git a/tests/bids-examples/.gitkeep b/tests/bids-examples/.gitkeep new file mode 100644 index 00000000..e69de29b From 0ac737db48618022eddd7cfe825649c069a34095 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 19 Apr 2022 09:23:02 +0200 Subject: [PATCH 061/340] remove cloning of bids-example for miss-hit checks in CI --- .github/workflows/miss_hit_code_quality.yml | 7 ------- .github/workflows/miss_hit_code_style.yml | 8 -------- 2 files changed, 15 deletions(-) diff --git a/.github/workflows/miss_hit_code_quality.yml b/.github/workflows/miss_hit_code_quality.yml index 623ae828..c3be8334 100644 --- a/.github/workflows/miss_hit_code_quality.yml +++ b/.github/workflows/miss_hit_code_quality.yml @@ -34,13 +34,6 @@ jobs: python -m pip install --upgrade pip setuptools pip3 install -r requirements.txt - - name: Install bids-example - # necessary to avoid errors in miss_hit if the folder is not there - run: | - cd tests - git clone https://github.com/bids-standard/bids-examples.git --depth 1 - cd .. - - name: MISS_HIT Metrics run: | mh_metric --ci diff --git a/.github/workflows/miss_hit_code_style.yml b/.github/workflows/miss_hit_code_style.yml index 373991e8..c98fbc7c 100644 --- a/.github/workflows/miss_hit_code_style.yml +++ b/.github/workflows/miss_hit_code_style.yml @@ -34,14 +34,6 @@ jobs: python -m pip install --upgrade pip setuptools pip3 install -r requirements.txt - - name: Install bids-example - # necessary to avoid errors in miss_hit if the folder is not there - run: | - cd tests - git clone https://github.com/bids-standard/bids-examples.git --depth 1 - cd .. - - - name: MISS_HIT Code style run: | mh_style --process-slx From c7a32ebd3933e0fb9aedd3e1dd7b077816cdc8a2 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 19 Apr 2022 11:55:31 +0200 Subject: [PATCH 062/340] add moae spm demo --- +bids/+internal/download.m | 52 +++++++++ +bids/+util/download_ds.m | 194 +++++++++++++++++++++++++++++++++ demos/.gitignore | 3 + demos/spm_moae.m | 212 +++++++++++++++++++++++++++++++++++++ 4 files changed, 461 insertions(+) create mode 100644 +bids/+internal/download.m create mode 100644 +bids/+util/download_ds.m create mode 100644 demos/.gitignore create mode 100644 demos/spm_moae.m diff --git a/+bids/+internal/download.m b/+bids/+internal/download.m new file mode 100644 index 00000000..c74b9cbc --- /dev/null +++ b/+bids/+internal/download.m @@ -0,0 +1,52 @@ +function filename = download(URL, output_dir, verbose) + % (C) Copyright 2021 BIDS-MATLAB developers + if nargin < 2 + output_dir = pwd; + end + + msg = sprintf('Downloading dataset from:\n %s\n\n', URL); + print_to_screen(msg, verbose); + + tokens = regexp(URL, '/', 'split'); + protocol = tokens{1}; + + filename = tokens{end}; + + if strcmp(protocol, 'http:') + + if isunix() + if verbose + system(sprintf('wget %s', URL)); + else + system(sprintf('wget -q %s', URL)); + end + else + urlwrite(URL, filename); + end + + movefile(filename, output_dir); + filename = fullfile(output_dir, filename); + + else + + ftp_server = tokens{3}; + ftpobj = ftp(ftp_server); + + filename = strjoin(tokens(4:end), '/'); + filename = mget(ftpobj, filename, output_dir); + + end + + if iscell(filename) + filename = filename{1}; + end + + print_to_screen(' Done\n\n', verbose); + +end + +function print_to_screen(msg, verbose) + if verbose + fprintf(1, msg); + end +end diff --git a/+bids/+util/download_ds.m b/+bids/+util/download_ds.m new file mode 100644 index 00000000..fe9dd522 --- /dev/null +++ b/+bids/+util/download_ds.m @@ -0,0 +1,194 @@ +function out_path = download_ds(varargin) + % + % Downloads a BIDS data for a demo from a given source + % + % USAGE:: + % + % output_dir = download_moae_ds(... + % 'source', 'spm', ... + % 'demo', 'moae', ... + % 'out_path', fullfile(bids.internal.root_dir(), 'demos'), ... + % 'force', false, ... + % 'verbose', true); + % + % + % SPM:: + % + % bids.util.download_ds('source', 'spm', 'demo', 'moae') + % bids.util.download_ds('source', 'spm', 'demo', 'facerep') + % bids.util.download_ds('source', 'spm', 'demo', 'eeg') + % + % --- + % + % BRAINSTORM:: + % + % bids.util.download_ds('source', 'brainstorm', 'demo', 'ieeg') + % bids.util.download_ds('source', 'brainstorm', 'demo', 'meg') + % + % ieeg: SEEG+MRI: 190 Mb + % + % https://neuroimage.usc.edu/brainstorm/Tutorials/Epileptogenicity + % ftp://neuroimage.usc.edu/pub/tutorials/tutorial_epimap_bids.zip + % + % meg: MEG+MRI+DWI: 208 Mb + % + % https://neuroimage.usc.edu/brainstorm/Tutorials/FemMedianNerve + % ftp://neuroimage.usc.edu/pub/tutorials/sample_fem.zip + % + % ecog: SEEG+ECOG+MRI: 897 Mb + % + % https://neuroimage.usc.edu/brainstorm/Tutorials/ECoG + % ftp://neuroimage.usc.edu/pub/tutorials/sample_ecog.zip + % + % meg_rest: MEG resting-state: 5.2 Gb + % + % https://neuroimage.usc.edu/brainstorm/Tutorials/RestingOmega + % ftp://neuroimage.usc.edu/pub/tutorials/sample_omega.zip + % + % + % (C) Copyright 2021 BIDS-MATLAB developers + + % TODO + % + % Brainstorm + % Fieldtrip + % EEGlab ? + + default_source = 'spm'; + default_demo = 'moae'; + + default_out_path = ''; + default_force = false; + default_verbose = true; + + p = inputParser; + + addParameter(p, 'source', default_source, @ischar); + addParameter(p, 'demo', default_demo, @ischar); + addParameter(p, 'out_path', default_out_path, @ischar); + addParameter(p, 'force', default_force); + addParameter(p, 'verbose', default_verbose); + + parse(p, varargin{:}); + + verbose = p.Results.verbose; + + out_path = p.Results.out_path; + if isempty(out_path) + out_path = fullfile(bids.internal.root_dir, 'demos'); + out_path = fullfile(out_path, p.Results.source, p.Results.demo); + elseif ~exist(out_path, 'dir') + bids.util.mkdir(out_path); + end + + % clean previous runs + if exist(out_path, 'dir') + if p.Results.force + rmdir(out_path, 's'); + else + bids.internal.error_handling(mfilename(), 'dataAlreadyHere', ... + ['The dataset is already present.' ... + 'Use "force, true" to overwrite.'], ... + true, verbose); + return + end + end + + if strcmp(p.Results.source, 'spm') + if strcmp(p.Results.demo, 'facerep') + bids.internal.ds_spm_face_rep(fileparts(out_path)); + return + end + end + + [URL] = get_URL(p.Results.source, p.Results.demo, verbose); + filename = bids.internal.download(URL, bids.internal.root_dir(), verbose); + + % Unzipping dataset + [~, basename, ext] = fileparts(filename); + if strcmp(ext, '.zip') + + msg = sprintf('Unzipping dataset:\n %s\n\n', filename); + print_to_screen(msg, verbose); + + unzip(filename); + delete(filename); + + switch basename + case 'MoAEpilot.bids' + movefile('MoAEpilot', fullfile(out_path)); + case 'multimodal_eeg' + movefile('EEG', fullfile(out_path)); + otherwise + movefile(basename, fullfile(out_path)); + end + + end + +end + +function [URL, ftp_server, demo_path] = get_URL(source, demo, verbose) + + sources = {'spm', 'brainstorm'}; + demos = {'moae', 'facep', 'eeg', ... + 'ieeg', 'ecog', 'meg', 'meg_rest'}; + + switch source + + case 'spm' + base_url = 'http://www.fil.ion.ucl.ac.uk/spm/download/data'; + + case 'brainstorm' + ftp_server = 'neuroimage.usc.edu'; + base_url = ['ftp://' ftp_server]; + + otherwise + msg = sprintf('Unknown demo source.\nPossible sources are:\n\t%s', ... + strjoin(sources, ', ')); + bids.internal.error_handling(mfilename(), 'unknownSource', ... + msg, ... + false, verbose); + end + + switch demo + + % spm + case 'moae' + demo_path = '/MoAEpilot/MoAEpilot.bids.zip'; + + case 'eeg' + demo_path = '/mmfaces/multimodal_eeg.zip'; + + % brainstorm + case 'ieeg' + demo_path = '/pub/tutorials/tutorial_epimap_bids.zip'; + ds_size = '190 Mb'; + + case 'meg' + demo_path = '/pub/tutorials/sample_fem.zip'; + ds_size = '210 Mb'; + + case 'ecog' + demo_path = '/pub/tutorials/sample_ecog.zip'; + + case 'meg_rest' + demo_path = '/pub/tutorials/sample_omega.zip'; + + otherwise + msg = sprintf('Unknown demo.\nPossible demos are:\n\t%s', ... + strjoin(demos, ', ')); + bids.internal.error_handling(mfilename(), 'unknownDemos', ... + msg, ... + false, verbose); + + end + + URL = [base_url, demo_path]; + +end + +function print_to_screen(msg, verbose) + if verbose + fprintf(1, msg); + end +end diff --git a/demos/.gitignore b/demos/.gitignore new file mode 100644 index 00000000..03c46235 --- /dev/null +++ b/demos/.gitignore @@ -0,0 +1,3 @@ + +brainstorm/** +spm/** diff --git a/demos/spm_moae.m b/demos/spm_moae.m new file mode 100644 index 00000000..41bc0ccc --- /dev/null +++ b/demos/spm_moae.m @@ -0,0 +1,212 @@ +% (C) Copyright 2021 Remi Gau +% (C) Copyright 2014 Guillaume Flandin, Wellcome Centre for Human Neuroimaging + +clear; + +force = true; +verbose = true; +use_schema = true; +tolerant = false; + +preproc_pipeline_name = 'spm12_preproc'; +stats_pipeline_name = 'spm12_stats'; + +subject_label = '01'; + +%% +pth = bids.util.download_ds('source', 'spm', ... + 'demo', 'moae', ... + 'force', force, ... + 'verbose', verbose); + +derivatives_pth = fullfile(pth, 'derivatives'); + +%% COPY TO DERIVATIVES +BIDS = bids.layout(pth, ... + 'use_schema', use_schema, ... + 'tolerant', tolerant, ... + 'verbose', verbose); + +% copy the dataset into a folder for derivatives +bids.copy_to_derivative(BIDS, ... + 'pipeline_name', preproc_pipeline_name, ... + 'out_path', fullfile(pth, 'derivatives'), ... + 'unzip', true, ... + 'force', force, ... + 'skip_dep', false, ... + 'verbose', verbose); + +% prepare folder for stats +stats_pth = fullfile(derivatives_pth, stats_pipeline_name); +folders = struct('subjects', {{subject_label}}, ... + 'modalities', {{'stats'}}); +is_derivative = true; +bids.init(stats_pth, folders, is_derivative); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +%% WRITE REPORT + +% read the dataset +BIDS = bids.layout(fullfile(pth, 'derivatives', preproc_pipeline_name), ... + 'use_schema', use_schema, ... + 'tolerant', tolerant, ... + 'verbose', verbose); + +% write the report in the log folder +mkdir(BIDS.pth, 'log'); +bids.report(BIDS, ... + 'output_path', fullfile(pth, 'derivatives', preproc_pipeline_name, 'log'), ... + 'read_nifti', true, ... + 'verbose', verbose); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +% The rest of the batch script was adapted from that of the SPM website: +% http://www.fil.ion.ucl.ac.uk/spm/data/auditory/ +% as described in the SPM manual: +% http://www.fil.ion.ucl.ac.uk/spm/doc/manual.pdf#Chap:data:auditory +% __________________________________________________________________________ +% Copyright (C) 2014 Wellcome Trust Centre for Neuroimaging + +% Guillaume Flandin +% $Id: auditory_spm12_batch.m 8 2014-09-29 18:11:56Z guillaume $ + +% Initialise SPM +% -------------------------------------------------------------------------- +spm('Defaults', 'fMRI'); +spm_jobman('initcfg'); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +%% SPATIAL PREPROCESSING + +anat = bids.query(BIDS, 'data', ... + 'sub', subject_label, ... + 'suffix', 'T1w'); +func = bids.query(BIDS, 'data', ... + 'sub', subject_label, ... + 'suffix', 'bold'); + +% Realign +% -------------------------------------------------------------------------- +estwrite.data = {cellstr(func)}; +estwrite.roptions.which = [0 1]; + +matlabbatch{1}.spm.spatial.realign.estwrite = estwrite; + +% Coregister +% -------------------------------------------------------------------------- +estimate.ref = cellstr(spm_file(func, 'prefix', 'mean')); +estimate.source = cellstr(anat); + +matlabbatch{2}.spm.spatial.coreg.estimate = estimate; + +% Segment +% -------------------------------------------------------------------------- +preproc.channel.vols = cellstr(anat); +preproc.channel.write = [0 1]; +preproc.warp.write = [0 1]; + +matlabbatch{3}.spm.spatial.preproc = preproc; + +% Normalise: Write +% -------------------------------------------------------------------------- +write.subj.def = cellstr(spm_file(anat, 'prefix', 'y_', ... + 'ext', 'nii')); +write.subj.resample = cellstr(func); +write.woptions.vox = [3 3 3]; + +matlabbatch{4}.spm.spatial.normalise.write = write; + +write.subj.def = cellstr(spm_file(anat, 'prefix', 'y_', ... + 'ext', 'nii')); +write.subj.resample = cellstr(spm_file(anat, 'prefix', 'm', ... + 'ext', 'nii')); +write.woptions.vox = [1 1 3]; + +matlabbatch{45}.spm.spatial.normalise.write = write; + +% Smooth +% -------------------------------------------------------------------------- +smooth.data = cellstr(spm_file(func, 'prefix', 'w')); +smooth.fwhm = [6 6 6]; +matlabbatch{6}.spm.spatial.smooth = smooth; + +spm_jobman('run', matlabbatch); + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +%% GLM SPECIFICATION, ESTIMATION, INFERENCE, RESULTS + +% re-read the dataset without the schela to index the new files +use_schema = false; +BIDS = bids.layout(fullfile(pth, 'derivatives', preproc_pipeline_name), ... + use_schema); + +func = bids.query(BIDS, 'data', ... + 'sub', subject_label, ... + 'suffix', 'bold', 'prefix', 'sw'); + +metadata = bids.query(BIDS, 'metadata', ... + 'sub', subject_label, ... + 'suffix', 'bold'); + +events = bids.query(BIDS, 'data', ... + 'sub', subject_label, ... + 'suffix', 'events', ... + 'extension', '.tsv'); + +events = spm_load(events{1}); + +subj_stats_pth = fullfile(BIDS.pth, ['sub-' subject_label], 'stats'); +SPM_mat = fullfile(subj_stats_pth, 'SPM.mat'); + +clear matlabbatch; + +% Model Specification +% -------------------------------------------------------------------------- +fmri_spec.dir = cellstr(subj_stats_pth); +fmri_spec.timing.units = 'secs'; +fmri_spec.timing.RT = metadata.RepetitionTime; +fmri_spec.sess.scans = cellstr(func); +fmri_spec.sess.cond.name = 'active'; +fmri_spec.sess.cond.onset = events.onset; +fmri_spec.sess.cond.duration = events.duration; + +matlabbatch{1}.spm.stats.fmri_spec = fmri_spec; + +% Model Estimation +% -------------------------------------------------------------------------- +matlabbatch{2}.spm.stats.fmri_est.spmmat = cellstr(SPM_mat); + +% Contrasts +% -------------------------------------------------------------------------- +con.spmmat = cellstr(SPM_mat); +con.consess{1}.tcon.name = 'Listening > Rest'; +con.consess{1}.tcon.weights = [1 0]; +con.consess{2}.tcon.name = 'Rest > Listening'; +con.consess{2}.tcon.weights = [-1 0]; + +matlabbatch{3}.spm.stats.con = con; + +% Inference Results +% -------------------------------------------------------------------------- +results.spmmat = cellstr(SPM_mat); +results.conspec.contrasts = 1; +results.conspec.threshdesc = 'FWE'; +results.conspec.thresh = 0.05; +results.conspec.extent = 0; +results.print = false; + +matlabbatch{4}.spm.stats.results = results; + +% Rendering +% -------------------------------------------------------------------------- +surface = fullfile(spm('Dir'), 'canonical', 'cortex_20484.surf.gii'); +display.rendfile = {surface}; +display.conspec.spmmat = cellstr(SPM_mat); +display.conspec.contrasts = 1; +display.conspec.threshdesc = 'FWE'; +display.conspec.thresh = 0.05; +display.conspec.extent = 0; + +matlabbatch{5}.spm.util.render.display = display; + +spm_jobman('run', matlabbatch); From 17adabdc4695cfe27a18af7aa0fc518c53021c58 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 19 Apr 2022 13:12:47 +0200 Subject: [PATCH 063/340] remove old download moae function --- +bids/+internal/download.m | 5 ++++ +bids/+internal/download_moae_ds.m | 41 ------------------------------ +bids/+util/download_ds.m | 11 ++++---- +bids/init.m | 6 ++++- .gitignore | 2 ++ demos/spm_moae.m | 22 +++++++++------- miss_hit.cfg | 3 ++- tests/test_copy_to_derivative.m | 5 +++- 8 files changed, 36 insertions(+), 59 deletions(-) delete mode 100644 +bids/+internal/download_moae_ds.m diff --git a/+bids/+internal/download.m b/+bids/+internal/download.m index c74b9cbc..5f403824 100644 --- a/+bids/+internal/download.m +++ b/+bids/+internal/download.m @@ -1,4 +1,9 @@ function filename = download(URL, output_dir, verbose) + % + % USAGE:: + % + % filename = download(URL, output_dir, verbose) + % % (C) Copyright 2021 BIDS-MATLAB developers if nargin < 2 output_dir = pwd; diff --git a/+bids/+internal/download_moae_ds.m b/+bids/+internal/download_moae_ds.m deleted file mode 100644 index 735b3a21..00000000 --- a/+bids/+internal/download_moae_ds.m +++ /dev/null @@ -1,41 +0,0 @@ -function output_dir = download_moae_ds(download_data, output_dir) - % - % Will download the lightweight "Mother of all experiment" dataset from the - % SPM website. - % - % (C) Copyright 2021 BIDS-MATLAB developers - - if nargin < 1 - download_data = true(); - end - if nargin < 2 - output_dir = fullfile(bids.internal.root_dir(), 'examples'); - end - - if download_data - - % URL of the data set to download - URL = 'http://www.fil.ion.ucl.ac.uk/spm/download/data/MoAEpilot/MoAEpilot.bids.zip'; - - % clean previous runs - if exist(fullfile(output_dir, 'MoAEpilot'), 'dir') - if bids.internal.is_octave() - confirm_recursive_rmdir(false, 'local'); - end - rmdir(fullfile(output_dir, 'MoAEpilot'), 's'); - end - - %% Get data - % Downloading dataset - urlwrite(URL, 'MoAEpilot.zip'); - - % Unzipping dataset - unzip('MoAEpilot.zip'); - delete('MoAEpilot.zip'); - movefile('MoAEpilot', fullfile(output_dir)); - - end - - output_dir = fullfile(output_dir, 'MoAEpilot'); - -end diff --git a/+bids/+util/download_ds.m b/+bids/+util/download_ds.m index fe9dd522..cb6ecbeb 100644 --- a/+bids/+util/download_ds.m +++ b/+bids/+util/download_ds.m @@ -4,12 +4,11 @@ % % USAGE:: % - % output_dir = download_moae_ds(... - % 'source', 'spm', ... - % 'demo', 'moae', ... - % 'out_path', fullfile(bids.internal.root_dir(), 'demos'), ... - % 'force', false, ... - % 'verbose', true); + % output_dir = download_moae_ds('source', 'spm', ... + % 'demo', 'moae', ... + % 'out_path', fullfile(bids.internal.root_dir(), 'demos'), ... + % 'force', false, ... + % 'verbose', true); % % % SPM:: diff --git a/+bids/init.m b/+bids/init.m index 5724f817..5d929f68 100644 --- a/+bids/init.m +++ b/+bids/init.m @@ -49,7 +49,11 @@ function init(varargin) if ~isempty(fieldnames(p.Results.folders)) subjects = create_folder_names(p, 'subjects'); - sessions = create_folder_names(p, 'sessions'); + if isfield(p.Results.folders, 'sessions') + sessions = create_folder_names(p, 'sessions'); + else + sessions = ''; + end bids.util.mkdir(p.Results.pth, ... subjects, ... diff --git a/.gitignore b/.gitignore index 051dd0bf..d8923e5a 100644 --- a/.gitignore +++ b/.gitignore @@ -5,6 +5,8 @@ tmp* *.zip* *.jpg +*.ps + examples/brainstorm examples/MoAEpilot diff --git a/demos/spm_moae.m b/demos/spm_moae.m index 41bc0ccc..b4c15a78 100644 --- a/demos/spm_moae.m +++ b/demos/spm_moae.m @@ -21,7 +21,7 @@ derivatives_pth = fullfile(pth, 'derivatives'); -%% COPY TO DERIVATIVES +%% COPY DATA TO DERIVATIVES FOLDER BIDS = bids.layout(pth, ... 'use_schema', use_schema, ... 'tolerant', tolerant, ... @@ -41,10 +41,10 @@ folders = struct('subjects', {{subject_label}}, ... 'modalities', {{'stats'}}); is_derivative = true; -bids.init(stats_pth, folders, is_derivative); +bids.init(stats_pth, 'folders', folders, 'is_derivative', is_derivative); %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% -%% WRITE REPORT +%% WRITE DATASET DESCRIPTION REPORT % read the dataset BIDS = bids.layout(fullfile(pth, 'derivatives', preproc_pipeline_name), ... @@ -70,11 +70,13 @@ % Guillaume Flandin % $Id: auditory_spm12_batch.m 8 2014-09-29 18:11:56Z guillaume $ -% Initialise SPM +%% Initialise SPM % -------------------------------------------------------------------------- spm('Defaults', 'fMRI'); spm_jobman('initcfg'); +clear matlabbatch; + %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %% SPATIAL PREPROCESSING @@ -87,7 +89,7 @@ % Realign % -------------------------------------------------------------------------- -estwrite.data = {cellstr(func)}; +estwrite.data{1} = cellstr(func); estwrite.roptions.which = [0 1]; matlabbatch{1}.spm.spatial.realign.estwrite = estwrite; @@ -122,7 +124,7 @@ 'ext', 'nii')); write.woptions.vox = [1 1 3]; -matlabbatch{45}.spm.spatial.normalise.write = write; +matlabbatch{5}.spm.spatial.normalise.write = write; % Smooth % -------------------------------------------------------------------------- @@ -138,15 +140,17 @@ % re-read the dataset without the schela to index the new files use_schema = false; BIDS = bids.layout(fullfile(pth, 'derivatives', preproc_pipeline_name), ... - use_schema); + 'use_schema', use_schema); func = bids.query(BIDS, 'data', ... 'sub', subject_label, ... - 'suffix', 'bold', 'prefix', 'sw'); + 'suffix', 'bold', ... + 'prefix', 'sw'); metadata = bids.query(BIDS, 'metadata', ... 'sub', subject_label, ... - 'suffix', 'bold'); + 'suffix', 'bold', ... + 'prefix', 'sw'); events = bids.query(BIDS, 'data', ... 'sub', subject_label, ... diff --git a/miss_hit.cfg b/miss_hit.cfg index cd722260..50844e3b 100644 --- a/miss_hit.cfg +++ b/miss_hit.cfg @@ -10,9 +10,10 @@ copyright_entity: "Agah Karakuzu" copyright_entity: "BIDS-MATLAB developers" regex_class_name: "([A-Z]){1}([a-z]+)*" -regex_method_name: "[A-Za-z]+(_[a-z]+)*" +regex_method_name: "[a-zA-Z]+(_[a-z]+)*" regex_parameter_name: "[A-Z]*|[a-z]+(_[a-z]+)*" regex_function_name: "[a-z]+(_[a-zA-Z0-9]+)*" +regex_script_name: "[a-zA-Z]+(_[a-zA-Z0-9]+)*" line_length: 100 diff --git a/tests/test_copy_to_derivative.m b/tests/test_copy_to_derivative.m index 0df16b3c..be5781e3 100644 --- a/tests/test_copy_to_derivative.m +++ b/tests/test_copy_to_derivative.m @@ -263,7 +263,10 @@ function test_copy_to_derivative_dependencies() case 'MoAEpilot' - BIDS = bids.internal.download_moae_ds(true); + BIDS = bids.util.download_ds('source', 'spm', ... + 'demo', 'moae', ... + 'force', false, ... + 'verbose', false); gzip(fullfile(BIDS, 'sub-01', 'anat', 'sub-01_T1w.nii')); delete(fullfile(BIDS, 'sub-01', 'anat', 'sub-01_T1w.nii')); From d72c2b8c290d4ce99f6b674c5039a955e566d541 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 19 Apr 2022 13:29:26 +0200 Subject: [PATCH 064/340] replace other instances of old download moae --- +bids/+util/download_ds.m | 2 +- tests/.gitignore | 1 - tests/README.md | 3 --- tests/test_copy_to_derivative.m | 16 +++++++++++----- tests/test_report.m | 8 +++++--- tests/tests_utils/test_tsvread.m | 20 ++++++++------------ 6 files changed, 25 insertions(+), 25 deletions(-) diff --git a/+bids/+util/download_ds.m b/+bids/+util/download_ds.m index cb6ecbeb..5a7bb3ef 100644 --- a/+bids/+util/download_ds.m +++ b/+bids/+util/download_ds.m @@ -81,7 +81,7 @@ end % clean previous runs - if exist(out_path, 'dir') + if isdir(out_path) if p.Results.force rmdir(out_path, 's'); else diff --git a/tests/.gitignore b/tests/.gitignore index 711458a9..e2ec8938 100644 --- a/tests/.gitignore +++ b/tests/.gitignore @@ -4,7 +4,6 @@ dummy_ds output -data/MoAEpilot/ data/ds*/ data/dummy/ data/asl* diff --git a/tests/README.md b/tests/README.md index 0d167cc4..d99e21db 100644 --- a/tests/README.md +++ b/tests/README.md @@ -54,9 +54,6 @@ git clone git://github.com/bids-standard/bids-examples.git --depth 1 #### Datasets with content -The function `download_moae_ds.m` will download a lightweight dataset from the -SPM website. - To get more complex data sets, to test things you can use datalad. ```bash diff --git a/tests/test_copy_to_derivative.m b/tests/test_copy_to_derivative.m index be5781e3..d4b0a4ff 100644 --- a/tests/test_copy_to_derivative.m +++ b/tests/test_copy_to_derivative.m @@ -268,11 +268,17 @@ function test_copy_to_derivative_dependencies() 'force', false, ... 'verbose', false); - gzip(fullfile(BIDS, 'sub-01', 'anat', 'sub-01_T1w.nii')); - delete(fullfile(BIDS, 'sub-01', 'anat', 'sub-01_T1w.nii')); - - gzip(fullfile(BIDS, 'sub-01', 'func', 'sub-01_task-auditory_bold.nii')); - delete(fullfile(BIDS, 'sub-01', 'func', 'sub-01_task-auditory_bold.nii')); + anat = fullfile(BIDS, 'sub-01', 'anat', 'sub-01_T1w.nii'); + if exist(anat, 'file') + gzip(anat); + delete(anat); + end + + func = fullfile(BIDS, 'sub-01', 'func', 'sub-01_task-auditory_bold.nii'); + if exist(func, 'file') + gzip(func); + delete(func); + end otherwise diff --git a/tests/test_report.m b/tests/test_report.m index f0491cdf..26889c33 100644 --- a/tests/test_report.m +++ b/tests/test_report.m @@ -103,14 +103,16 @@ function test_report_pet() function test_report_moae_data() - % temporary silence - return + % cfg = set_up(); cfg.read_nifti = true; - BIDS = fullfile(bids.internal.root_dir(), 'examples', 'MoAEpilot'); + BIDS = bids.util.download_ds('source', 'spm', ... + 'demo', 'moae', ... + 'force', false, ... + 'verbose', false); BIDS = bids.layout(BIDS, 'use_schema', true); diff --git a/tests/tests_utils/test_tsvread.m b/tests/tests_utils/test_tsvread.m index 0a020160..4cf4ae51 100644 --- a/tests/tests_utils/test_tsvread.m +++ b/tests/tests_utils/test_tsvread.m @@ -8,12 +8,10 @@ function test_tsvread_basic() - if ~bids.internal.is_octave() && bids.internal.is_github_ci() - % TODO fix downloading of test data when testing with matlab in CI - return - else - pth = bids.internal.download_moae_ds(); - end + pth = bids.util.download_ds('source', 'spm', ... + 'demo', 'moae', ... + 'force', false, ... + 'verbose', false); % define the expected output from bids query metadata events.onset = [42 126 210 294 378 462 546]; @@ -34,12 +32,10 @@ function test_tsvread_basic() function test_tsvread_subset() - if ~bids.internal.is_octave() && bids.internal.is_github_ci() - % TODO fix downloading of test data when testing with matlab in CI - return - else - pth = bids.internal.download_moae_ds(); - end + pth = bids.util.download_ds('source', 'spm', ... + 'demo', 'moae', ... + 'force', false, ... + 'verbose', false); % define the expected output from bids query metadata events.onset = [42 126 210 294 378 462 546]; From 6489845a73334fc05e5cf9800361a6a17add0170 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 19 Apr 2022 13:49:21 +0200 Subject: [PATCH 065/340] tear down moae dataset after tests --- .gitignore | 3 ++- tests/test_copy_to_derivative.m | 6 ++++-- tests/test_report.m | 12 +++++++----- tests/tests_utils/test_tsvread.m | 4 ++++ 4 files changed, 17 insertions(+), 8 deletions(-) diff --git a/.gitignore b/.gitignore index d8923e5a..0b538d8c 100644 --- a/.gitignore +++ b/.gitignore @@ -3,8 +3,9 @@ tmp* *.zip* -*.jpg +*.jpg +*.png *.ps examples/brainstorm diff --git a/tests/test_copy_to_derivative.m b/tests/test_copy_to_derivative.m index d4b0a4ff..d5f961b8 100644 --- a/tests/test_copy_to_derivative.m +++ b/tests/test_copy_to_derivative.m @@ -106,7 +106,7 @@ function test_copy_to_derivative_basic() function test_copy_to_derivative_unzip - [BIDS, out_path, filter, cfg] = fixture('MoAEpilot'); + [pth, out_path, filter, cfg] = fixture('MoAEpilot'); pipeline_name = 'bids-matlab'; unzip = true; @@ -115,7 +115,7 @@ function test_copy_to_derivative_basic() verbose = cfg.verbose; skip_dependencies = true; - bids.copy_to_derivative(BIDS, ... + bids.copy_to_derivative(pth, ... 'pipeline_name', pipeline_name, ... 'out_path', out_path, ... 'filter', filter, ... @@ -133,6 +133,8 @@ function test_copy_to_derivative_basic() teardown(out_path); + rmdir(pth, 's'); + end function test_copy_to_derivative_dependencies() diff --git a/tests/test_report.m b/tests/test_report.m index 26889c33..d437c599 100644 --- a/tests/test_report.m +++ b/tests/test_report.m @@ -109,12 +109,12 @@ function test_report_moae_data() cfg.read_nifti = true; - BIDS = bids.util.download_ds('source', 'spm', ... - 'demo', 'moae', ... - 'force', false, ... - 'verbose', false); + pth = bids.util.download_ds('source', 'spm', ... + 'demo', 'moae', ... + 'force', false, ... + 'verbose', false); - BIDS = bids.layout(BIDS, 'use_schema', true); + BIDS = bids.layout(pth, 'use_schema', true); report = bids.report(BIDS, ... 'output_path', cfg.output_path, ... @@ -130,6 +130,8 @@ function test_report_moae_data() end assertEqual(content, expected); + rmdir(pth, 's'); + end function expected = get_expected_content(cfg, dataset, modality) diff --git a/tests/tests_utils/test_tsvread.m b/tests/tests_utils/test_tsvread.m index 4cf4ae51..f7e52bde 100644 --- a/tests/tests_utils/test_tsvread.m +++ b/tests/tests_utils/test_tsvread.m @@ -28,6 +28,8 @@ function test_tsvread_basic() 'sub-01_task-auditory_events.tsv.gz')); assertEqual(output.onset', events.onset); + rmdir(pth, 's'); + end function test_tsvread_subset() @@ -45,4 +47,6 @@ function test_tsvread_subset() output = bids.util.tsvread(tsv_file, 'onset'); assertEqual(output', events.onset); + rmdir(pth, 's'); + end From 86f56f4fac2a0d06f70ef164ed2d13c0e63c4b40 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 19 Apr 2022 14:02:55 +0200 Subject: [PATCH 066/340] add versbose parameter to parse_filename to silence warnings in tests --- +bids/+internal/parse_filename.m | 16 +++++++++----- .github/workflows/run_tests_octave.yml | 3 +-- tests/tests_private/test_parse_filename.m | 27 +++++++++-------------- 3 files changed, 21 insertions(+), 25 deletions(-) diff --git a/+bids/+internal/parse_filename.m b/+bids/+internal/parse_filename.m index fb0c3d12..fa175554 100644 --- a/+bids/+internal/parse_filename.m +++ b/+bids/+internal/parse_filename.m @@ -1,10 +1,10 @@ -function p = parse_filename(filename, fields, tolerant) +function p = parse_filename(filename, fields, tolerant, verbose) % % Split a filename into its building constituents % % USAGE:: % - % p = bids.internal.parse_filename(filename, fields) + % p = bids.internal.parse_filename(filename, fields, tolerant, verbose) % % :param filename: fielname to parse that follows the pattern % ``sub-label[_entity-label]*_suffix.extension`` @@ -62,6 +62,10 @@ tolerant = true; end + if nargin < 4 || isempty(verbose) + verbose = true; + end + if isempty(filename) p = struct([]); return @@ -86,7 +90,7 @@ % Identify extention [basename, p.ext] = strtok(basename, '.'); - p = parse_entity_label_pairs(p, basename, tolerant); + p = parse_entity_label_pairs(p, basename, tolerant, verbose); % Extra fields can be added to the structure and ordered specifically. if ~isempty(fields) @@ -98,14 +102,14 @@ p.entities = orderfields(p.entities, fields); catch msg = sprintf('Ignoring file %s not matching template.', filename); - bids.internal.error_handling(mfilename, 'noMatchingTemplate', msg, tolerant, true); + bids.internal.error_handling(mfilename, 'noMatchingTemplate', msg, tolerant, verbose); p = struct([]); end end end -function p = parse_entity_label_pairs(p, basename, tolerant) +function p = parse_entity_label_pairs(p, basename, tolerant, verbose) p.entities = struct(); p.suffix = ''; @@ -172,7 +176,7 @@ bids.internal.error_handling(mfilename, error_id, ... msg, ... tolerant, ... - true); + verbose); if tolerant p = struct([]); diff --git a/.github/workflows/run_tests_octave.yml b/.github/workflows/run_tests_octave.yml index aa38474a..3a6ece7b 100644 --- a/.github/workflows/run_tests_octave.yml +++ b/.github/workflows/run_tests_octave.yml @@ -36,9 +36,8 @@ jobs: cd JSONio mkoctfile --mex jsonread.c jsmn.c -DJSMN_PARENT_LINKS - - name: Install bids-example and data + - name: Install bids-example run: | - octave $OCTFLAGS --eval "addpath(pwd); bids.internal.download_moae_ds()" cd tests make data diff --git a/tests/tests_private/test_parse_filename.m b/tests/tests_private/test_parse_filename.m index 0cc39c8c..8ca9ce0b 100644 --- a/tests/tests_private/test_parse_filename.m +++ b/tests/tests_private/test_parse_filename.m @@ -14,7 +14,6 @@ function test_parse_filename_warnings() fields = {}; tolerant = true; - verbose = true; filename_error = { {'_a_'; ... @@ -31,10 +30,11 @@ function test_parse_filename_warnings() for i = 1:size(filename_error, 1) for j = 1:numel(filename_error{i, 1}) - assertWarning(@()bids.internal.parse_filename(filename_error{i, 1}{j}, fields, tolerant), ... + assertWarning(@()bids.internal.parse_filename(filename_error{i, 1}{j}, fields, ... + tolerant, true), ... ['parse_filename:' filename_error{i, 2}]); - p = bids.internal.parse_filename(filename_error{i, 1}{j}, fields, tolerant); + p = bids.internal.parse_filename(filename_error{i, 1}{j}, fields, tolerant, false); assertEqual(p, struct([])); @@ -48,8 +48,7 @@ function test_parse_filename_participants() filename = 'participants.tsv'; output = bids.internal.parse_filename(filename); - expected = struct( ... - 'filename', 'participants.tsv', ... + expected = struct('filename', 'participants.tsv', ... 'suffix', 'participants', ... 'entities', struct(), ... 'ext', '.tsv', ... @@ -64,8 +63,7 @@ function test_parse_filename_prefix() filename = 'asub-16_task-rest_run-1_bold.nii'; output = bids.internal.parse_filename(filename); - expected = struct( ... - 'filename', 'asub-16_task-rest_run-1_bold.nii', ... + expected = struct('filename', 'asub-16_task-rest_run-1_bold.nii', ... 'suffix', 'bold', ... 'prefix', 'a', ... 'ext', '.nii', ... @@ -83,8 +81,7 @@ function test_parse_filename_prefix() filename = 'asub-16_task-rest_wsub-1_bold.nii'; output = bids.internal.parse_filename(filename); - expected = struct( ... - 'filename', 'asub-16_task-rest_wsub-1_bold.nii', ... + expected = struct('filename', 'asub-16_task-rest_wsub-1_bold.nii', ... 'suffix', 'bold', ... 'prefix', 'a', ... 'ext', '.nii', ... @@ -103,8 +100,7 @@ function test_parse_filename_prefix() filename = 'group-ctrl_wsub-1_bold.nii'; output = bids.internal.parse_filename(filename); - expected = struct( ... - 'filename', 'group-ctrl_wsub-1_bold.nii', ... + expected = struct('filename', 'group-ctrl_wsub-1_bold.nii', ... 'suffix', 'bold', ... 'prefix', 'group-ctrl_w', ... 'ext', '.nii', ... @@ -123,8 +119,7 @@ function test_parse_filename_basic() filename = '../sub-16/anat/sub-16_ses-mri_run-1_acq-hd_T1w.nii.gz'; output = bids.internal.parse_filename(filename); - expected = struct( ... - 'filename', 'sub-16_ses-mri_run-1_acq-hd_T1w.nii.gz', ... + expected = struct('filename', 'sub-16_ses-mri_run-1_acq-hd_T1w.nii.gz', ... 'suffix', 'T1w', ... 'ext', '.nii.gz', ... 'entities', struct('sub', '16', ... @@ -147,8 +142,7 @@ function test_parse_filename_fields() fields = {'sub', 'ses', 'run', 'acq', 'ce'}; output = bids.internal.parse_filename(filename, fields); - expected = struct( ... - 'filename', 'sub-16_ses-mri_run-1_acq-hd_T1w.nii.gz', ... + expected = struct('filename', 'sub-16_ses-mri_run-1_acq-hd_T1w.nii.gz', ... 'suffix', 'T1w', ... 'ext', '.nii.gz', ... 'entities', struct('sub', '16', ... @@ -170,8 +164,7 @@ function test_parse_filename_wrong_template() filename = '../sub-16/anat/sub-16_ses-mri_run-1_acq-hd_T1w.nii.gz'; - assertWarning( ... - @()bids.internal.parse_filename(filename, {'echo'}, false), ... + assertWarning(@()bids.internal.parse_filename(filename, {'echo'}, false), ... 'parse_filename:noMatchingTemplate'); end From 7cb3c59fe55b813779451847687c0abd61ad5115 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 19 Apr 2022 15:07:17 +0200 Subject: [PATCH 067/340] add test for data download --- +bids/+internal/download.m | 10 +++++++++- tests/tests_utils/test_download_ds.m | 18 ++++++++++++++++++ 2 files changed, 27 insertions(+), 1 deletion(-) create mode 100644 tests/tests_utils/test_download_ds.m diff --git a/+bids/+internal/download.m b/+bids/+internal/download.m index 5f403824..fe91ae6e 100644 --- a/+bids/+internal/download.m +++ b/+bids/+internal/download.m @@ -17,6 +17,10 @@ filename = tokens{end}; + if exist(filename, 'file') + delete(filename); + end + if strcmp(protocol, 'http:') if isunix() @@ -29,7 +33,11 @@ urlwrite(URL, filename); end - movefile(filename, output_dir); + % move file in case it was not downloaded in the root dir + if ~exist(fullfile(output_dir, filename), 'file') + print_to_screen([filename ' --> ' output_dir], verbose); + movefile(filename, fullfile(output_dir, filename)); + end filename = fullfile(output_dir, filename); else diff --git a/tests/tests_utils/test_download_ds.m b/tests/tests_utils/test_download_ds.m new file mode 100644 index 00000000..f87535a3 --- /dev/null +++ b/tests/tests_utils/test_download_ds.m @@ -0,0 +1,18 @@ +function test_suite = test_download_ds %#ok<*STOUT> + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; +end + +function test_download_ds_basic() + + pth = bids.util.download_ds('source', 'spm', ... + 'demo', 'moae', ... + 'force', false, ... + 'verbose', true); + + rmdir(pth, 's'); + +end From 15e8402c2acbe701c15e8a140cd9ef9e486cd7c2 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 19 Apr 2022 15:08:11 +0200 Subject: [PATCH 068/340] make test silent --- tests/tests_utils/test_download_ds.m | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/tests_utils/test_download_ds.m b/tests/tests_utils/test_download_ds.m index f87535a3..f20ebeda 100644 --- a/tests/tests_utils/test_download_ds.m +++ b/tests/tests_utils/test_download_ds.m @@ -11,7 +11,7 @@ function test_download_ds_basic() pth = bids.util.download_ds('source', 'spm', ... 'demo', 'moae', ... 'force', false, ... - 'verbose', true); + 'verbose', false); rmdir(pth, 's'); From 1964c5e16ced90611161636ece3b0f98af0e1fc6 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 19 Apr 2022 15:17:56 +0200 Subject: [PATCH 069/340] skip moae report test in CI --- tests/test_report.m | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/tests/test_report.m b/tests/test_report.m index d437c599..78d59034 100644 --- a/tests/test_report.m +++ b/tests/test_report.m @@ -103,7 +103,10 @@ function test_report_pet() function test_report_moae_data() - % + % no spm in CI + if bids.internal.is_github_ci() + return; + end cfg = set_up(); From 8543fdc846c0c98a266f7d176dea0b44ac67ea6f Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 19 Apr 2022 15:26:33 +0200 Subject: [PATCH 070/340] lint --- tests/test_report.m | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_report.m b/tests/test_report.m index 78d59034..13123441 100644 --- a/tests/test_report.m +++ b/tests/test_report.m @@ -105,7 +105,7 @@ function test_report_moae_data() % no spm in CI if bids.internal.is_github_ci() - return; + return end cfg = set_up(); From fea2c08a13c15e7f402fc11c930ec3e3beae3df1 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Tue, 19 Apr 2022 13:35:16 +0000 Subject: [PATCH 071/340] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- .github/workflows/update_schema.yml | 2 +- CITATION.cff | 4 ++-- docs/source/function_description.rst | 2 +- schema/objects/associated_data.json | 2 +- schema/objects/columns.json | 2 +- schema/objects/datatypes.json | 2 +- schema/objects/entities.json | 2 +- schema/objects/extensions.json | 2 +- schema/objects/formats.json | 2 +- schema/objects/metadata.json | 2 +- schema/objects/modalities.json | 2 +- schema/objects/suffixes.json | 2 +- schema/objects/top_level_files.json | 2 +- schema/rules/associated_data.json | 2 +- schema/rules/datatypes/anat.json | 2 +- schema/rules/datatypes/beh.json | 2 +- schema/rules/datatypes/dwi.json | 2 +- schema/rules/datatypes/eeg.json | 2 +- schema/rules/datatypes/fmap.json | 2 +- schema/rules/datatypes/func.json | 2 +- schema/rules/datatypes/ieeg.json | 2 +- schema/rules/datatypes/meg.json | 2 +- schema/rules/datatypes/micr.json | 2 +- schema/rules/datatypes/perf.json | 2 +- schema/rules/datatypes/pet.json | 2 +- schema/rules/entities.json | 2 +- schema/rules/modalities.json | 2 +- schema/rules/tabular_metadata.json | 2 +- schema/rules/top_level_files.json | 2 +- tests/data/model/model-empty_smdl.json | 2 +- tests/data/model/model-rhymejudgement_smdl.json | 2 +- tests/models/model-defaultVislocalizer_smdl.json | 2 +- 32 files changed, 33 insertions(+), 33 deletions(-) diff --git a/.github/workflows/update_schema.yml b/.github/workflows/update_schema.yml index 11d2920b..7715bec8 100644 --- a/.github/workflows/update_schema.yml +++ b/.github/workflows/update_schema.yml @@ -31,7 +31,7 @@ on: jobs: schema: - + # only trigger schema update on upstream repo if: github.repository_owner == 'bids-standard' diff --git a/CITATION.cff b/CITATION.cff index 2fa36d0d..fe456ef6 100644 --- a/CITATION.cff +++ b/CITATION.cff @@ -39,7 +39,7 @@ authors: - family-names: Madan given-names: Christopher - orcid: https://orcid.org/0000-0003-3228-6501 + orcid: https://orcid.org/0000-0003-3228-6501 - family-names: Niso given-names: Guiomar @@ -66,7 +66,7 @@ authors: - family-names: Chrisophe given-names: Phillips - orcid: https://orcid.org/0000-0002-4990-425X + orcid: https://orcid.org/0000-0002-4990-425X keywords: - brain imaging data structure diff --git a/docs/source/function_description.rst b/docs/source/function_description.rst index 1e7274f9..67bf0f9b 100644 --- a/docs/source/function_description.rst +++ b/docs/source/function_description.rst @@ -28,4 +28,4 @@ Function description .. figure:: images/MultisubjectMultimodalFaceProcessing_splitby-task.png :align: center - output of ``diagsnotic`` split by task \ No newline at end of file + output of ``diagsnotic`` split by task diff --git a/schema/objects/associated_data.json b/schema/objects/associated_data.json index 04f47a19..eb8896fa 100644 --- a/schema/objects/associated_data.json +++ b/schema/objects/associated_data.json @@ -15,4 +15,4 @@ "name": "Stimulus files", "description": "The stimulus files can be added in a `/stimuli` directory\n(under the root directory of the dataset; with optional subdirectories)\nAND using a stim_file column in *_events.tsv mentioning which stimulus file was\nused for a given event.\n\nThere are no restrictions on the file formats of the stimuli files, but they should be\nstored in the `/stimuli` directory.\n" } -} \ No newline at end of file +} diff --git a/schema/objects/columns.json b/schema/objects/columns.json index 7ab199c8..630ef85d 100644 --- a/schema/objects/columns.json +++ b/schema/objects/columns.json @@ -530,4 +530,4 @@ } ] } -} \ No newline at end of file +} diff --git a/schema/objects/datatypes.json b/schema/objects/datatypes.json index 8cfaa3dc..93130f51 100644 --- a/schema/objects/datatypes.json +++ b/schema/objects/datatypes.json @@ -43,4 +43,4 @@ "name": "Positron Emission Tomography", "description": "Positron emission tomography data\n" } -} \ No newline at end of file +} diff --git a/schema/objects/entities.json b/schema/objects/entities.json index 4b78b95e..c43c5e0c 100644 --- a/schema/objects/entities.json +++ b/schema/objects/entities.json @@ -207,4 +207,4 @@ "type": "string", "format": "label" } -} \ No newline at end of file +} diff --git a/schema/objects/extensions.json b/schema/objects/extensions.json index 0c373e4d..dcf17e1c 100644 --- a/schema/objects/extensions.json +++ b/schema/objects/extensions.json @@ -159,4 +159,4 @@ "name": "No extension", "description": "A file with no extension.\n" } -} \ No newline at end of file +} diff --git a/schema/objects/formats.json b/schema/objects/formats.json index a640cdea..6f16f074 100644 --- a/schema/objects/formats.json +++ b/schema/objects/formats.json @@ -84,4 +84,4 @@ "description": "A uniform resource indicator.\n", "pattern": "(([^:/?#]+):)?(//([^/?#]*))?([^?#]*)(\\?([^#]*))?(#(.*))?" } -} \ No newline at end of file +} diff --git a/schema/objects/metadata.json b/schema/objects/metadata.json index baaf7157..3d5efeeb 100644 --- a/schema/objects/metadata.json +++ b/schema/objects/metadata.json @@ -2734,4 +2734,4 @@ "description": "General description of the reference scheme used and (when applicable) of\nlocation of the reference electrode in the raw recordings\n(for example, `\"left mastoid\"`, `\"bipolar\"`,\n`\"T01\"` for electrode with name T01,\n`\"intracranial electrode on top of a grid, not included with data\"`,\n`\"upside down electrode\"`).\nIf different channels have a different reference,\nthis field should have a general description and the channel specific\nreference should be defined in the `channels.tsv` file.\n", "type": "string" } -} \ No newline at end of file +} diff --git a/schema/objects/modalities.json b/schema/objects/modalities.json index 73cd9010..db1a02c7 100644 --- a/schema/objects/modalities.json +++ b/schema/objects/modalities.json @@ -27,4 +27,4 @@ "name": "Microscopy", "description": "Data acquired with a microscope.\n" } -} \ No newline at end of file +} diff --git a/schema/objects/suffixes.json b/schema/objects/suffixes.json index 62bd8f2c..a2ee0136 100644 --- a/schema/objects/suffixes.json +++ b/schema/objects/suffixes.json @@ -437,4 +437,4 @@ "name": "Micro-CT", "description": "Micro-CT imaging data\n" } -} \ No newline at end of file +} diff --git a/schema/objects/top_level_files.json b/schema/objects/top_level_files.json index be3d821d..a8629ae9 100644 --- a/schema/objects/top_level_files.json +++ b/schema/objects/top_level_files.json @@ -27,4 +27,4 @@ "name": "Sample Information", "description": "The purpose of this file is to describe properties of samples, indicated by the `sample` entity.\nThis file is REQUIRED if `sample-
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z&^?f|Kxd%dK?8JUI0b9=)9f@f%!L$o~n?z>35;iCSYFZzCtbkT*dK7Bd1g^iamc2 zT*x)94~63VtZ;sV=qpA3^w+^QrFt~f)!fpu?O#N|$O~TZ8{D*`HZl)|PHbp{_zj`F zFgv66H0a4`{=G{w1+9GGEr;wk7)ilEzRPv(Iql$3`+_qMEoYQr{AiNyfRb)uUV%xf zeq+yrqxOr|7Ty{cCJC9|y4{ zW7&n8wz3aqg6iDi__=i(PX)gI1ns0FT63qZ=$x^7R1W5vq|HnZfi;hm&~EuBtsBz( z+6N6NUK%}8tJ-m&%QfEdx$VC+?$@A`5E^Cb1HDt$W9x0(t3^zD#A zbhLQc37?!}jWShDW5}q)m3AE0DE{JfJwlP)ymMFO>Cok9;ZD{A^ujz}M@cs-k9^5e z!QAJb`OwJ3v&;JTJM3bQ5?eyuDKA@Cif(+7PL&5l0hD@Y{r`er~eHC4TuHlulxDpeyw>&k;}uUI7g51F|9Y=`%~Zx>O>S9M|2v*NH}DY^A!Gk`t26x6d~@;{ zylL1G3VGV1rIg8tJ*M0ePWebtUxIp(XSx0P3*ODP>()PG8XYb$jW<;PT`nlqlVBV4 z@|wp&lFJkMA9tG$XwT~v`d7A{78CEqX0pcaU;Ut(ufkCRBVH@@$Ys2hd&pTv$5XO{u Date: Sat, 14 May 2022 10:05:32 +0200 Subject: [PATCH 116/340] fix download ds and its test --- +bids/+util/download_ds.m | 31 ++++++++++++++-------------- .gitignore | 1 + run_tests.m | 2 +- tests/tests_utils/test_download_ds.m | 22 +++++++++++++++++--- 4 files changed, 37 insertions(+), 19 deletions(-) diff --git a/+bids/+util/download_ds.m b/+bids/+util/download_ds.m index a481f1c7..0ddba833 100644 --- a/+bids/+util/download_ds.m +++ b/+bids/+util/download_ds.m @@ -8,7 +8,8 @@ % 'demo', 'moae', ... % 'out_path', fullfile(bids.internal.root_dir(), 'demos'), ... % 'force', false, ... - % 'verbose', true); + % 'verbose', true, ... + % 'delete_previous', true); % % % SPM:: @@ -61,31 +62,31 @@ default_verbose = true; default_delete_previous = false; - p = inputParser; + args = inputParser; - addParameter(p, 'source', default_source, @ischar); - addParameter(p, 'demo', default_demo, @ischar); - addParameter(p, 'out_path', default_out_path, @ischar); - addParameter(p, 'delete_previous', default_delete_previous, @ischar); - addParameter(p, 'force', default_force); - addParameter(p, 'verbose', default_verbose); + addParameter(args, 'source', default_source, @ischar); + addParameter(args, 'demo', default_demo, @ischar); + addParameter(args, 'out_path', default_out_path, @ischar); + addParameter(args, 'delete_previous', default_delete_previous, @islogical); + addParameter(args, 'force', default_force, @islogical); + addParameter(args, 'verbose', default_verbose, @islogical); - parse(p, varargin{:}); + parse(args, varargin{:}); - verbose = p.Results.verbose; + verbose = args.Results.verbose; - out_path = p.Results.out_path; + out_path = args.Results.out_path; if isempty(out_path) out_path = fullfile(bids.internal.root_dir, 'demos'); - out_path = fullfile(out_path, p.Results.source, p.Results.demo); + out_path = fullfile(out_path, args.Results.source, args.Results.demo); elseif ~exist(out_path, 'dir') bids.util.mkdir(out_path); end % clean previous runs if isdir(out_path) - if p.Results.force - if p.Results.delete_previous + if args.Results.force + if args.Results.delete_previous rmdir(out_path, 's'); end else @@ -96,7 +97,7 @@ end end - [URL] = get_URL(p.Results.source, p.Results.demo, verbose); + [URL] = get_URL(args.Results.source, args.Results.demo, verbose); filename = bids.internal.download(URL, bids.internal.root_dir(), verbose); % Unzipping dataset diff --git a/.gitignore b/.gitignore index 1b256b2d..0f5ad10a 100644 --- a/.gitignore +++ b/.gitignore @@ -26,6 +26,7 @@ env/* # coverage coverage_html +coverage.xml # styling .prettierrc diff --git a/run_tests.m b/run_tests.m index 23d972b0..0a6b10c7 100644 --- a/run_tests.m +++ b/run_tests.m @@ -2,7 +2,7 @@ % % (C) Copyright 2021 BIDS-MATLAB developers - with_coverage = false; + with_coverage = true; addpath(fullfile(pwd, 'tests', 'utils')); diff --git a/tests/tests_utils/test_download_ds.m b/tests/tests_utils/test_download_ds.m index afdfe336..01778ab8 100644 --- a/tests/tests_utils/test_download_ds.m +++ b/tests/tests_utils/test_download_ds.m @@ -8,11 +8,27 @@ function test_download_ds_basic() + target_dir = bids.internal.file_utils(fullfile(get_test_data_dir(), ... + '..', '..', ... + 'demos', 'spm', 'moae'), ... + 'cpath'); + + % back up content + tmp = tempname; + copyfile(target_dir, tmp); + pth = bids.util.download_ds('source', 'spm', ... 'demo', 'moae', ... - 'force', false, ... - 'verbose', false); + 'force', true, ... + 'verbose', false, ... + 'delete_previous', true); + + bids.layout(target_dir); + + % remove data + rmdir(pth, 's'); - % rmdir(fullfile(pth, 'MoAEpilot'), 's'); + % bring backup back + copyfile(tmp, target_dir); end From ad03075f0a665092478279199229fe56c689dba9 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 14 May 2022 10:24:33 +0200 Subject: [PATCH 117/340] fix copy to derivatives --- +bids/copy_to_derivative.m | 24 ++++++++++++------------ tests/test_copy_to_derivative.m | 23 ++++++++++++++--------- tests/tests_utils/test_download_ds.m | 17 +++-------------- tests/utils/fixture_moae.m | 7 +++++++ tests/utils/moae_dir.m | 6 ++++++ tests/utils/teardown_moae.m | 9 +++++++++ 6 files changed, 51 insertions(+), 35 deletions(-) create mode 100644 tests/utils/fixture_moae.m create mode 100644 tests/utils/moae_dir.m create mode 100644 tests/utils/teardown_moae.m diff --git a/+bids/copy_to_derivative.m b/+bids/copy_to_derivative.m index 011ef447..a5cf3568 100644 --- a/+bids/copy_to_derivative.m +++ b/+bids/copy_to_derivative.m @@ -142,7 +142,7 @@ function copy_to_derivative(varargin) end -function copy_participants_tsv(BIDS, derivatives_folder, p) +function copy_participants_tsv(BIDS, derivatives_folder, args) % % Very "brutal" approach where we copy the whole file % @@ -154,15 +154,15 @@ function copy_participants_tsv(BIDS, derivatives_folder, p) src = fullfile(BIDS.pth, 'participants.tsv'); target = fullfile(derivatives_folder, 'participants.tsv'); - copy_tsv(src, target, p); + copy_tsv(src, target, args); end end -function copy_tsv(src, target, p) +function copy_tsv(src, target, args) flag = false; - if p.Results.force + if args.Results.force flag = true; else if exist(target, 'file') == 0 @@ -171,18 +171,18 @@ function copy_tsv(src, target, p) end if flag - copy_with_symlink(src, target, p.Results.unzip, p.Results.verbose); + copy_with_symlink(src, target, args.Results.unzip, args.Results.verbose); if exist(bids.internal.file_utils(src, 'ext', '.json'), 'file') copy_with_symlink(bids.internal.file_utils(src, 'ext', '.json'), ... bids.internal.file_utils(target, 'ext', '.json'), ... - p.Results.unzip, ... - p.Results.verbose); + args.Results.unzip, ... + args.Results.verbose); end end end -function copy_session_scan_tsv(BIDS, derivatives_folder, p) +function copy_session_scan_tsv(BIDS, derivatives_folder, args) % % Very "brutal" approach wehere we copy the whole file % @@ -191,8 +191,8 @@ function copy_session_scan_tsv(BIDS, derivatives_folder, p) % identify in the BIDS layout the subjects / sessions combination that we % need to keep to copy - subjects_list = bids.query(BIDS, 'subjects', p.Results.filter); - sessions_list = bids.query(BIDS, 'sessions', p.Results.filter); + subjects_list = bids.query(BIDS, 'subjects', args.Results.filter); + sessions_list = bids.query(BIDS, 'sessions', args.Results.filter); subjects = {BIDS.subjects.name}'; subjects = cellfun(@(x) x(5:end), subjects, 'UniformOutput', false); @@ -208,7 +208,7 @@ function copy_session_scan_tsv(BIDS, derivatives_folder, p) target = fullfile(derivatives_folder, ... BIDS.subjects(keep(i)).name, ... bids.internal.file_utils(src, 'filename')); - copy_tsv(src, target, p); + copy_tsv(src, target, args); end if ~isempty(BIDS.subjects(keep(i)).scans) @@ -217,7 +217,7 @@ function copy_session_scan_tsv(BIDS, derivatives_folder, p) BIDS.subjects(keep(i)).name, ... BIDS.subjects(keep(i)).session, ... bids.internal.file_utils(src, 'filename')); - copy_tsv(src, target, p); + copy_tsv(src, target, args); end end diff --git a/tests/test_copy_to_derivative.m b/tests/test_copy_to_derivative.m index 43422ece..dff52b24 100644 --- a/tests/test_copy_to_derivative.m +++ b/tests/test_copy_to_derivative.m @@ -106,7 +106,7 @@ function test_copy_to_derivative_basic() function test_copy_to_derivative_unzip - [pth, out_path, filter, cfg] = fixture('MoAEpilot'); + [pth, out_path, filter, cfg, bu_folder] = fixture('MoAEpilot'); pipeline_name = 'bids-matlab'; unzip = true; @@ -131,7 +131,7 @@ function test_copy_to_derivative_basic() zipped_files = bids.query(derivatives, 'data', 'extension', '.nii.gz'); assertEqual(numel(zipped_files), 0); - % teardown(out_path); + teardown_moae(bu_folder); % rmdir(pth, 's'); @@ -222,7 +222,9 @@ function test_copy_to_derivative_dependencies() end -function [BIDS, out_path, filter, cfg] = fixture(dataset) +function [BIDS, out_path, filter, cfg, bu_folder] = fixture(dataset) + + bu_folder = ''; cfg = set_test_cfg(); @@ -265,14 +267,17 @@ function test_copy_to_derivative_dependencies() case 'MoAEpilot' - BIDS = fullfile(get_test_data_dir(), '..', '..', 'demos', 'spm', 'moae', 'MoAEpilot'); + BIDS = moae_dir(); + + if ~isdir(fullfile(BIDS, 'sub-01')) - if ~isdir(BIDS) + bu_folder = fixture_moae(); - BIDS = bids.util.download_ds('source', 'spm', ... - 'demo', 'moae', ... - 'force', false, ... - 'verbose', false); + bids.util.download_ds('source', 'spm', ... + 'demo', 'moae', ... + 'force', true, ... + 'verbose', false, ... + 'delete_previous', true); end anat = fullfile(BIDS, 'sub-01', 'anat', 'sub-01_T1w.nii'); diff --git a/tests/tests_utils/test_download_ds.m b/tests/tests_utils/test_download_ds.m index 01778ab8..c8c0cb63 100644 --- a/tests/tests_utils/test_download_ds.m +++ b/tests/tests_utils/test_download_ds.m @@ -8,14 +8,7 @@ function test_download_ds_basic() - target_dir = bids.internal.file_utils(fullfile(get_test_data_dir(), ... - '..', '..', ... - 'demos', 'spm', 'moae'), ... - 'cpath'); - - % back up content - tmp = tempname; - copyfile(target_dir, tmp); + bu_folder = fixture_moae(); pth = bids.util.download_ds('source', 'spm', ... 'demo', 'moae', ... @@ -23,12 +16,8 @@ function test_download_ds_basic() 'verbose', false, ... 'delete_previous', true); - bids.layout(target_dir); - - % remove data - rmdir(pth, 's'); + bids.layout(pth); - % bring backup back - copyfile(tmp, target_dir); + teardown_moae(bu_folder); end diff --git a/tests/utils/fixture_moae.m b/tests/utils/fixture_moae.m new file mode 100644 index 00000000..0ae915d5 --- /dev/null +++ b/tests/utils/fixture_moae.m @@ -0,0 +1,7 @@ +function bu_folder = fixture_moae() + + % back up content + bu_folder = tempname; + copyfile(moae_dir(), bu_folder); + +end diff --git a/tests/utils/moae_dir.m b/tests/utils/moae_dir.m new file mode 100644 index 00000000..ece52444 --- /dev/null +++ b/tests/utils/moae_dir.m @@ -0,0 +1,6 @@ +function value = moae_dir() + value = bids.internal.file_utils(fullfile(get_test_data_dir(), ... + '..', '..', ... + 'demos', 'spm', 'moae'), ... + 'cpath'); +end diff --git a/tests/utils/teardown_moae.m b/tests/utils/teardown_moae.m new file mode 100644 index 00000000..10b94e2e --- /dev/null +++ b/tests/utils/teardown_moae.m @@ -0,0 +1,9 @@ +function teardown_moae(bu_folder) + + % remove data + rmdir(moae_dir(), 's'); + + % bring backup back + copyfile(bu_folder, moae_dir()); + +end From d67b7e8be8f1fd31254a196478a6a263f7766fd4 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 14 May 2022 10:41:40 +0200 Subject: [PATCH 118/340] fix tests and refactor --- +bids/+internal/error_handling.m | 24 +++++----- +bids/init.m | 44 +++++++++---------- +bids/report.m | 44 +++++++++---------- .../sub-ctrl01/anat/sub-ctrl01_T1w.nii.gz | 0 .../sub-test01/anat/sub-test01_T1w.nii.gz | 0 tests/test_copy_to_derivative.m | 2 - tests/test_report.m | 18 ++++---- tests/tests_query/test_bids_query.m | 5 +-- 8 files changed, 67 insertions(+), 70 deletions(-) create mode 100644 tests/data/synthetic/sub-ctrl01/anat/sub-ctrl01_T1w.nii.gz create mode 100644 tests/data/synthetic/sub-test01/anat/sub-test01_T1w.nii.gz diff --git a/+bids/+internal/error_handling.m b/+bids/+internal/error_handling.m index e1d2796c..678ee3a1 100644 --- a/+bids/+internal/error_handling.m +++ b/+bids/+internal/error_handling.m @@ -31,28 +31,28 @@ function error_handling(varargin) default_tolerant = true; default_verbose = false; - p = inputParser; + args = inputParser; - addOptional(p, 'function_name', default_function_name, @ischar); - addOptional(p, 'id', default_id, @ischar); - addOptional(p, 'msg', default_msg, @ischar); - addOptional(p, 'tolerant', default_tolerant, @islogical); - addOptional(p, 'verbose', default_verbose, @islogical); + addOptional(args, 'function_name', default_function_name, @ischar); + addOptional(args, 'id', default_id, @ischar); + addOptional(args, 'msg', default_msg, @ischar); + addOptional(args, 'tolerant', default_tolerant, @islogical); + addOptional(args, 'verbose', default_verbose, @islogical); - parse(p, varargin{:}); + parse(args, varargin{:}); - function_name = bids.internal.file_utils(p.Results.function_name, 'basename'); + function_name = bids.internal.file_utils(args.Results.function_name, 'basename'); - id = [function_name, ':' p.Results.id]; - msg = p.Results.msg; + id = [function_name, ':' args.Results.id]; + msg = args.Results.msg; - if ~p.Results.tolerant + if ~args.Results.tolerant errorStruct.identifier = id; errorStruct.message = msg; error(errorStruct); end - if p.Results.verbose + if args.Results.verbose warning(id, msg); end diff --git a/+bids/init.m b/+bids/init.m index 5d929f68..915ece92 100644 --- a/+bids/init.m +++ b/+bids/init.m @@ -36,58 +36,58 @@ function init(varargin) default.is_derivative = false; default.is_datalad_ds = false; - p = inputParser; + args = inputParser; - addOptional(p, 'pth', default.pth, @ischar); - addParameter(p, 'folders', default.folders, @isstruct); - addParameter(p, 'is_derivative', default.is_derivative); - addParameter(p, 'is_datalad_ds', default.is_datalad_ds); + addOptional(args, 'pth', default.pth, @ischar); + addParameter(args, 'folders', default.folders, @isstruct); + addParameter(args, 'is_derivative', default.is_derivative); + addParameter(args, 'is_datalad_ds', default.is_datalad_ds); - parse(p, varargin{:}); + parse(args, varargin{:}); %% Folder structure - if ~isempty(fieldnames(p.Results.folders)) + if ~isempty(fieldnames(args.Results.folders)) - subjects = create_folder_names(p, 'subjects'); - if isfield(p.Results.folders, 'sessions') - sessions = create_folder_names(p, 'sessions'); + subjects = create_folder_names(args, 'subjects'); + if isfield(args.Results.folders, 'sessions') + sessions = create_folder_names(args, 'sessions'); else sessions = ''; end - bids.util.mkdir(p.Results.pth, ... + bids.util.mkdir(args.Results.pth, ... subjects, ... sessions, ... - p.Results.folders.modalities); + args.Results.folders.modalities); else - bids.util.mkdir(p.Results.pth); + bids.util.mkdir(args.Results.pth); end %% README pth_to_readmes = fullfile(fileparts(mfilename('fullpath')), '..', 'templates'); src = fullfile(pth_to_readmes, 'README'); - if p.Results.is_datalad_ds + if args.Results.is_datalad_ds src = fullfile(pth_to_readmes, 'README_datalad'); end - copyfile(src, fullfile(p.Results.pth, 'README')); + copyfile(src, fullfile(args.Results.pth, 'README')); %% dataset_description ds_desc = bids.Description(); - ds_desc.is_derivative = p.Results.is_derivative; + ds_desc.is_derivative = args.Results.is_derivative; ds_desc = ds_desc.set_derivative; - ds_desc.write(p.Results.pth); + ds_desc.write(args.Results.pth); %% CHANGELOG - file_id = fopen(fullfile(p.Results.pth, 'CHANGES'), 'w'); + file_id = fopen(fullfile(args.Results.pth, 'CHANGES'), 'w'); fprintf(file_id, '1.0.0 %s\n', datestr(now, 'yyyy-mm-dd')); fprintf(file_id, '- dataset creation.'); fclose(file_id); end -function folder_list = create_folder_names(p, folder_level) +function folder_list = create_folder_names(args, folder_level) - folder_list = p.Results.folders.(folder_level); + folder_list = args.Results.folders.(folder_level); if ~iscell(folder_list) folder_list = {folder_list}; end @@ -99,9 +99,9 @@ function init(varargin) prefix = 'ses-'; end - if ~isempty(p.Results.folders.(folder_level)) + if ~isempty(args.Results.folders.(folder_level)) folder_list = cellfun(@(x) [prefix x], ... - p.Results.folders.(folder_level), ... + args.Results.folders.(folder_level), ... 'UniformOutput', false); end diff --git a/+bids/report.m b/+bids/report.m index 7a1e2d80..62ac72c1 100644 --- a/+bids/report.m +++ b/+bids/report.m @@ -47,29 +47,29 @@ default_read_nifti = false; default_verbose = false; - p = inputParser; + args = inputParser; charOrStruct = @(x) ischar(x) || isstruct(x); - addOptional(p, 'BIDS', default_BIDS, charOrStruct); - addParameter(p, 'output_path', default_output_path, @ischar); - addParameter(p, 'filter', default_filter, @isstruct); - addParameter(p, 'read_nifti', default_read_nifti); - addParameter(p, 'verbose', default_verbose); + addOptional(args, 'BIDS', default_BIDS, charOrStruct); + addParameter(args, 'output_path', default_output_path, @ischar); + addParameter(args, 'filter', default_filter, @isstruct); + addParameter(args, 'read_nifti', default_read_nifti); + addParameter(args, 'verbose', default_verbose); - parse(p, varargin{:}); + parse(args, varargin{:}); - BIDS = bids.layout(p.Results.BIDS); + BIDS = bids.layout(args.Results.BIDS); - filter = check_filter(BIDS, p); + filter = check_filter(BIDS, args); nb_sub = numel(filter.sub); - read_nii = p.Results.read_nifti & exist('spm_vol', 'file') == 2; + read_nii = args.Results.read_nifti & exist('spm_vol', 'file') == 2; - [file_id, filename] = open_output_file(BIDS, p.Results.output_path, p.Results.verbose); + [file_id, filename] = open_output_file(BIDS, args.Results.output_path, args.Results.verbose); - if p.Results.verbose + if args.Results.verbose fprintf(1, '\n%s\n', repmat('-', 80, 1)); end @@ -90,7 +90,7 @@ if numel(sessions) > 1 text = sprintf('\n Working on session: %s\n', this_filter.ses); - print_to_output(text, file_id, p.Results.verbose); + print_to_output(text, file_id, args.Results.verbose); end modalities = bids.query(BIDS, 'modalities', this_filter); @@ -101,24 +101,24 @@ print_to_output([upper(this_filter.modality{1}) ' REPORT'], ... file_id, ... - p.Results.verbose); + args.Results.verbose); switch this_filter.modality{1} case {'anat', 'perf', 'dwi', 'fmap', 'pet'} - report_nifti(BIDS, this_filter, read_nii, p.Results.verbose, file_id); + report_nifti(BIDS, this_filter, read_nii, args.Results.verbose, file_id); case {'func'} - report_func(BIDS, this_filter, read_nii, p.Results.verbose, file_id); + report_func(BIDS, this_filter, read_nii, args.Results.verbose, file_id); case {'eeg', 'meg', 'ieeg'} - report_meeg(BIDS, this_filter, p.Results.verbose, file_id); + report_meeg(BIDS, this_filter, args.Results.verbose, file_id); case {'beh'} - not_supported(this_filter.modality{1}, p.Results.verbose); + not_supported(this_filter.modality{1}, args.Results.verbose); otherwise - not_supported(this_filter.modality{1}, p.Results.verbose); + not_supported(this_filter.modality{1}, args.Results.verbose); end @@ -128,7 +128,7 @@ end - print_text('credit', file_id, p.Results.verbose); + print_text('credit', file_id, args.Results.verbose); end @@ -316,9 +316,9 @@ function not_supported(thing_not_supported, verbose) verbose); end -function filter = check_filter(BIDS, p) +function filter = check_filter(BIDS, args) - filter = p.Results.filter; + filter = args.Results.filter; if ~isfield(filter, 'sub') filter.sub = ''; diff --git a/tests/data/synthetic/sub-ctrl01/anat/sub-ctrl01_T1w.nii.gz b/tests/data/synthetic/sub-ctrl01/anat/sub-ctrl01_T1w.nii.gz new file mode 100644 index 00000000..e69de29b diff --git a/tests/data/synthetic/sub-test01/anat/sub-test01_T1w.nii.gz b/tests/data/synthetic/sub-test01/anat/sub-test01_T1w.nii.gz new file mode 100644 index 00000000..e69de29b diff --git a/tests/test_copy_to_derivative.m b/tests/test_copy_to_derivative.m index dff52b24..dc49dc41 100644 --- a/tests/test_copy_to_derivative.m +++ b/tests/test_copy_to_derivative.m @@ -133,8 +133,6 @@ function test_copy_to_derivative_basic() teardown_moae(bu_folder); - % rmdir(pth, 's'); - end function test_copy_to_derivative_dependencies() diff --git a/tests/test_report.m b/tests/test_report.m index 0696c981..0773c9ae 100644 --- a/tests/test_report.m +++ b/tests/test_report.m @@ -112,17 +112,15 @@ function test_report_moae_data() cfg.read_nifti = true; - pth = fullfile(get_test_data_dir(), '..', '..', 'demos', 'spm', 'moae', 'MoAEpilot'); + bu_folder = fixture_moae(); - if ~isdir(pth) + bids.util.download_ds('source', 'spm', ... + 'demo', 'moae', ... + 'force', true, ... + 'verbose', false, ... + 'delete_previous', true); - pth = bids.util.download_ds('source', 'spm', ... - 'demo', 'moae', ... - 'force', false, ... - 'verbose', false); - end - - BIDS = bids.layout(pth, 'use_schema', true); + BIDS = bids.layout(moae_dir(), 'use_schema', true); report = bids.report(BIDS, ... 'output_path', cfg.output_path, ... @@ -138,6 +136,8 @@ function test_report_moae_data() end assertEqual(content, expected); + teardown_moae(bu_folder); + end function expected = get_expected_content(cfg, dataset, modality) diff --git a/tests/tests_query/test_bids_query.m b/tests/tests_query/test_bids_query.m index fbac4bd4..94ae588a 100644 --- a/tests/tests_query/test_bids_query.m +++ b/tests/tests_query/test_bids_query.m @@ -65,9 +65,7 @@ function test_query_regex_subjects_no_regex_by_default() % end - pth_bids_example = get_test_data_dir(); - - BIDS = bids.layout(fullfile(pth_bids_example, '..', 'data', 'dummy', 'raw')); + BIDS = bids.layout(fullfile(get_test_data_dir(), '..', 'data', 'synthetic')); data = bids.query(BIDS, 'subjects', 'sub', '01'); @@ -76,6 +74,7 @@ function test_query_regex_subjects_no_regex_by_default() data = bids.query(BIDS, 'subjects', 'sub', '*01'); assertEqual(numel(data), 3); + end function test_query_regex_subjects() From 808e12a19153c3d1c0a72374a99571e77f5b261e Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 14 May 2022 11:35:16 +0200 Subject: [PATCH 119/340] add warning for renamed levels --- +bids/+util/create_data_dict.m | 76 ++++++++++++++++++++--- tests/tests_utils/test_create_data_dict.m | 30 ++++++++- 2 files changed, 94 insertions(+), 12 deletions(-) diff --git a/+bids/+util/create_data_dict.m b/+bids/+util/create_data_dict.m index 1a8240ba..ed7204c0 100644 --- a/+bids/+util/create_data_dict.m +++ b/+bids/+util/create_data_dict.m @@ -1,15 +1,23 @@ function data_dict = create_data_dict(varargin) % - % Create a data dictionnary for a TSV file + % Create a data dictionnary for a TSV file. The output may need manual + % cleaning. % - % data_dict = bids.util.create_data_dict(tsv_file, ... - % 'output', [], ... - % 'schema', true, ... - % 'force', false, ... - % 'level_limit', 10); + % To create better data dictionaries, please see the tools + % for `hierarchical event descriptions `_. % + % USAGE:: % - % :param output: filename for the output file + % data_dict = bids.util.create_data_dict(tsv_file, ... + % 'output', [], ... + % 'schema', true, ... + % 'force', false, ... + % 'level_limit', 10, ... + % 'verbose', true); + % + % + % :param output: filename for the output files. Can pass be a cell + % string of paths % % :param force: If set to ``false`` it will not overwrite any file already % present in the destination. @@ -19,6 +27,23 @@ % find definitions for the column headers % :type schema: boolean or a schema object % + % :param level_limit: Maximum number of levels to list. Defauts to 10; + % :type level_limit: + % + % + % EXAMPLE:: + % + % BIDS = bids.layout(pth_bids_example, 'ds001')); + % + % tsv_files = bids.query(BIDS, 'data', ... + % 'sub', '01', ... + % 'suffix', 'events'); + % + % data_dict = bids.util.create_data_dict(tsv_files{1}, ... + % 'output', 'tmp.json', ... + % 'schema', true); + % + % % % (C) Copyright 2021 Remi Gau @@ -63,7 +88,7 @@ for i = 1:numel(headers) data_dict.(headers{i}) = set_dict(headers{i}, schema); - data_dict = add_levels_description(data_dict, headers{i}, content, level_limit); + data_dict = add_levels_desc(data_dict, headers{i}, content, level_limit, verbose); end if ~isempty(output) @@ -82,6 +107,9 @@ content = bids.util.tsvread(tsv_file{1}); + % if there is more than one TSV file, + % the content of all files is concatenated together + % to create a single data dictionnary across TSVfiles. if numel(tsv_file) > 1 for f = 2:numel(tsv_file) @@ -119,6 +147,7 @@ content.(headers{h}) = cat(1, append_to, to_append); + % ??? if (ischar(content.(headers{h})) || iscellstr(content.(headers{h}))) && ... any(strcmp(content.(headers{h}), ' ')) end @@ -131,10 +160,12 @@ end -function json_content = add_levels_description(json_content, header, tsv_content, level_limit) +function json_content = add_levels_desc(json_content, header, tsv_content, level_limit, verbose) levels = unique(tsv_content.(header)); + % we do not list non integer numeric values + % as this is most likely not categorical if numel(levels) > level_limit || ... (isnumeric(levels) && not(all(isinteger(levels)))) return @@ -150,11 +181,21 @@ this_level = this_level{1}; end + if strcmp(this_level, 'n/a') + continue + end + + level_name_before = this_level; + + % assume that numeric values (should be integers) are dummy coding for + % something categorical + % if not the user will have some clean up to do manually if isnumeric(this_level) % add a prefix because fieldnames cannot be numbers in matlab this_level = ['level_' num2str(this_level)]; end + % remove any illegal character to turn it into a valid structure fieldname this_level = regexprep(this_level, '[^a-zA-Z0-9]', '_'); pre = regexprep(this_level(1), '[0-9_]', ['level_' this_level(1)]); @@ -165,16 +206,33 @@ end if strcmp(this_level, '_') + bids.internal.error_handling(mfilename(), 'skippingLevel', ... + sprintf('\nSkipping level %s.', level_name_before), ... + true, ... + verbose); continue end + if ~strcmp(level_name_before, this_level) + warning_modified_level_name(level_name_before, header, this_level, verbose); + end + json_content.(header).Levels.(this_level) = 'TODO'; end end +function warning_modified_level_name(level, header, new_name, verbose) + tolerant = true; + msg = sprintf('Level "%s" of column "%s" modified to "%s"\n', level, header, new_name); + bids.internal.error_handling(mfilename(), 'modifiedLevel', msg, tolerant, verbose); +end + function dict = set_dict(header, schema) + % + % get default description from the schema + % dict = default_dict(header); diff --git a/tests/tests_utils/test_create_data_dict.m b/tests/tests_utils/test_create_data_dict.m index fc2fd94e..08da8497 100644 --- a/tests/tests_utils/test_create_data_dict.m +++ b/tests/tests_utils/test_create_data_dict.m @@ -60,6 +60,31 @@ function test_create_data_dict_schema() end +function test_create_data_dict_warning + + dataset = 'ds000248'; + + schema = bids.Schema(); + schema.load_schema_metadata = true; + schema = schema.load(); + + pth_bids_example = get_test_data_dir(); + + BIDS = bids.layout(fullfile(pth_bids_example, dataset)); + + tasks = bids.query(BIDS, 'tasks'); + + tsv_files = bids.query(BIDS, 'data', ... + 'task', tasks{1}, ... + 'suffix', 'events'); + + assertWarning(@()bids.util.create_data_dict(tsv_files, ... + 'schema', schema, ... + 'level_limit', 50), ... + 'create_data_dict:modifiedLevel'); + +end + function test_create_data_dict_several_tsv() %% WITH SCHEMA @@ -113,8 +138,6 @@ function test_create_data_dict_several_tsv() 'ds002'; ... 'ds051' }; - dataset = 'ds008'; - schema = bids.Schema(); schema.load_schema_metadata = true; schema = schema.load(); @@ -138,7 +161,8 @@ function test_create_data_dict_several_tsv() data_dict = bids.util.create_data_dict(tsv_files, ... 'output', [dataset '_' tasks{i_task} '.json'], ... 'schema', schema, ... - 'level_limit', 50); + 'level_limit', 50, ... + 'verbose', false); end From 3f53eee289a976acca5f1b8b0dfc307e082e261c Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 14 May 2022 11:50:43 +0200 Subject: [PATCH 120/340] update narps model and tests --- .gitignore | 5 +-- .vscode/settings.json | 8 +++++ tests/data/model/model-narps_smdl.json | 46 +++++++++++++++----------- tests/test_bids_model.m | 16 ++++++--- 4 files changed, 48 insertions(+), 27 deletions(-) create mode 100644 .vscode/settings.json diff --git a/.gitignore b/.gitignore index 0f5ad10a..04bcdea7 100644 --- a/.gitignore +++ b/.gitignore @@ -8,6 +8,8 @@ tmp* *.png *.ps +*.log + # virtual env env/* @@ -31,8 +33,7 @@ coverage.xml # styling .prettierrc -# visual studio code config -.vscode/* + # jupyter notebooks .ipynb_checkpoints diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 00000000..9e80844a --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,8 @@ +{ + "json.schemas": [ + { + "fileMatch": ["model-*_smdl.json"], + "url": "https://raw.githubusercontent.com/bids-standard/stats-models/gh-pages/BIDSStatsModel.json" + } + ] +} diff --git a/tests/data/model/model-narps_smdl.json b/tests/data/model/model-narps_smdl.json index cb2ca1db..a6ba683e 100644 --- a/tests/data/model/model-narps_smdl.json +++ b/tests/data/model/model-narps_smdl.json @@ -3,7 +3,7 @@ "Description": "NARPS Analysis model", "BIDSModelVersion": "1.0.0", "Input": { - "task": "MGT" + "task": ["MGT"] }, "Nodes": [ { @@ -59,11 +59,19 @@ "gain", "loss", "demeaned_RT", + "rot_x", + "rot_y", + "rot_z", + "trans_x", + "trans_y", + "trans_z", 1 - ] + ], + "Type": "glm" }, "DummyContrasts": { - "Contrasts": [ + "Conditions": [ + "trials", "gain", "loss" ], @@ -81,7 +89,7 @@ "X": [ 1 ], - "Type": "Meta" + "Type": "meta" }, "DummyContrasts": { "Test": "t" @@ -94,6 +102,7 @@ "contrast" ], "Model": { + "Type": "glm", "X": [ 1, "group" @@ -123,31 +132,24 @@ "group" ], "Model": { + "Type": "glm", "X": [ 1 ] }, - "Contrasts": [ - { - "Name": "positive", - "ConditionList": [ - 1 - ], - "Weights": [ - 1 - ], - "Test": "t" - } - ] + "DummyContrasts": { + "Test": "t" + } }, { "Level": "Dataset", - "Name": "negative", + "Name": "negative-loss", "GroupBy": [ "contrast", "group" ], "Model": { + "Type": "glm", "X": [ 1 ] @@ -177,16 +179,20 @@ }, { "Source": "subject", - "Destination": "negative", + "Destination": "negative-loss", "Filter": { - "contrast": "loss" + "contrast": [ + "loss" + ] } }, { "Source": "subject", "Destination": "between-groups", "Filter": { - "contrast": "loss" + "contrast": [ + "loss" + ] } } ] diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index a57478e4..6e54aa61 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -15,7 +15,7 @@ function test_model_basic() assertEqual(bm.Name, 'NARPS'); assertEqual(bm.Description, 'NARPS Analysis model'); assertEqual(bm.BIDSModelVersion, '1.0.0'); - assertEqual(bm.Input, struct('task', 'MGT')); + assertEqual(bm.Input, struct('task', {{'MGT'}})); assertEqual(numel(bm.Nodes), 5); assertEqual(numel(bm.Edges), 4); assertEqual(bm.Edges{1}, struct('Source', 'run', 'Destination', 'subject')); @@ -89,7 +89,7 @@ function test_model_get_nodes() assertEqual(numel(bm.get_nodes), 5); assertEqual(numel(bm.get_nodes('Level', 'Run')), 1); assertEqual(numel(bm.get_nodes('Level', 'Dataset')), 3); - assertEqual(numel(bm.get_nodes('Name', 'negative')), 1); + assertEqual(numel(bm.get_nodes('Name', 'negative-loss')), 1); bm.verbose = true; assertWarning(@()bm.get_nodes('Name', 'foo'), 'Model:missingNode'); @@ -105,6 +105,12 @@ function test_model_get_design_matrix() 'gain' 'loss' 'demeaned_RT' + 'rot_x' + 'rot_y' + 'rot_z' + 'trans_x' + 'trans_y' + 'trans_z' 1}); end @@ -114,14 +120,14 @@ function test_model_node_level_getters() bm = bids.Model('file', model_file('narps'), 'verbose', false); assertEqual(bm.get_dummy_contrasts('Name', 'run'), ... - struct('Contrasts', {{'gain'; 'loss'}}, ... + struct('Conditions', {{'trials'; 'gain'; 'loss'}}, ... 'Test', 't')); assertEqual(fieldnames(bm.get_transformations('Name', 'run')), ... {'Transformer'; 'Instructions'}); - assertEqual(bm.get_contrasts('Name', 'positive'), ... - struct('Name', 'positive', 'ConditionList', 1, 'Weights', 1, 'Test', 't')); + assertEqual(bm.get_contrasts('Name', 'negative-loss'), ... + struct('Name', 'negative', 'ConditionList', 1, 'Weights', -1, 'Test', 't')); end From 3d0ab91b0df639d5ecd8b3d27628364ea000ed09 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 14 May 2022 11:53:41 +0200 Subject: [PATCH 121/340] add links to bids stats model website --- +bids/Model.m | 4 ++++ docs/source/stats_model.rst | 4 ++++ 2 files changed, 8 insertions(+) diff --git a/+bids/Model.m b/+bids/Model.m index aa1db6b0..ca9757c4 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -2,6 +2,10 @@ % % Class to deal with BIDS stats models % + % See the `BIDS stats model website + % `_ + % for more information. + % % USAGE:: % % bm = bids.Model('init', true, ... diff --git a/docs/source/stats_model.rst b/docs/source/stats_model.rst index 4ab0f75e..cd85f8ae 100644 --- a/docs/source/stats_model.rst +++ b/docs/source/stats_model.rst @@ -1,6 +1,10 @@ BIDS stats model handling ************************* +See the `BIDS stats model website +`_ +for more information. + .. automodule:: +bids .. autoclass:: Model From 89a9b99b631d8adf0797c024dc09f0db2ace9940 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 14 May 2022 11:57:20 +0200 Subject: [PATCH 122/340] add HED URL in warning --- +bids/+util/create_data_dict.m | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/+bids/+util/create_data_dict.m b/+bids/+util/create_data_dict.m index ed7204c0..1a9b3765 100644 --- a/+bids/+util/create_data_dict.m +++ b/+bids/+util/create_data_dict.m @@ -225,7 +225,9 @@ function warning_modified_level_name(level, header, new_name, verbose) tolerant = true; - msg = sprintf('Level "%s" of column "%s" modified to "%s"\n', level, header, new_name); + msg = sprintf(['Level "%s" of column "%s" modified to "%s".\n', ... + 'Check the HED tools to help you create better data dictionaries: %s.\n'],... + level, header, new_name, HED_URL); bids.internal.error_handling(mfilename(), 'modifiedLevel', msg, tolerant, verbose); end From cd78c63a5eb0dea1cf170113efce2bb544ae0616 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 14 May 2022 12:19:31 +0200 Subject: [PATCH 123/340] add log file of modified levels --- +bids/+util/create_data_dict.m | 54 ++++++++++++++++------- tests/tests_utils/test_create_data_dict.m | 3 ++ 2 files changed, 41 insertions(+), 16 deletions(-) diff --git a/+bids/+util/create_data_dict.m b/+bids/+util/create_data_dict.m index 1a9b3765..891a2d58 100644 --- a/+bids/+util/create_data_dict.m +++ b/+bids/+util/create_data_dict.m @@ -86,19 +86,34 @@ headers = fieldnames(content); + % keep track of modified levels to print them in a TSV at the end + modified_levels = struct('header', {{}}, ... + 'original_level_name', {{}}, ... + 'new_level_name', {{}}); + for i = 1:numel(headers) data_dict.(headers{i}) = set_dict(headers{i}, schema); - data_dict = add_levels_desc(data_dict, headers{i}, content, level_limit, verbose); + [data_dict, modified_levels] = add_levels_desc(data_dict, ... + headers{i}, ... + content, ... + level_limit, ... + modified_levels, ... + verbose); end - if ~isempty(output) - if exist(output, 'file') - if force - bids.util.jsonwrite(output, data_dict); - end - else - bids.util.jsonwrite(output, data_dict); + if isempty(output) + return + end + + if ~exist(output, 'file') || force + + bids.util.jsonwrite(output, data_dict); + + if ~isempty(modified_levels.header) + bids.util.tsvwrite(fullfile(fileparts(output), 'modified_levels.tsv'), ... + modified_levels); end + end end @@ -160,18 +175,18 @@ end -function json_content = add_levels_desc(json_content, header, tsv_content, level_limit, verbose) +function [json, modified] = add_levels_desc(json, hdr, tsv, lvl_limit, modified, verbose) - levels = unique(tsv_content.(header)); + levels = unique(tsv.(hdr)); % we do not list non integer numeric values % as this is most likely not categorical - if numel(levels) > level_limit || ... + if numel(levels) > lvl_limit || ... (isnumeric(levels) && not(all(isinteger(levels)))) return end - json_content.(header).Levels = struct(); + json.(hdr).Levels = struct(); for i = 1:numel(levels) @@ -214,20 +229,27 @@ end if ~strcmp(level_name_before, this_level) - warning_modified_level_name(level_name_before, header, this_level, verbose); + modified.header{end + 1} = hdr; + modified.original_level_name{end + 1} = level_name_before; + modified.new_level_name{end + 1} = this_level; + warning_modified_level_name(level_name_before, hdr, this_level, verbose); end - json_content.(header).Levels.(this_level) = 'TODO'; + json.(hdr).Levels.(this_level) = 'TODO'; end end function warning_modified_level_name(level, header, new_name, verbose) + tolerant = true; + msg = sprintf(['Level "%s" of column "%s" modified to "%s".\n', ... - 'Check the HED tools to help you create better data dictionaries: %s.\n'],... - level, header, new_name, HED_URL); + 'Check the HED tools to help you create better data dictionaries: %s.\n'], ... + level, header, new_name, ... + 'https://hedtools.ucsd.edu/hed/'); + bids.internal.error_handling(mfilename(), 'modifiedLevel', msg, tolerant, verbose); end diff --git a/tests/tests_utils/test_create_data_dict.m b/tests/tests_utils/test_create_data_dict.m index 08da8497..55fd9a3a 100644 --- a/tests/tests_utils/test_create_data_dict.m +++ b/tests/tests_utils/test_create_data_dict.m @@ -174,4 +174,7 @@ function test_create_data_dict_several_tsv() function teardown() delete('*.json'); + if exist('modified_levels.tsv', 'file') == 2 + delete('modified_levels.tsv'); + end end From 30a867ff672d4dc6daa3bf893cd0fef73c99d8f1 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 14 May 2022 12:22:12 +0200 Subject: [PATCH 124/340] add doc --- +bids/+util/create_data_dict.m | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/+bids/+util/create_data_dict.m b/+bids/+util/create_data_dict.m index 891a2d58..36bd241e 100644 --- a/+bids/+util/create_data_dict.m +++ b/+bids/+util/create_data_dict.m @@ -1,7 +1,12 @@ function data_dict = create_data_dict(varargin) % - % Create a data dictionnary for a TSV file. The output may need manual - % cleaning. + % Create a JSON data dictionnary for a TSV file. + % + % Levels in columns that may lead to invalid matlab structure fieldnames are + % renamed. Hence the output may need manual cleaning. + % + % Descriptions may be added for columns if a match is found in the BIDS + % schema: for example: trial_type, onset... % % To create better data dictionaries, please see the tools % for `hierarchical event descriptions `_. From ada937b05f376c944b39c4c3d65c1e07a68a37cf Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 14 May 2022 12:22:56 +0200 Subject: [PATCH 125/340] lint --- +bids/Model.m | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index ca9757c4..a3e28ee6 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -2,8 +2,8 @@ % % Class to deal with BIDS stats models % - % See the `BIDS stats model website - % `_ + % See the `BIDS stats model website + % `_ % for more information. % % USAGE:: From 3777a8e22188e0cc7f95752e2dd95e9bcacf6212 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 14 May 2022 12:53:38 +0200 Subject: [PATCH 126/340] refactor and add test for plotting function --- +bids/+internal/plot_diagnostic_table.m | 87 +++++++++++++++++++ +bids/diagnostic.m | 73 ---------------- tests/test_diagnostic.m | 2 +- .../test_plot_diagnostic_table.m | 87 +++++++++++++++++++ 4 files changed, 175 insertions(+), 74 deletions(-) create mode 100644 +bids/+internal/plot_diagnostic_table.m create mode 100644 tests/tests_private/test_plot_diagnostic_table.m diff --git a/+bids/+internal/plot_diagnostic_table.m b/+bids/+internal/plot_diagnostic_table.m new file mode 100644 index 00000000..b41e6551 --- /dev/null +++ b/+bids/+internal/plot_diagnostic_table.m @@ -0,0 +1,87 @@ +function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + if ~all(size(diagnostic_table) == [numel(yticklabel), numel(headers)]) + + bids.internal.error_handling(mfilename(), ... + 'tableLabelsMismatch', ... + sprintf(['table dimensions [%i, %i] does not match', ... + ' number of rows (%i) and columns labels (%i)\n'], ... + size(diagnostic_table, 1), size(diagnostic_table, 2), ... + numel(yticklabel), numel(headers)), ... + false); + + end + + % prepare x tick labels + for col = 1:numel(headers) + xticklabel{col} = [headers{col}.modality]; + if isfield(headers{col}, 'task') + xticklabel{col} = sprintf('%s - task: %s', headers{col}.modality, headers{col}.task); + end + if length(xticklabel{col}) > 43 + xticklabel{col} = [xticklabel{col}(1:40) '...']; + end + end + + nb_rows = size(diagnostic_table, 1); + nb_cols = size(diagnostic_table, 2); + + figure('name', 'diagnostic_table', 'position', [1000 1000 50 + 350 * nb_cols 50 + 100 * nb_rows]); + + hold on; + + colormap('gray'); + + imagesc(diagnostic_table, [0, max(diagnostic_table(:))]); + + % x axis + set(gca, 'XAxisLocation', 'top', ... + 'xTick', 1:nb_cols, ... + 'xTickLabel', xticklabel, ... + 'TickLength', [0.001 0.001]); + + if any(cellfun('length', xticklabel) > 40) + set(gca, ... + 'xTick', (1:nb_cols) - 0.25, ... + 'XTickLabelRotation', 25); + end + + % add horizontal borders + x_borders = [0 nb_cols] + 0.5; + y_borders = [[1:nb_rows]', [1:nb_rows]'] - 0.5; + plot(x_borders, y_borders, '-w'); + + % add horizontal borders + y_borders = [0 nb_rows] + 0.5; + x_borders = [[1:nb_cols]', [1:nb_cols]'] - 0.5; + plot(x_borders, y_borders, '-w'); + + % y axis + set(gca, 'yTick', 1:nb_rows); + if nb_rows < 50 + set(gca, 'yTick', 1:nb_rows, 'yTickLabel', yticklabel); + end + + axis tight; + + % plot actual values if there are not too many + if numel(diagnostic_table) < 600 + for col = 1:nb_cols + for row = 1:nb_rows + t = text(col, row, sprintf('%i', diagnostic_table(row, col))); + set(t, 'Color', 'blue'); + if diagnostic_table(row, col) == 0 + set(t, 'Color', 'red'); + end + end + end + end + + colorbar(); + + title(fig_name); + +end diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index 585bce6d..ee9677b4 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -177,76 +177,3 @@ this_filter.ses = ses; end end - -function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) - - % prepare x tick labels - for col = 1:numel(headers) - xticklabel{col} = [headers{col}.modality]; - if isfield(headers{col}, 'task') - xticklabel{col} = sprintf('%s - task: %s', headers{col}.modality, headers{col}.task); - end - if length(xticklabel{col}) > 43 - xticklabel{col} = [xticklabel{col}(1:40) '...']; - end - end - - nb_rows = size(diagnostic_table, 1); - nb_cols = size(diagnostic_table, 2); - - figure('name', 'diagnostic_table', 'position', [1000 1000 50 + 350 * nb_cols 50 + 100 * nb_rows]); - - hold on; - - colormap('gray'); - - imagesc(diagnostic_table, [0, max(diagnostic_table(:))]); - - % x axis - set(gca, 'XAxisLocation', 'top', ... - 'xTick', 1:nb_cols, ... - 'xTickLabel', xticklabel, ... - 'TickLength', [0.001 0.001]); - - if any(cellfun('length', xticklabel) > 40) - set(gca, ... - 'xTick', (1:nb_cols) - 0.25, ... - 'XTickLabelRotation', 25); - end - - % add horizontal borders - x_borders = [0 nb_cols] + 0.5; - y_borders = [[1:nb_rows]', [1:nb_rows]'] - 0.5; - plot(x_borders, y_borders, '-w'); - - % add horizontal borders - y_borders = [0 nb_rows] + 0.5; - x_borders = [[1:nb_cols]', [1:nb_cols]'] - 0.5; - plot(x_borders, y_borders, '-w'); - - % y axis - set(gca, 'yTick', 1:nb_rows); - if nb_rows < 50 - set(gca, 'yTick', 1:nb_rows, 'yTickLabel', yticklabel); - end - - axis tight; - - % plot actual values if there are not too many - if numel(diagnostic_table) < 600 - for col = 1:nb_cols - for row = 1:nb_rows - t = text(col, row, sprintf('%i', diagnostic_table(row, col))); - set(t, 'Color', 'blue'); - if diagnostic_table(row, col) == 0 - set(t, 'Color', 'red'); - end - end - end - end - - colorbar(); - - title(fig_name); - -end diff --git a/tests/test_diagnostic.m b/tests/test_diagnostic.m index 325b3174..1a09cda8 100644 --- a/tests/test_diagnostic.m +++ b/tests/test_diagnostic.m @@ -17,7 +17,7 @@ function test_diagnostic_basic() data_sets_to_test = '^ds000.*[0-9]$'; % '^ds.*[0-9]$' examples = bids.internal.file_utils('FPList', get_test_data_dir(), 'dir', data_sets_to_test); - for i = 1 % :size(examples, 1) + for i = 1:size(examples, 1) BIDS = bids.layout(deblank(examples(i, :))); diff --git a/tests/tests_private/test_plot_diagnostic_table.m b/tests/tests_private/test_plot_diagnostic_table.m new file mode 100644 index 00000000..e4fdac75 --- /dev/null +++ b/tests/tests_private/test_plot_diagnostic_table.m @@ -0,0 +1,87 @@ +function test_suite = test_plot_diagnostic_table %#ok<*STOUT> + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +end + +function test_plot_diagnostic_table_2X2() + + headers{1}.modality = 'anat'; + headers{2}.modality = 'func'; + headers{2}.task = 'rhyme'; + + data = [0, 1; ... + 4, 10]; + + y_labels = {'sub-01 ses-02'; ... + 'sub-02 ses-02'}; + + bids.internal.plot_diagnostic_table(data, ... + headers, ... + y_labels, ... + 'ds dummy'); + +end + +function test_plot_diagnostic_table_2X3() + + headers{1}.modality = 'anat'; + headers{2}.modality = 'func'; + headers{2}.task = 'rhyme'; + headers{3}.modality = 'func'; + headers{3}.task = 'listen'; + + data = [0, 1, 3; ... + 4, 10, 5]; + + y_labels = {'sub-01 ses-02'; ... + 'sub-02 ses-02'}; + + bids.internal.plot_diagnostic_table(data, ... + headers, ... + y_labels, ... + 'ds dummy'); + +end + +function test_plot_diagnostic_table_3X3() + + headers{1}.modality = 'anat'; + headers{1}.modality = 'adwi'; + headers{2}.modality = 'func'; + headers{2}.task = 'rhyme'; + headers{3}.modality = 'func'; + headers{3}.task = 'listen'; + + data = [0, 1, 3; ... + 4, 10, 5; ... + 1, 2, 2]; + + y_labels = {'sub-01 ses-02'; ... + 'sub-02 ses-02' + 'sub-02 ses-01'}; + + bids.internal.plot_diagnostic_table(data, ... + headers, ... + y_labels, ... + 'ds dummy'); + +end + +function test_plot_diagnostic_table_error() + + headers{1}.modality = 'anat'; + headers{2}.modality = 'func'; + + data = 0; + + assertExceptionThrown(@()bids.internal.plot_diagnostic_table(data, ... + headers, ... + {'sub-01 ses-02'}, ... + 'ds dummy'), ... + 'plot_diagnostic_table:tableLabelsMismatch'); + +end From b5b8e60a1120807d6af843a7b210db0f43920157 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 14 May 2022 12:55:54 +0200 Subject: [PATCH 127/340] lint --- +bids/transformers.m | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/+bids/transformers.m b/+bids/transformers.m index 47815879..b339ee27 100644 --- a/+bids/transformers.m +++ b/+bids/transformers.m @@ -112,7 +112,7 @@ case 'scale' output = bids.transformers.scale(transformer, data); - + case 'split' output = bids.transformers.split(transformer, data); From c346ccc3752c5ed30d45468aa98ddbde4bc745f2 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 14 May 2022 13:40:51 +0200 Subject: [PATCH 128/340] improve grid --- +bids/+internal/plot_diagnostic_table.m | 35 +++++++++++++------ .../test_plot_diagnostic_table.m | 20 ++++++----- 2 files changed, 36 insertions(+), 19 deletions(-) diff --git a/+bids/+internal/plot_diagnostic_table.m b/+bids/+internal/plot_diagnostic_table.m index b41e6551..b5de7535 100644 --- a/+bids/+internal/plot_diagnostic_table.m +++ b/+bids/+internal/plot_diagnostic_table.m @@ -43,28 +43,43 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) 'xTickLabel', xticklabel, ... 'TickLength', [0.001 0.001]); + ca = gca; + ca.XAxis.MinorTickValues = [1:nb_cols + 1] - 0.5; + if any(cellfun('length', xticklabel) > 40) set(gca, ... 'xTick', (1:nb_cols) - 0.25, ... 'XTickLabelRotation', 25); + ca.XAxis.MinorTickValues = (1:nb_cols) - 0.25; end - % add horizontal borders - x_borders = [0 nb_cols] + 0.5; - y_borders = [[1:nb_rows]', [1:nb_rows]'] - 0.5; - plot(x_borders, y_borders, '-w'); - - % add horizontal borders - y_borders = [0 nb_rows] + 0.5; - x_borders = [[1:nb_cols]', [1:nb_cols]'] - 0.5; - plot(x_borders, y_borders, '-w'); + % % add horizontal borders + % x_borders = [0 nb_cols] + 0.5; + % y_borders = [[1:nb_rows]', [1:nb_rows]'] - 0.5; + % plot(x_borders, y_borders, '-w'); + % + % % add horizontal borders + % y_borders = [0 nb_rows] + 0.5; + % x_borders = [[1:nb_cols]', [1:nb_cols]'] - 0.5; + % plot(x_borders, y_borders, '-w'); % y axis set(gca, 'yTick', 1:nb_rows); + ca.YAxis.MinorTickValues = [1:nb_rows + 1] - 0.5; + if nb_rows < 50 - set(gca, 'yTick', 1:nb_rows, 'yTickLabel', yticklabel); + set(gca, 'yTickLabel', yticklabel); end + box(gca, 'on'); + + set(gca, 'XMinorGrid', 'on', 'YMinorGrid', 'on', ... + 'MinorGridColor', 'w', ... + 'MinorGridAlpha', 0.5, ... + 'MinorGridLineStyle', '-', ... + 'LineWidth', 2, ... + 'Layer', 'top'); + axis tight; % plot actual values if there are not too many diff --git a/tests/tests_private/test_plot_diagnostic_table.m b/tests/tests_private/test_plot_diagnostic_table.m index e4fdac75..7cea2837 100644 --- a/tests/tests_private/test_plot_diagnostic_table.m +++ b/tests/tests_private/test_plot_diagnostic_table.m @@ -47,20 +47,22 @@ function test_plot_diagnostic_table_2X3() end -function test_plot_diagnostic_table_3X3() +function test_plot_diagnostic_table_4X4() headers{1}.modality = 'anat'; - headers{1}.modality = 'adwi'; - headers{2}.modality = 'func'; - headers{2}.task = 'rhyme'; + headers{2}.modality = 'dwi'; headers{3}.modality = 'func'; - headers{3}.task = 'listen'; + headers{3}.task = 'rhyme'; + headers{4}.modality = 'func'; + headers{4}.task = 'listen'; - data = [0, 1, 3; ... - 4, 10, 5; ... - 1, 2, 2]; + data = [0, 1, 3, 0; ... + 4, 10, 5, 6; ... + 1, 2, 2, 5; ... + 1, 3, 4, 5]; - y_labels = {'sub-01 ses-02'; ... + y_labels = {'sub-01 ses-02' + 'sub-01 ses-01' 'sub-02 ses-02' 'sub-02 ses-01'}; From e1349a5a618451e6646a63387f833705814d3b4b Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 14 May 2022 13:42:00 +0200 Subject: [PATCH 129/340] silence warning test in octave --- tests/tests_utils/test_create_data_dict.m | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/tests/tests_utils/test_create_data_dict.m b/tests/tests_utils/test_create_data_dict.m index 55fd9a3a..478905a0 100644 --- a/tests/tests_utils/test_create_data_dict.m +++ b/tests/tests_utils/test_create_data_dict.m @@ -62,6 +62,10 @@ function test_create_data_dict_schema() function test_create_data_dict_warning + if bids.internal.is_octave + return + end + dataset = 'ds000248'; schema = bids.Schema(); From 0caa5d0a31f771565a84c8dd9483ddc2a901e928 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 14 May 2022 14:15:40 +0200 Subject: [PATCH 130/340] update border and doc --- +bids/+internal/plot_diagnostic_table.m | 46 ++++++++++-------- +bids/diagnostic.m | 4 +- .../MultisubjectMultimodalFaceProcessing.png | Bin 199581 -> 197481 bytes .../test_plot_diagnostic_table.m | 3 ++ 4 files changed, 31 insertions(+), 22 deletions(-) diff --git a/+bids/+internal/plot_diagnostic_table.m b/+bids/+internal/plot_diagnostic_table.m index b5de7535..85f054ae 100644 --- a/+bids/+internal/plot_diagnostic_table.m +++ b/+bids/+internal/plot_diagnostic_table.m @@ -43,29 +43,17 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) 'xTickLabel', xticklabel, ... 'TickLength', [0.001 0.001]); - ca = gca; - ca.XAxis.MinorTickValues = [1:nb_cols + 1] - 0.5; - if any(cellfun('length', xticklabel) > 40) set(gca, ... 'xTick', (1:nb_cols) - 0.25, ... 'XTickLabelRotation', 25); - ca.XAxis.MinorTickValues = (1:nb_cols) - 0.25; end - % % add horizontal borders - % x_borders = [0 nb_cols] + 0.5; - % y_borders = [[1:nb_rows]', [1:nb_rows]'] - 0.5; - % plot(x_borders, y_borders, '-w'); - % - % % add horizontal borders - % y_borders = [0 nb_rows] + 0.5; - % x_borders = [[1:nb_cols]', [1:nb_cols]'] - 0.5; - % plot(x_borders, y_borders, '-w'); + ca = gca; + ca.XAxis.MinorTickValues = ca.XAxis.TickValues; % y axis set(gca, 'yTick', 1:nb_rows); - ca.YAxis.MinorTickValues = [1:nb_rows + 1] - 0.5; if nb_rows < 50 set(gca, 'yTickLabel', yticklabel); @@ -73,12 +61,30 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) box(gca, 'on'); - set(gca, 'XMinorGrid', 'on', 'YMinorGrid', 'on', ... - 'MinorGridColor', 'w', ... - 'MinorGridAlpha', 0.5, ... - 'MinorGridLineStyle', '-', ... - 'LineWidth', 2, ... - 'Layer', 'top'); + % TODO + % fix diagnonal line that appear for some table dimensions + + % add horizontal borders + x_borders = [0 nb_cols] + 0.5; + y_borders = [[2:nb_rows]', [2:nb_rows]'] - 0.5; + plot(x_borders, y_borders, '-w'); + + % add vertical borders + y_borders = [0 nb_rows] + 0.5; + x_borders = [[2:nb_cols]', [2:nb_cols]'] - 0.5; + plot(x_borders, y_borders, '-w'); + + % set(gca, 'XMinorGrid', 'on', 'YMinorGrid', 'off', ... + % 'MinorGridColor', 'w', ... + % 'MinorGridAlpha', 0.5, ... + % 'MinorGridLineStyle', '-', ... + % 'LineWidth', 2, ... + % 'Layer', 'top'); + % + % ca = gca; + % ca.XAxis.TickValues + % ca.XAxis.MinorTickValues = ca.XAxis.TickValues(1:) + 0.5; + % ca.YAxis.MinorTickValues = ca.YAxis.TickValues + 0.5; axis tight; diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index ee9677b4..2807a923 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -129,8 +129,8 @@ fig_name = [fig_name ' - split_by ' strjoin(args.Results.split_by, '-')]; end - plot_diagnostic_table(diagnostic_table, headers, sub_ses, ... - strrep(fig_name, '_', ' ')); + 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a/tests/tests_private/test_plot_diagnostic_table.m b/tests/tests_private/test_plot_diagnostic_table.m index 7cea2837..9185fd14 100644 --- a/tests/tests_private/test_plot_diagnostic_table.m +++ b/tests/tests_private/test_plot_diagnostic_table.m @@ -1,4 +1,7 @@ function test_suite = test_plot_diagnostic_table %#ok<*STOUT> + + close all; + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 test_functions = localfunctions(); %#ok<*NASGU> catch % no problem; early Matlab versions can use initTestSuite fine From 74623bd16d3c725904dacf70f033c0db790891ee Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 14 May 2022 15:06:06 +0200 Subject: [PATCH 131/340] remove dead code --- +bids/+internal/plot_diagnostic_table.m | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/+bids/+internal/plot_diagnostic_table.m b/+bids/+internal/plot_diagnostic_table.m index 85f054ae..6cb803af 100644 --- a/+bids/+internal/plot_diagnostic_table.m +++ b/+bids/+internal/plot_diagnostic_table.m @@ -49,9 +49,6 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) 'XTickLabelRotation', 25); end - ca = gca; - ca.XAxis.MinorTickValues = ca.XAxis.TickValues; - % y axis set(gca, 'yTick', 1:nb_rows); @@ -74,6 +71,9 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) x_borders = [[2:nb_cols]', [2:nb_cols]'] - 0.5; plot(x_borders, y_borders, '-w'); + % % tried using grid to use as borders + % % but there seems to always be the main grid overlaid on the values + % % set(gca, 'XMinorGrid', 'on', 'YMinorGrid', 'off', ... % 'MinorGridColor', 'w', ... % 'MinorGridAlpha', 0.5, ... @@ -82,7 +82,8 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) % 'Layer', 'top'); % % ca = gca; - % ca.XAxis.TickValues + % + % % the following lines crash on Octave % ca.XAxis.MinorTickValues = ca.XAxis.TickValues(1:) + 0.5; % ca.YAxis.MinorTickValues = ca.YAxis.TickValues + 0.5; From 64b8ad580c86261f6b60bfd027ebc24ac60bdc1e Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 15 May 2022 08:51:43 +0200 Subject: [PATCH 132/340] update download --- +bids/+util/download_ds.m | 11 ++++++----- Makefile | 4 ++-- 2 files changed, 8 insertions(+), 7 deletions(-) diff --git a/+bids/+util/download_ds.m b/+bids/+util/download_ds.m index 0ddba833..af706718 100644 --- a/+bids/+util/download_ds.m +++ b/+bids/+util/download_ds.m @@ -104,19 +104,20 @@ [~, basename, ext] = fileparts(filename); if strcmp(ext, '.zip') - msg = sprintf('Unzipping dataset:\n %s\n\n', filename); + msg = sprintf('Unzipping dataset:\n %s to \n %s \n\n', filename, out_path); print_to_screen(msg, verbose); - unzip(filename); + unzip(filename, out_path); delete(filename); switch basename case 'MoAEpilot.bids' - movefile('MoAEpilot', fullfile(out_path)); + copyfile(fullfile(out_path, 'MoAEpilot', '*'), out_path); + rmdir(fullfile(out_path, 'MoAEpilot'), 's'); case 'multimodal_eeg' - movefile('EEG', fullfile(out_path)); + copyfile(fullfile(bids.internal.root_dir, 'EEG', '*'), out_path); otherwise - movefile(basename, fullfile(out_path)); + movefile(fullfile(bids.internal.root_dir, basename), out_path); end end diff --git a/Makefile b/Makefile index 0c6a20c3..cc0aec8b 100644 --- a/Makefile +++ b/Makefile @@ -14,6 +14,6 @@ manual: update_schema: git clone https://github.com/bids-standard/bids-specification.git --depth 1 - rm -rf schema/objects schema/rules + rm -rf schema/objects schema/rules schema/meta python convert_schema.py - rm -Rf bids-specification \ No newline at end of file + rm -Rf bids-specification From ce81250d94ebe4d2e714e71827602a924f140e31 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 15 May 2022 09:50:11 +0200 Subject: [PATCH 133/340] finish split transformer --- +bids/+transformers/get_input.m | 13 +++- +bids/+transformers/split.m | 134 ++++++++++++++++++++++++++++---- tests/test_transformers.m | 24 +++++- 3 files changed, 151 insertions(+), 20 deletions(-) diff --git a/+bids/+transformers/get_input.m b/+bids/+transformers/get_input.m index e3908cf6..87d75129 100644 --- a/+bids/+transformers/get_input.m +++ b/+bids/+transformers/get_input.m @@ -6,11 +6,22 @@ assert(isstruct(transformer)); assert(numel(transformer) == 1); - if isfield(transformer, 'Input') && ~isempty(transformer.Input) + if isfield(transformer, 'Input') + input = transformer.Input; + + if isempty(input) + input = {}; + if isfield(transformer, 'verbose') + warning('empty "Input" field'); + end + return + end + else input = {}; return + end if ~iscell(input) diff --git a/+bids/+transformers/split.m b/+bids/+transformers/split.m index 4094fa91..3ad4b080 100644 --- a/+bids/+transformers/split.m +++ b/+bids/+transformers/split.m @@ -21,40 +21,144 @@ % For example, given a variable Condition % that we wish to split on two categorical columns A and B, % where a given row has values A=a and B=1, - % the generated name will be Condition.A[a].B[1]. + % the generated name will be Condition_BY_A_a_BY_B_1. % % % % (C) Copyright 2022 Remi Gau - inputs = bids.transformers.get_input(transformer, data); - outputs = bids.transformers.get_output(transformer, data); - by = transformer.By; + % treat By as a stack + % + % work recursively + % + % - apply first element of By to all Input + % - we keep track of the new inputs that will be used for the next element of By + % - we keep track of which rows to keep for each original source input + % - we keep track of the source input through the recursions + + % TODO + % outputs = bids.transformers.get_output(transformer, data); + + % We are done recursing. Do the actual splitting + if isempty(transformer.By) + + if ~isfield(transformer, 'rows_to_keep') + if isfield(transformer, 'verbose') + % in case user gave an empty By + warning('empty "By" field'); + end + return + end + + inputs = transformer.Input; + + for i = 1:numel(inputs) + + if isfield(data, inputs{i}) + error('New field %s already exist in data.', inputs{i}); + end + + sourcefield = transformer.source{i}; + rows_to_keep = transformer.rows_to_keep{i}; + + data.(inputs{i}) = data.(sourcefield)(rows_to_keep); + + end + + return + + end + + transformer.By = sort(transformer.By); + + % initialise for recursion + if ~isfield(transformer, 'rows_to_keep') + + inputs = bids.transformers.get_input(transformer, data); + inputs = unique(inputs); + + if isempty(inputs) + return + end + + % make sure all variables to split by are there + available_variables = fieldnames(data); + available_by = ismember(transformer.By, available_variables); + if ~all(available_by) + msg = sprintf('missing variable(s) to split by: "%s"', ... + strjoin(input(~available_input), '", "')); + bids.internal.error_handling(mfilename(), 'missingInput', msg, false); + end + + transformer.source = inputs; + + % assume all rows are potentially ok at first + for i = 1:numel(inputs) + transformer.rows_to_keep{i} = ones(size(data.(inputs{i}))); + end + + else + + inputs = transformer.Input; - available_variables = fieldnames(data); - available_by = ismember(by, available_variables); - if ~all(available_by) - msg = sprintf('missing variable(s) to split by: "%s"', ... - strjoin(input(~available_input), '", "')); - bids.internal.error_handling(mfilename(), 'missingInput', msg, false); end + new_inputs = {}; + new_rows_to_keep = {}; + new_source = {}; + + % pop the stack + by = transformer.By{1}; + this_by = data.(by); + transformer.By(1) = []; + + % treat inputs as a queue for i = 1:numel(inputs) - this_input = data.(inputs{i}); + % deal with nans + if iscell(this_by) + nan_values = cellfun(@(x) all(isnan(x)), this_by); + if any(nan_values) + this_by(nan_values) = repmat({'NaN'}, 1, sum(nan_values)); + end + end - levels = unique(data.(by{1})); + levels = unique(this_by); + + if isempty(levels) + continue + end for j = 1:numel(levels) - field = [inputs{i} '_' levels{j}]; + if iscell(levels) + this_level = levels{j}; + else + this_level = levels(j); + end + + % create the new field name and make sure it is valid + if isnumeric(this_level) + field = [inputs{i} '_BY_' by '_' num2str(this_level)]; + else + field = [inputs{i} '_BY_' by '_' this_level]; + end field = regexprep(field, '[^a-zA-Z0-9_]', ''); - rows_to_keep = ismember(data.(by{1}), levels{j}); + new_source{end + 1} = transformer.source{i}; + new_rows_to_keep{end + 1} = all([transformer.rows_to_keep{i} ... + ismember(this_by, this_level)], ... + 2); + new_inputs{end + 1} = field; - data.(field) = this_input(rows_to_keep); end end + transformer.Input = new_inputs; + transformer.rows_to_keep = new_rows_to_keep; + transformer.source = new_source; + + data = bids.transformers.split(transformer, data); + end diff --git a/tests/test_transformers.m b/tests/test_transformers.m index 85191350..9ba8563d 100644 --- a/tests/test_transformers.m +++ b/tests/test_transformers.m @@ -397,6 +397,21 @@ function test_factor_numeric() end +function test_split_empty_by() + + % GIVEN + transformers = struct('Name', 'Split', ... + 'Input', {{'age'}}, ... + 'By', {{}}); + + % WHEN' + new_content = bids.transformers.split(transformers, participants()); + + % THEN + assertEqual(new_content, participants); + +end + function test_split_simple() % GIVEN @@ -408,8 +423,8 @@ function test_split_simple() new_content = bids.transformers.split(transformers, participants()); % THEN - assertEqual(new_content.age_M, [21; 18]); - assertEqual(new_content.age_F, [46; 10; nan]); + assertEqual(new_content.age_BY_sex_M, [21; 18]); + assertEqual(new_content.age_BY_sex_F, [46; 10; nan]); end @@ -421,10 +436,11 @@ function test_split_nested() 'By', {{'sex', 'handedness'}}); % WHEN' - % new_content = bids.transformers.split(transformers, participants()); + new_content = bids.transformers.split(transformers, participants()); % THEN - % assertEqual(new_content.handedness_left_sex_M, [false; false; false; false; true]); + assert(isfield(new_content, 'age_BY_handedness_left_BY_sex_M')); + assertEqual(new_content.age_BY_handedness_left_BY_sex_M, 18); end From e7783191b62be1673b4e989c9d8fb960b1cbf671 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 15 May 2022 11:31:18 +0200 Subject: [PATCH 134/340] add base class for transformers --- +bids/+transformers/BaseTransformer.m | 201 ++++++++++++++++++++++++++ +bids/+transformers/basic.m | 2 - +bids/+transformers/concatenate.m | 5 +- miss_hit.cfg | 2 +- tests/test_transformers.m | 16 ++ tests/test_transformers_class.m | 99 +++++++++++++ 6 files changed, 321 insertions(+), 4 deletions(-) create mode 100644 +bids/+transformers/BaseTransformer.m create mode 100644 tests/test_transformers_class.m diff --git a/+bids/+transformers/BaseTransformer.m b/+bids/+transformers/BaseTransformer.m new file mode 100644 index 00000000..ae453f77 --- /dev/null +++ b/+bids/+transformers/BaseTransformer.m @@ -0,0 +1,201 @@ +classdef BaseTransformer + % + % WIP in case we need to object oriented + % + % (C) Copyright 2022 Remi Gau + + properties + + input % cell + output % cell + data % structure + verbose = false % boolean + overwrite = true % boolean + + end + + methods + + function obj = BaseTransformer(varargin) + + args = inputParser; + + args.addOptional('transformer', struct([]), @isstruct); + args.addOptional('data', struct([]), @isstruct); + args.addOptional('overwrite', obj.overwrite, @islogical); + args.addOptional('verbose', obj.verbose, @islogical); + + args.parse(varargin{:}); + + obj.overwrite = args.Results.overwrite; + obj.verbose = args.Results.verbose; + + if ~isempty(args.Results.transformer) + obj.input = obj.get_input(args.Results.transformer); + obj.output = obj.get_output(args.Results.transformer); + end + + if ~isempty(args.Results.data) + obj.data = args.Results.data; + obj.check_input(obj.input, obj.data); + end + + end + + %% Getters + function value = get.input(obj) + value = obj.input; + end + + function value = get.output(obj) + value = obj.output; + end + + function data = get.data(obj) + data = obj.data; + end + + %% Setters + function obj = set.input(obj, input) + obj.input = input; + end + + function obj = set.data(obj, data) + obj.data = data; + end + + function obj = set.output(obj, output) + obj.output = output; + end + + %% complex getters + function input = get_input(obj, transformer) + + if nargin < 2 + input = obj.input; + return + end + + assert(isstruct(transformer)); + assert(numel(transformer) == 1); + + if isfield(transformer, 'Input') + + input = transformer.Input; + + input = validate_input(obj, input); + + else + input = {}; + return + + end + + end + + function output = get_output(obj, transformer) + + if nargin < 2 + output = obj.output; + return + end + + assert(isstruct(transformer)); + assert(numel(transformer) == 1); + + if isfield(transformer, 'Output') + + output = transformer.Output; + + output = validate_output(obj, output); + + else + if obj.overwrite + output = obj.input; + else + output = {}; + end + + end + + end + + function data = get_data(obj, field, rows) + if nargin < 3 + data = obj.data(field); + else + data = obj.data(field); + data = data(rows); + end + end + + %% + function check_field(obj, field_list, data, field_type) + % + % check that each fied in field_list is present + % in the data strucuture + % + + available_variables = fieldnames(data); + + available_from_fieldlist = ismember(field_list, available_variables); + + if ~all(available_from_fieldlist) + msg = sprintf('missing variable(s): "%s"', ... + strjoin(field_list(~available_from_fieldlist), '", "')); + bids.internal.error_handling(mfilename(), ['missing' field_type], msg, false); + end + + end + + function check_input(obj, input, data) + obj.check_field(input, data, 'Input'); + end + + end + + methods (Access = private) + + function input = validate_input(obj, input) + + if isempty(input) + input = {}; + if obj.verbose + warning('empty "Input" field'); + end + return + end + + if ~iscell(input) + input = {input}; + end + + end + + function output = validate_output(obj, output) + + if isempty(output) + output = {}; + if obj.verbose + warning('empty "Output" field'); + end + return + + else + if obj.overwrite + output = obj.input; + else + output = {}; + end + + end + + if ~iscell(output) + output = {output}; + end + + end + + end + +end diff --git a/+bids/+transformers/basic.m b/+bids/+transformers/basic.m index 5c14b48d..456dab81 100644 --- a/+bids/+transformers/basic.m +++ b/+bids/+transformers/basic.m @@ -31,8 +31,6 @@ inputs = bids.transformers.get_input(transformer, data); outputs = bids.transformers.get_output(transformer, data); - assert(numel(inputs) == numel(numel(inputs))); - for i = 1:numel(inputs) value = transformer.Value; diff --git a/+bids/+transformers/concatenate.m b/+bids/+transformers/concatenate.m index 03adbf33..278123a0 100644 --- a/+bids/+transformers/concatenate.m +++ b/+bids/+transformers/concatenate.m @@ -6,16 +6,19 @@ outputs = bids.transformers.get_output(transformer, data); for row = 1:numel(data.onset) + tmp1 = {}; - for i = 1:numel(inputs) + for i = 1:numel(inputs) if isnumeric(data.(inputs{i})) tmp1{1, i} = num2str(data.(inputs{i})(row)); elseif iscellstr(data.(inputs{i})) tmp1{1, i} = data.(inputs{i}){row}; end end + tmp2{row, 1} = strjoin(tmp1, '_'); + end data.(outputs{1}) = tmp2; diff --git a/miss_hit.cfg b/miss_hit.cfg index 1507f349..ffb89516 100644 --- a/miss_hit.cfg +++ b/miss_hit.cfg @@ -7,7 +7,7 @@ copyright_entity: "Remi Gau" copyright_entity: "Agah Karakuzu" copyright_entity: "BIDS-MATLAB developers" -regex_class_name: "([A-Z]){1}([a-z]+)*" +regex_class_name: "(([A-Z]){1}([a-z]+)*)*" regex_method_name: "[a-zA-Z]+(_[a-z]+)*" regex_parameter_name: "[A-Z]*|[a-z]+(_[a-z]+)*" regex_function_name: "[a-z]+(_[a-zA-Z0-9]+)*" diff --git a/tests/test_transformers.m b/tests/test_transformers.m index 9ba8563d..da35e153 100644 --- a/tests/test_transformers.m +++ b/tests/test_transformers.m @@ -542,6 +542,22 @@ function test_split_nested() end +function test_divide_several_inputs + + % GIVEN + transformers(1).Name = 'Divide'; + transformers(1).Input = {'onset', 'duration'}; + transformers(1).Value = 2; + + % WHEN + new_content = bids.transformers.basic(transformers, vis_motion_events()); + + % THEN + assertEqual(new_content.onset, [1; 2]); + assertEqual(new_content.duration, [1; 1]); + +end + function test_constant() %% GIVEN diff --git a/tests/test_transformers_class.m b/tests/test_transformers_class.m new file mode 100644 index 00000000..4b1f43f4 --- /dev/null +++ b/tests/test_transformers_class.m @@ -0,0 +1,99 @@ +function test_suite = test_transformers_class %#ok<*STOUT> + % + % (C) Copyright 2022 Remi Gau + + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + + initTestSuite; + +end + +function test_transformers_class_get_output() + + transformer = struct('Input', {{'onset'}}); + bt = bids.transformers.BaseTransformer(transformer); + assertEqual(bt.input, {'onset'}); + assertEqual(bt.output, {'onset'}); + +end + +function test_transformers_class_base() + + bt = bids.transformers.BaseTransformer(); + +end + +function test_transformers_class_get_input() + + bt = bids.transformers.BaseTransformer(); + assert(isempty(bt.get_input())); + + bt.input = bt.get_input(struct('Input', {{'onset', 'foo', 'bar'}})); + assertEqual(bt.input, {'onset', 'foo', 'bar'}); + + bt = bids.transformers.BaseTransformer(struct('Input', {{'onset', 'foo', 'bar'}})); + assertEqual(bt.input, {'onset', 'foo', 'bar'}); + +end + +function test_transformers_class_check_input() + + transformer = struct('Input', {{'onset', 'foo', 'bar'}}); + data = vis_motion_to_threshold_events(); + assertExceptionThrown(@()bids.transformers.BaseTransformer(transformer, data), ... + 'BaseTransformer:missingInput'); + +end + +%% Helper functions + +function value = participants() + + value.sex_m = [true; true; false; false; false]; + value.handedness = {'right'; 'left'; nan; 'left'; 'right'}; + value.sex = {'M'; 'M'; 'F'; 'F'; 'F'}; + value.age_gt_twenty = [true; false; true; false; false]; + value.age = [21; 18; 46; 10; nan]; + +end + +function value = face_rep_events() + + value.onset = [2; 4]; + value.duration = [2; 2]; + value.repetition = [1; 1; 2; 2]; + value.familiarity = {'Famous face'; 'Unfamiliar face'; 'Famous face'; 'Unfamiliar face'}; + value.trial_type = {'Face'; 'Face'; 'Face'; 'Face'}; + +end + +function value = vis_motion_events() + + value.onset = [2; 4]; + value.duration = [2; 2]; + value.trial_type = {'VisMot'; 'VisStat'}; + value.intensity = [2; -4]; + +end + +function value = vis_motion_to_threshold_events() + + value.onset = [2; 4; 6; 8]; + value.duration = [2; 2; 2; 2]; + value.trial_type = {'VisMot'; 'VisStat'; 'VisMot'; 'VisStat'}; + value.to_threshold = [1; 2; -1; -2]; + +end + +function cfg = set_up() + cfg = set_test_cfg(); + cfg.this_path = fileparts(mfilename('fullpath')); +end + +function value = dummy_data_dir() + cfg = set_up(); + value = fullfile(cfg.this_path, 'data', 'tsv_files'); +end From 4efffd322f4202512e84ded4fc195b85b1367b54 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 15 May 2022 12:49:04 +0200 Subject: [PATCH 135/340] refactor --- +bids/+transformers/assign.m | 62 ++++++++++++++++++++++++++ +bids/+transformers/check_field.m | 19 ++++++++ +bids/+transformers/coerce_fieldname.m | 8 ++++ +bids/+transformers/get_input.m | 7 +-- +bids/+transformers/get_output.m | 6 +++ +bids/+transformers/rename.m | 1 + +bids/+transformers/split.m | 16 +++---- tests/test_transformers.m | 11 ++++- 8 files changed, 112 insertions(+), 18 deletions(-) create mode 100644 +bids/+transformers/assign.m create mode 100644 +bids/+transformers/check_field.m create mode 100644 +bids/+transformers/coerce_fieldname.m diff --git a/+bids/+transformers/assign.m b/+bids/+transformers/assign.m new file mode 100644 index 00000000..d6567469 --- /dev/null +++ b/+bids/+transformers/assign.m @@ -0,0 +1,62 @@ +function data = assign(transformer, data) + % + % (C) Copyright 2022 Remi Gau + % Assign(Input,Target, Output=None,InputAttr=``value``, TargetOutputAttr=``value``) + + % The Assign transformation assigns one or more variables or columns (specified as the input) + % to one or more other columns (specified by target and/or output as described below). + + % Arguments: + + % Input (list; mandatory): + % the name(s) of the columns from which attribute values are to be drawn + % (for assignment to the attributes of other columns). + % Must exactly match the length of the target argument. + + % Target (list, mandatory): + % the name(s) of the columns to which the attribute values taken + % from the inputs are to be assigned. + % Must exactly match the length of the input argument. + % Names are mapped 1-to-1 from input to target. + % Note that if no output argument is specified, the columns named in target are modified in-place. + + % Output (list; optional): + % optional names of the columns to output the result of the assignment to. + % Must exactly match the length of the input and target arguments. + % If no output list is provided, columns named in target are modified in-place. + % If an output list is provided, each column in the target list is first cloned, + % then the reassignment from the input to the target is applied; + % finally, the new (cloned and modified) column is written out to the column named in output. + + % InputAttr (str or list; optional): + % specifies which attribute of the input column to assign. + % Must be one of ``value``, ``onset``, or ``duration``. Defaults to ``value``. + % If a list is passed, its length must exactly match that of the input and target lists. + + % TargetAttr (str or list; optional): + % specifies which attribute of the output column to assign to. + % Must be one of ``amplitude````value``, ``onset``, or ``duration``. + % Defaults to value. + % If a list is passed, its length must exactly match that of the input and target lists. + + % Examples: + % To reassign the value property of a variable named ``RT`` + % to the duration property of a ``face`` variable + % (as one might do in order to, e.g., model trial-by-trial reaction time differences + % for a given condition using a varying-epoch approach), + % and write it out as a new ``face_modulated_by_RT`` column: + + % { + % "Name": "Assign", + % "Input": ["response_time"], + % "Target": ["face"], + % "TargetAttr": "duration", + % "Output": ["face_modulated_by_RT"] + % } + + % Notes: + % This transformation is non-destructive with respect to the input column(s). + % In case where in-place assignment is desired (essentially, renaming a column), + % either use the rename transformation, or set output to the same value as the input. + +end diff --git a/+bids/+transformers/check_field.m b/+bids/+transformers/check_field.m new file mode 100644 index 00000000..9cd807b6 --- /dev/null +++ b/+bids/+transformers/check_field.m @@ -0,0 +1,19 @@ +function check_field(field_list, data, field_type) + % + % check that each fied in field_list is present + % in the data strucuture + % + % + % (C) Copyright 2022 Remi Gau + + available_variables = fieldnames(data); + + available_from_fieldlist = ismember(field_list, available_variables); + + if ~all(available_from_fieldlist) + msg = sprintf('missing variable(s): "%s"', ... + strjoin(field_list(~available_from_fieldlist), '", "')); + bids.internal.error_handling(mfilename(), ['missing' field_type], msg, false); + end + +end diff --git a/+bids/+transformers/coerce_fieldname.m b/+bids/+transformers/coerce_fieldname.m new file mode 100644 index 00000000..208a8197 --- /dev/null +++ b/+bids/+transformers/coerce_fieldname.m @@ -0,0 +1,8 @@ +function new_field = coerce_fieldname(field) + % + % (C) Copyright 2022 Remi Gau + new_field = regexprep(field, '[^a-zA-Z0-9_]', ''); + if ~strcmp(new_field, field) + warning('Field "%s" renamed to "%s"', field, new_field); + end +end diff --git a/+bids/+transformers/get_input.m b/+bids/+transformers/get_input.m index 87d75129..9aa5c3b8 100644 --- a/+bids/+transformers/get_input.m +++ b/+bids/+transformers/get_input.m @@ -28,11 +28,6 @@ input = {input}; end - available_variables = fieldnames(data); - available_input = ismember(input, available_variables); - if ~all(available_input) - msg = sprintf('missing variable(s): "%s"', strjoin(input(~available_input), '", "')); - bids.internal.error_handling(mfilename(), 'missingInput', msg, false); - end + bids.transformers.check_field(input, data, 'Input'); end diff --git a/+bids/+transformers/get_output.m b/+bids/+transformers/get_output.m index afa995ac..bc090b2b 100644 --- a/+bids/+transformers/get_output.m +++ b/+bids/+transformers/get_output.m @@ -2,6 +2,7 @@ % % % (C) Copyright 2022 Remi Gau + if nargin < 3 overwrite = true; end @@ -25,4 +26,9 @@ end end + + for i = 1:numel(output) + output{i} = bids.transformers.coerce_fieldname(output{i}); + end + end diff --git a/+bids/+transformers/rename.m b/+bids/+transformers/rename.m index c9295936..d6db5fb1 100644 --- a/+bids/+transformers/rename.m +++ b/+bids/+transformers/rename.m @@ -2,6 +2,7 @@ % % % (C) Copyright 2022 Remi Gau + inputs = bids.transformers.get_input(transformer, data); outputs = bids.transformers.get_output(transformer, data); diff --git a/+bids/+transformers/split.m b/+bids/+transformers/split.m index 3ad4b080..cf8e6cd5 100644 --- a/+bids/+transformers/split.m +++ b/+bids/+transformers/split.m @@ -36,9 +36,6 @@ % - we keep track of which rows to keep for each original source input % - we keep track of the source input through the recursions - % TODO - % outputs = bids.transformers.get_output(transformer, data); - % We are done recursing. Do the actual splitting if isempty(transformer.By) @@ -52,6 +49,9 @@ inputs = transformer.Input; + % TODO + % outputs = bids.transformers.get_output(transformer, data); + for i = 1:numel(inputs) if isfield(data, inputs{i}) @@ -82,13 +82,7 @@ end % make sure all variables to split by are there - available_variables = fieldnames(data); - available_by = ismember(transformer.By, available_variables); - if ~all(available_by) - msg = sprintf('missing variable(s) to split by: "%s"', ... - strjoin(input(~available_input), '", "')); - bids.internal.error_handling(mfilename(), 'missingInput', msg, false); - end + bids.transformers.check_field(transformer.By, data, 'By'); transformer.source = inputs; @@ -143,7 +137,7 @@ else field = [inputs{i} '_BY_' by '_' this_level]; end - field = regexprep(field, '[^a-zA-Z0-9_]', ''); + field = bids.transformers.coerce_fieldname(field); new_source{end + 1} = transformer.source{i}; new_rows_to_keep{end + 1} = all([transformer.rows_to_keep{i} ... diff --git a/tests/test_transformers.m b/tests/test_transformers.m index da35e153..13f969ee 100644 --- a/tests/test_transformers.m +++ b/tests/test_transformers.m @@ -40,7 +40,7 @@ function test_get_input() % WHEN assertExceptionThrown(@()bids.transformers.get_input(transformers, data), ... - 'get_input:missingInput'); + 'check_field:missingInput'); end @@ -193,6 +193,14 @@ function test_complex_filter_with_and() %% single step +function test_assign() + + transformers = struct('Name', 'Assign', ... + 'Input', 'response_time', ... + 'Target', 'Face'); + +end + function test_filter() % GIVEN @@ -440,6 +448,7 @@ function test_split_nested() % THEN assert(isfield(new_content, 'age_BY_handedness_left_BY_sex_M')); + assertEqual(numel(fieldnames(new_content)), 11); assertEqual(new_content.age_BY_handedness_left_BY_sex_M, 18); end From a5abe2497d88f0d687f5a7c9a28ae5af1f784208 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 15 May 2022 12:50:36 +0200 Subject: [PATCH 136/340] refactor --- +bids/+transformers/assign.m | 2 +- +bids/+transformers/basic.m | 20 +++++++-------- +bids/+transformers/concatenate.m | 16 ++++++------ +bids/+transformers/constant.m | 6 ++--- +bids/+transformers/copy.m | 12 ++++----- +bids/+transformers/delete.m | 6 ++--- +bids/+transformers/drop_na.m | 10 ++++---- +bids/+transformers/factor.m | 8 +++--- +bids/+transformers/filter.m | 10 ++++---- +bids/+transformers/logical.m | 24 +++++++++--------- +bids/+transformers/mean.m | 20 +++++++-------- +bids/+transformers/product.m | 24 +++++++++--------- +bids/+transformers/rename.m | 12 ++++----- +bids/+transformers/replace.m | 28 ++++++++++----------- +bids/+transformers/scale.m | 14 +++++------ +bids/+transformers/select.m | 6 ++--- +bids/+transformers/split.m | 42 +++++++++++++++---------------- +bids/+transformers/std.m | 22 ++++++++-------- +bids/+transformers/sum.m | 26 +++++++++---------- +bids/+transformers/threshold.m | 14 +++++------ 20 files changed, 161 insertions(+), 161 deletions(-) diff --git a/+bids/+transformers/assign.m b/+bids/+transformers/assign.m index d6567469..1ea081c3 100644 --- a/+bids/+transformers/assign.m +++ b/+bids/+transformers/assign.m @@ -15,7 +15,7 @@ % Target (list, mandatory): % the name(s) of the columns to which the attribute values taken - % from the inputs are to be assigned. + % from the input are to be assigned. % Must exactly match the length of the input argument. % Names are mapped 1-to-1 from input to target. % Note that if no output argument is specified, the columns named in target are modified in-place. diff --git a/+bids/+transformers/basic.m b/+bids/+transformers/basic.m index 456dab81..7d68dc11 100644 --- a/+bids/+transformers/basic.m +++ b/+bids/+transformers/basic.m @@ -22,16 +22,16 @@ % - Value(float or str; mandatory): The value to perform operation with (i.e. operand) % - Output(array; optional): the optional list of column names to write out to. % - % By default, computation is done in-place on the inputs (i.e., input columns are overwritten). + % By default, computation is done in-place on the input (i.e., input columns are overwritten). % If provided, the number of values must exactly match the number of input values, % and the order will be mapped 1-to-1. % % (C) Copyright 2022 Remi Gau - inputs = bids.transformers.get_input(transformer, data); - outputs = bids.transformers.get_output(transformer, data); + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); - for i = 1:numel(inputs) + for i = 1:numel(input) value = transformer.Value; @@ -52,23 +52,23 @@ switch lower(transformer.Name) case 'add' - tmp = data.(inputs{i}) + value; + tmp = data.(input{i}) + value; case 'subtract' - tmp = data.(inputs{i}) - value; + tmp = data.(input{i}) - value; case 'multiply' - tmp = data.(inputs{i}) * value; + tmp = data.(input{i}) * value; case 'divide' - tmp = data.(inputs{i}) / value; + tmp = data.(input{i}) / value; case 'power' - tmp = data.(inputs{i}).^value; + tmp = data.(input{i}).^value; end - data.(outputs{i}) = tmp; + data.(output{i}) = tmp; end diff --git a/+bids/+transformers/concatenate.m b/+bids/+transformers/concatenate.m index 278123a0..292bdd43 100644 --- a/+bids/+transformers/concatenate.m +++ b/+bids/+transformers/concatenate.m @@ -2,18 +2,18 @@ % % % (C) Copyright 2022 Remi Gau - inputs = bids.transformers.get_input(transformer, data); - outputs = bids.transformers.get_output(transformer, data); + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); for row = 1:numel(data.onset) tmp1 = {}; - for i = 1:numel(inputs) - if isnumeric(data.(inputs{i})) - tmp1{1, i} = num2str(data.(inputs{i})(row)); - elseif iscellstr(data.(inputs{i})) - tmp1{1, i} = data.(inputs{i}){row}; + for i = 1:numel(input) + if isnumeric(data.(input{i})) + tmp1{1, i} = num2str(data.(input{i})(row)); + elseif iscellstr(data.(input{i})) + tmp1{1, i} = data.(input{i}){row}; end end @@ -21,6 +21,6 @@ end - data.(outputs{1}) = tmp2; + data.(output{1}) = tmp2; end diff --git a/+bids/+transformers/constant.m b/+bids/+transformers/constant.m index c037484a..18b7e37d 100644 --- a/+bids/+transformers/constant.m +++ b/+bids/+transformers/constant.m @@ -12,14 +12,14 @@ % - Value(float; optional): The value of the constant, defaults to 1. % % (C) Copyright 2022 Remi Gau - outputs = bids.transformers.get_output(transformer, data); + output = bids.transformers.get_output(transformer, data); - assert(numel(outputs) == 1); + assert(numel(output) == 1); value = 1; if isfield(transformer, 'Value') value = transformer.Value; end - data.(outputs{1}) = ones(size(data.onset)) * value; + data.(output{1}) = ones(size(data.onset)) * value; end diff --git a/+bids/+transformers/copy.m b/+bids/+transformers/copy.m index 4ca8b066..5affac35 100644 --- a/+bids/+transformers/copy.m +++ b/+bids/+transformers/copy.m @@ -4,7 +4,7 @@ % % Clones/copies each of the input columns to a new column with identical values % and a different name. Useful as a basis for subsequent transformations that need - % to modify their inputs in-place. + % to modify their input in-place. % Arguments: % % - Input (list; mandatory): A list of column names to copy. @@ -13,13 +13,13 @@ % from the input list to the output list. % % (C) Copyright 2022 Remi Gau - inputs = bids.transformers.get_input(transformer, data); - outputs = bids.transformers.get_output(transformer, data); + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); - assert(numel(inputs) == numel(outputs)); + assert(numel(input) == numel(output)); - for i = 1:numel(inputs) - data.(outputs{i}) = data.(inputs{i}); + for i = 1:numel(input) + data.(output{i}) = data.(input{i}); end end diff --git a/+bids/+transformers/delete.m b/+bids/+transformers/delete.m index ac0197b1..e5b6c0b8 100644 --- a/+bids/+transformers/delete.m +++ b/+bids/+transformers/delete.m @@ -15,10 +15,10 @@ % % (C) Copyright 2022 Remi Gau - inputs = bids.transformers.get_input(transformer, data); + input = bids.transformers.get_input(transformer, data); - for i = 1:numel(inputs) - data = rmfield(data, inputs{i}); + for i = 1:numel(input) + data = rmfield(data, input{i}); end end diff --git a/+bids/+transformers/drop_na.m b/+bids/+transformers/drop_na.m index 4f9efe45..5bcfc63d 100644 --- a/+bids/+transformers/drop_na.m +++ b/+bids/+transformers/drop_na.m @@ -15,12 +15,12 @@ % % (C) Copyright 2022 Remi Gau - inputs = bids.transformers.get_input(transformer, data); - outputs = bids.transformers.get_output(transformer, data); + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); - for i = 1:numel(inputs) + for i = 1:numel(input) - this_input = data.(inputs{i}); + this_input = data.(input{i}); if isnumeric(this_input) nan_values = isnan(this_input); @@ -30,7 +30,7 @@ this_input(nan_values) = []; - data.(outputs{i}) = this_input; + data.(output{i}) = this_input; end diff --git a/+bids/+transformers/factor.m b/+bids/+transformers/factor.m index dc3175db..b168942d 100644 --- a/+bids/+transformers/factor.m +++ b/+bids/+transformers/factor.m @@ -14,11 +14,11 @@ % % (C) Copyright 2022 Remi Gau - inputs = bids.transformers.get_input(transformer, data); + input = bids.transformers.get_input(transformer, data); - for i = 1:numel(inputs) + for i = 1:numel(input) - this_input = data.(inputs{i}); + this_input = data.(input{i}); % coerce to cellstr % and get name to append for each level @@ -42,7 +42,7 @@ % generate new variables for j = 1:numel(levels) - field = [inputs{i} '_' level_names{j}]; + field = [input{i} '_' level_names{j}]; field = regexprep(field, '[^a-zA-Z0-9_]', ''); data.(field) = ismember(this_input, levels{j}); end diff --git a/+bids/+transformers/filter.m b/+bids/+transformers/filter.m index bf5ed1ff..c19e132f 100644 --- a/+bids/+transformers/filter.m +++ b/+bids/+transformers/filter.m @@ -16,17 +16,17 @@ % % (C) Copyright 2022 Remi Gau - inputs = bids.transformers.get_input(transformer, data); - outputs = bids.transformers.get_output(transformer, data); + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); if isfield(transformer, 'By') % TODO by = transformer.By; end - for i = 1:numel(inputs) + for i = 1:numel(input) - tokens = regexp(inputs{i}, '\.', 'split'); + tokens = regexp(input{i}, '\.', 'split'); query = transformer.Query; if isempty(regexp(query, tokens{1}, 'ONCE')) @@ -49,7 +49,7 @@ end tmp(idx, 1) = data.(tokens{1})(idx); - data.(outputs{i}) = tmp; + data.(output{i}) = tmp; end diff --git a/+bids/+transformers/logical.m b/+bids/+transformers/logical.m index 14b0e3ce..5a798fa0 100644 --- a/+bids/+transformers/logical.m +++ b/+bids/+transformers/logical.m @@ -10,7 +10,7 @@ % % returning a single column as output. % - % If non-boolean inputs are passed, it is expected that all zero (for numeric data types), NaN + % If non-boolean input are passed, it is expected that all zero (for numeric data types), NaN % and empty (for strings) values will evaluate to false, % and all other values will evaluate to true. % @@ -38,19 +38,19 @@ % TODO % for Add Or, if not ouput just merge the name of the input variables - inputs = bids.transformers.get_input(transformer, data); + input = bids.transformers.get_input(transformer, data); - outputs = bids.transformers.get_output(transformer, data); - assert(numel(outputs) == 1); + output = bids.transformers.get_output(transformer, data); + assert(numel(output) == 1); - % try coerce all inputs to logical - for i = 1:numel(inputs) + % try coerce all input to logical + for i = 1:numel(input) - if iscellstr(data.(inputs{i})) - tmp(:, i) = cellfun('isempty', data.(inputs{i})); + if iscellstr(data.(input{i})) + tmp(:, i) = cellfun('isempty', data.(input{i})); else - tmp2 = data.(inputs{i}); + tmp2 = data.(input{i}); tmp2(isnan(tmp2)) = 0; tmp(:, i) = logical(tmp2); @@ -60,12 +60,12 @@ switch lower(transformer.Name) case 'and' - data.(outputs{1}) = all(tmp, 2); + data.(output{1}) = all(tmp, 2); case 'or' - data.(outputs{1}) = any(tmp, 2); + data.(output{1}) = any(tmp, 2); case 'not' % TODO "not" can only have one input - data.(outputs{1}) = ~tmp; + data.(output{1}) = ~tmp; end end diff --git a/+bids/+transformers/mean.m b/+bids/+transformers/mean.m index e1cf25f0..7e6c1f85 100644 --- a/+bids/+transformers/mean.m +++ b/+bids/+transformers/mean.m @@ -12,11 +12,11 @@ overwrite = false; - inputs = bids.transformers.get_input(transformer, data); - outputs = bids.transformers.get_output(transformer, data, overwrite); + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data, overwrite); - if ~isempty(outputs) - assert(numel(inputs) == numel(outputs)); + if ~isempty(output) + assert(numel(input) == numel(output)); end if isfield(transformer, 'OmitNan') @@ -25,18 +25,18 @@ omit_nan = false; end - for i = 1:numel(inputs) + for i = 1:numel(input) - output_column = [inputs{i} '_mean']; - if ~isempty(outputs) - output_column = outputs{i}; + output_column = [input{i} '_mean']; + if ~isempty(output) + output_column = output{i}; end if omit_nan - data.(output_column) = mean(data.(inputs{i}), 'omitnan'); + data.(output_column) = mean(data.(input{i}), 'omitnan'); else - data.(output_column) = mean(data.(inputs{i})); + data.(output_column) = mean(data.(input{i})); end diff --git a/+bids/+transformers/product.m b/+bids/+transformers/product.m index ddf1bae6..4bbb9adf 100644 --- a/+bids/+transformers/product.m +++ b/+bids/+transformers/product.m @@ -13,12 +13,12 @@ % % (C) Copyright 2022 Remi Gau - inputs = bids.transformers.get_input(transformer, data); - outputs = bids.transformers.get_output(transformer, data); + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); - assert(numel(outputs) == 1); + assert(numel(output) == 1); - outputs = outputs{1}; + output = output{1}; if isfield(transformer, 'OmitNan') omit_nan = transformer.OmitNan; @@ -28,25 +28,25 @@ tmp = []; - for i = 1:numel(inputs) + for i = 1:numel(input) - if ~isnumeric(data.(inputs{i})) - error('non numeric variable: %s', inputs{i}); + if ~isnumeric(data.(input{i})) + error('non numeric variable: %s', input{i}); end - if ~isempty(tmp) && length(tmp) ~= length(data.(inputs{i})) - error('trying to concatenate variables of different lengths: %s', inputs{i}); + if ~isempty(tmp) && length(tmp) ~= length(data.(input{i})) + error('trying to concatenate variables of different lengths: %s', input{i}); end - tmp(:, i) = data.(inputs{i}); + tmp(:, i) = data.(input{i}); end if omit_nan - data.(outputs) = prod(tmp, 2, 'omitnan'); + data.(output) = prod(tmp, 2, 'omitnan'); else - data.(outputs) = prod(tmp, 2); + data.(output) = prod(tmp, 2); end diff --git a/+bids/+transformers/rename.m b/+bids/+transformers/rename.m index d6db5fb1..89677a22 100644 --- a/+bids/+transformers/rename.m +++ b/+bids/+transformers/rename.m @@ -3,14 +3,14 @@ % % (C) Copyright 2022 Remi Gau - inputs = bids.transformers.get_input(transformer, data); - outputs = bids.transformers.get_output(transformer, data); + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); - assert(numel(inputs) == numel(outputs)); + assert(numel(input) == numel(output)); - for i = 1:numel(inputs) - data.(outputs{i}) = data.(inputs{i}); - data = rmfield(data, inputs{i}); + for i = 1:numel(input) + data.(output{i}) = data.(input{i}); + data = rmfield(data, input{i}); end end diff --git a/+bids/+transformers/replace.m b/+bids/+transformers/replace.m index f8a385dc..a663eb04 100644 --- a/+bids/+transformers/replace.m +++ b/+bids/+transformers/replace.m @@ -2,16 +2,16 @@ % % % (C) Copyright 2022 Remi Gau - inputs = bids.transformers.get_input(transformer, data); - outputs = bids.transformers.get_output(transformer, data); + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); attributes = get_attribute_to_replace(transformer); replace = transformer.Replace; - for i = 1:numel(inputs) + for i = 1:numel(input) - if ~isfield(data, inputs{i}) + if ~isfield(data, input{i}) continue end @@ -19,20 +19,20 @@ switch lower(attributes{ii}) case 'value' - if strcmp(inputs{i}, outputs{i}) - this_output = data.(inputs{i}); + if strcmp(input{i}, output{i}) + this_output = data.(input{i}); else - this_output = data.(outputs{i}); + this_output = data.(output{i}); end case 'onset' this_output = data.onset; - if strcmp(inputs{i}, outputs{i}) - outputs{i} = 'onset'; + if strcmp(input{i}, output{i}) + output{i} = 'onset'; end case 'duration' this_output = data.duration; - if strcmp(inputs{i}, outputs{i}) - outputs{i} = 'duration'; + if strcmp(input{i}, output{i}) + output{i} = 'duration'; end end @@ -42,14 +42,14 @@ switch lower(attributes{ii}) case 'value' - this_input = data.(inputs{i}); + this_input = data.(input{i}); case 'onset' this_input = data.onset; case 'duration' this_input = data.duration; end - key = get_key_to_replace(inputs{i}, attributes{ii}, toReplace{iii}); + key = get_key_to_replace(input{i}, attributes{ii}, toReplace{iii}); value = replace.(toReplace{iii}); if ischar(key) @@ -74,7 +74,7 @@ end - data.(outputs{i}) = this_output; + data.(output{i}) = this_output; end end diff --git a/+bids/+transformers/scale.m b/+bids/+transformers/scale.m index 386e7aee..1f8e1bff 100644 --- a/+bids/+transformers/scale.m +++ b/+bids/+transformers/scale.m @@ -24,14 +24,14 @@ % Output(list, optional): Optional names of columns to output. % Must match length of input column if provided, and columns will be mapped 1-to-1 in order. % If no output values are provided, - % the scaling transformation is applied in-place to all the inputs. + % the scaling transformation is applied in-place to all the input. % % % % (C) Copyright 2022 Remi Gau - inputs = bids.transformers.get_input(transformer, data); - outputs = bids.transformers.get_output(transformer, data); + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); demean = true; if isfield(transformer, 'Demean') @@ -48,12 +48,12 @@ replace_na = transformer.ReplaceNa; end - for i = 1:numel(inputs) + for i = 1:numel(input) - this_input = data.(inputs{i}); + this_input = data.(input{i}); if ~isnumeric(this_input) - error('non numeric variable: %s', inputs{i}); + error('non numeric variable: %s', input{i}); end nan_values = isnan(this_input); @@ -80,7 +80,7 @@ this_input(nan_values) = zeros(sum(nan_values)); end - data.(outputs{i}) = this_input; + data.(output{i}) = this_input; end diff --git a/+bids/+transformers/select.m b/+bids/+transformers/select.m index bf3fcc7f..4709e16c 100644 --- a/+bids/+transformers/select.m +++ b/+bids/+transformers/select.m @@ -2,10 +2,10 @@ % % % (C) Copyright 2022 Remi Gau - inputs = bids.transformers.get_input(transformer, data); + input = bids.transformers.get_input(transformer, data); - for i = 1:numel(inputs) - tmp.(inputs{i}) = data.(inputs{i}); + for i = 1:numel(input) + tmp.(input{i}) = data.(input{i}); end data = tmp; diff --git a/+bids/+transformers/split.m b/+bids/+transformers/split.m index cf8e6cd5..6069930e 100644 --- a/+bids/+transformers/split.m +++ b/+bids/+transformers/split.m @@ -32,7 +32,7 @@ % work recursively % % - apply first element of By to all Input - % - we keep track of the new inputs that will be used for the next element of By + % - we keep track of the new input that will be used for the next element of By % - we keep track of which rows to keep for each original source input % - we keep track of the source input through the recursions @@ -47,21 +47,21 @@ return end - inputs = transformer.Input; + input = transformer.Input; % TODO - % outputs = bids.transformers.get_output(transformer, data); + % output = bids.transformers.get_output(transformer, data); - for i = 1:numel(inputs) + for i = 1:numel(input) - if isfield(data, inputs{i}) - error('New field %s already exist in data.', inputs{i}); + if isfield(data, input{i}) + error('New field %s already exist in data.', input{i}); end sourcefield = transformer.source{i}; rows_to_keep = transformer.rows_to_keep{i}; - data.(inputs{i}) = data.(sourcefield)(rows_to_keep); + data.(input{i}) = data.(sourcefield)(rows_to_keep); end @@ -74,30 +74,30 @@ % initialise for recursion if ~isfield(transformer, 'rows_to_keep') - inputs = bids.transformers.get_input(transformer, data); - inputs = unique(inputs); + input = bids.transformers.get_input(transformer, data); + input = unique(input); - if isempty(inputs) + if isempty(input) return end % make sure all variables to split by are there bids.transformers.check_field(transformer.By, data, 'By'); - transformer.source = inputs; + transformer.source = input; % assume all rows are potentially ok at first - for i = 1:numel(inputs) - transformer.rows_to_keep{i} = ones(size(data.(inputs{i}))); + for i = 1:numel(input) + transformer.rows_to_keep{i} = ones(size(data.(input{i}))); end else - inputs = transformer.Input; + input = transformer.Input; end - new_inputs = {}; + new_input = {}; new_rows_to_keep = {}; new_source = {}; @@ -106,8 +106,8 @@ this_by = data.(by); transformer.By(1) = []; - % treat inputs as a queue - for i = 1:numel(inputs) + % treat input as a queue + for i = 1:numel(input) % deal with nans if iscell(this_by) @@ -133,9 +133,9 @@ % create the new field name and make sure it is valid if isnumeric(this_level) - field = [inputs{i} '_BY_' by '_' num2str(this_level)]; + field = [input{i} '_BY_' by '_' num2str(this_level)]; else - field = [inputs{i} '_BY_' by '_' this_level]; + field = [input{i} '_BY_' by '_' this_level]; end field = bids.transformers.coerce_fieldname(field); @@ -143,13 +143,13 @@ new_rows_to_keep{end + 1} = all([transformer.rows_to_keep{i} ... ismember(this_by, this_level)], ... 2); - new_inputs{end + 1} = field; + new_input{end + 1} = field; end end - transformer.Input = new_inputs; + transformer.Input = new_input; transformer.rows_to_keep = new_rows_to_keep; transformer.source = new_source; diff --git a/+bids/+transformers/std.m b/+bids/+transformers/std.m index e7fcd919..dc1c61ee 100644 --- a/+bids/+transformers/std.m +++ b/+bids/+transformers/std.m @@ -5,7 +5,7 @@ % Input(list, mandatory): The name(s) of the variable(s) to operate on. % Output (list, optional): Optional names of columns to output. % Must match length of input column if provided, and columns will be mapped 1-to-1 in order. - % If no output values are provided, the transformation is applied in-place to all the inputs. + % If no output values are provided, the transformation is applied in-place to all the input. % % OmitNan % @@ -13,11 +13,11 @@ overwrite = false; - inputs = bids.transformers.get_input(transformer, data); - outputs = bids.transformers.get_output(transformer, data, overwrite); + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data, overwrite); - if ~isempty(outputs) - assert(numel(inputs) == numel(outputs)); + if ~isempty(output) + assert(numel(input) == numel(output)); end if isfield(transformer, 'OmitNan') @@ -26,18 +26,18 @@ omit_nan = false; end - for i = 1:numel(inputs) + for i = 1:numel(input) - output_column = [inputs{i} '_std']; - if ~isempty(outputs) - output_column = outputs{i}; + output_column = [input{i} '_std']; + if ~isempty(output) + output_column = output{i}; end if omit_nan - data.(output_column) = std(data.(inputs{i}), 'omitnan'); + data.(output_column) = std(data.(input{i}), 'omitnan'); else - data.(output_column) = std(data.(inputs{i})); + data.(output_column) = std(data.(input{i})); end diff --git a/+bids/+transformers/sum.m b/+bids/+transformers/sum.m index 45d796b0..280f3b50 100644 --- a/+bids/+transformers/sum.m +++ b/+bids/+transformers/sum.m @@ -15,17 +15,17 @@ % % (C) Copyright 2022 Remi Gau - inputs = bids.transformers.get_input(transformer, data); - outputs = bids.transformers.get_output(transformer, data); + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); - assert(numel(outputs) == 1); + assert(numel(output) == 1); - outputs = outputs{1}; + output = output{1}; if isfield(transformer, 'Weights') weights = transformer.Weights; else - weights = ones(size(inputs)); + weights = ones(size(input)); end if isfield(transformer, 'OmitNan') @@ -36,25 +36,25 @@ tmp = []; - for i = 1:numel(inputs) + for i = 1:numel(input) - if ~isnumeric(data.(inputs{i})) - error('non numeric variable: %s', inputs{i}); + if ~isnumeric(data.(input{i})) + error('non numeric variable: %s', input{i}); end - if ~isempty(tmp) && length(tmp) ~= length(data.(inputs{i})) - error('trying to concatenate variables of different lengths: %s', inputs{i}); + if ~isempty(tmp) && length(tmp) ~= length(data.(input{i})) + error('trying to concatenate variables of different lengths: %s', input{i}); end - tmp(:, i) = data.(inputs{i}) * weights(i); + tmp(:, i) = data.(input{i}) * weights(i); end if omit_nan - data.(outputs) = sum(tmp, 2, 'omitnan'); + data.(output) = sum(tmp, 2, 'omitnan'); else - data.(outputs) = sum(tmp, 2); + data.(output) = sum(tmp, 2); end diff --git a/+bids/+transformers/threshold.m b/+bids/+transformers/threshold.m index b1c8ff97..6fbef711 100644 --- a/+bids/+transformers/threshold.m +++ b/+bids/+transformers/threshold.m @@ -2,8 +2,8 @@ % % % (C) Copyright 2022 Remi Gau - inputs = bids.transformers.get_input(transformer, data); - outputs = bids.transformers.get_output(transformer, data); + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); threshold = 0; binarize = false; @@ -26,9 +26,9 @@ signed = transformer.Signed; end - for i = 1:numel(inputs) + for i = 1:numel(input) - valuesToThreshold = data.(inputs{i}); + valuesToThreshold = data.(input{i}); if ~signed valuesToThreshold = abs(valuesToThreshold); @@ -40,14 +40,14 @@ idx = valuesToThreshold < threshold; end - tmp = zeros(size(data.(inputs{i}))); - tmp(idx) = data.(inputs{i})(idx); + tmp = zeros(size(data.(input{i}))); + tmp(idx) = data.(input{i})(idx); if binarize tmp(idx) = 1; end - data.(outputs{i}) = tmp; + data.(output{i}) = tmp; end end From 30cd0d20ceb6459518b28614f36564c699a29c6b Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 15 May 2022 15:27:33 +0200 Subject: [PATCH 137/340] first draft assign transformers --- +bids/+transformers/assign.m | 109 ++++++++++++++++++++++++++++-- +bids/+transformers/check_field.m | 9 ++- tests/test_transformers.m | 93 ++++++++++++++++++++++--- 3 files changed, 195 insertions(+), 16 deletions(-) diff --git a/+bids/+transformers/assign.m b/+bids/+transformers/assign.m index 1ea081c3..b0c0d9f4 100644 --- a/+bids/+transformers/assign.m +++ b/+bids/+transformers/assign.m @@ -1,7 +1,8 @@ function data = assign(transformer, data) % % (C) Copyright 2022 Remi Gau - % Assign(Input,Target, Output=None,InputAttr=``value``, TargetOutputAttr=``value``) + % + % Assign(Input, Target, Output=None, InputAttr="value", TargetOutputAttr="value") % The Assign transformation assigns one or more variables or columns (specified as the input) % to one or more other columns (specified by target and/or output as described below). @@ -14,8 +15,9 @@ % Must exactly match the length of the target argument. % Target (list, mandatory): - % the name(s) of the columns to which the attribute values taken - % from the input are to be assigned. + % the name(s) of the columns to which + % the attribute values taken from the input + % are to be assigned. % Must exactly match the length of the input argument. % Names are mapped 1-to-1 from input to target. % Note that if no output argument is specified, the columns named in target are modified in-place. @@ -40,7 +42,7 @@ % If a list is passed, its length must exactly match that of the input and target lists. % Examples: - % To reassign the value property of a variable named ``RT`` + % To reassign the value property of a variable named ``response_time`` % to the duration property of a ``face`` variable % (as one might do in order to, e.g., model trial-by-trial reaction time differences % for a given condition using a varying-epoch approach), @@ -59,4 +61,103 @@ % In case where in-place assignment is desired (essentially, renaming a column), % either use the rename transformation, or set output to the same value as the input. + input = bids.transformers.get_input(transformer, data); + target = get_target(transformer, data); + + output = bids.transformers.get_output(transformer, data, false); + + input_attr = get_attribute(transformer, input, 'InputAttr'); + target_attr = get_attribute(transformer, input, 'TargetAttr'); + + for i = 1:numel(input) + + % grab the data that is being assigned somewhere else + % TODO deal with cell + % TODO deal with grabbing only certain rows? + switch input_attr{i} + + case 'value' + to_assign = data.(input{i}); + + case {'onset', 'duration'} + attr_to_assign = data.(input_attr{i}); + if strcmp(target_attr, 'value') + to_assign = attr_to_assign; + end + + otherwise + bids.internal.error_handling(mfilename(), 'wrongAttribute', ... + 'InputAttr must be one of "value", "onset", "duration"', ... + false); + + end + + if ~strcmp(target_attr, 'value') + data.(input{i}) = cat(1, to_assign, nan(size(to_assign))); + to_assign = cat(1, nan(size(to_assign)), to_assign); + end + + switch target_attr{i} + case 'value' + case {'onset', 'duration'} + assign_to = input_attr{i}; + otherwise + bids.internal.error_handling(mfilename(), 'wrongAttribute', ... + 'InputAttr must be one of "value", "onset", "duration"', ... + false); + end + + if ~isempty(output) + data.(output{i}) = to_assign; + else + data.(target{i}) = to_assign; + end + + end + +end + +function attr = get_attribute(transformer, input, type) + + attr = {'value'}; + if isfield(transformer, type) + attr = transformer.(type); + if ischar(attr) + attr = {attr}; + end + if numel(attr) > 1 && numel(attr) ~= numel(input) + bids.internal.error_handling(mfilename(), 'missingAttribute', ... + sprintf(['If number of %s must be equal to 1 ', ... + 'or to the number of Inputs'], type), ... + false); + end + end + +end + +function target = get_target(transformer, data) + + if isfield(transformer, 'Target') + + target = transformer.Target; + + if isempty(target) + target = {}; + if isfield(transformer, 'verbose') + warning('empty "Target" field'); + end + return + + else + bids.transformers.check_field(transformer.Target, data, 'Target', false); + + end + + target = {target}; + + else + target = {}; + + end + end diff --git a/+bids/+transformers/check_field.m b/+bids/+transformers/check_field.m index 9cd807b6..f80d7d11 100644 --- a/+bids/+transformers/check_field.m +++ b/+bids/+transformers/check_field.m @@ -1,4 +1,4 @@ -function check_field(field_list, data, field_type) +function check_field(field_list, data, field_type, tolerant) % % check that each fied in field_list is present % in the data strucuture @@ -6,14 +6,19 @@ function check_field(field_list, data, field_type) % % (C) Copyright 2022 Remi Gau + if nargin < 4 + tolerant = false; + end + available_variables = fieldnames(data); available_from_fieldlist = ismember(field_list, available_variables); if ~all(available_from_fieldlist) + field_list = cellstr(field_list); msg = sprintf('missing variable(s): "%s"', ... strjoin(field_list(~available_from_fieldlist), '", "')); - bids.internal.error_handling(mfilename(), ['missing' field_type], msg, false); + bids.internal.error_handling(mfilename(), ['missing' field_type], msg, tolerant, true); end end diff --git a/tests/test_transformers.m b/tests/test_transformers.m index 13f969ee..44ec1520 100644 --- a/tests/test_transformers.m +++ b/tests/test_transformers.m @@ -11,6 +11,86 @@ end +function test_assign() + + transformers = struct('Name', 'Assign', ... + 'Input', 'response_time', ... + 'Target', 'Face'); + + data = face_rep_events(); + data.Face = [1; 1; 1; 1]; + + new_content = bids.transformers.assign(transformers, data); + + assertEqual(new_content.Face, new_content.response_time); + +end + +function test_assign_with_output() + + transformers = struct('Name', 'Assign', ... + 'Input', 'response_time', ... + 'Target', 'Face', ... + 'Output', 'new_face'); + + data = face_rep_events(); + data.Face = [1; 1; 1; 1]; + + new_content = bids.transformers.assign(transformers, data); + + assertEqual(new_content.new_face, new_content.response_time); + +end + +function test_assign_with_output_and_input_attribute() + + transformers = struct('Name', 'Assign', ... + 'Input', 'response_time', ... + 'Target', 'Face', ... + 'Output', 'new_face', ... + 'InputAttr', 'onset'); + + data = face_rep_events(); + data.Face = [1; 1; 1; 1]; + + new_content = bids.transformers.assign(transformers, data); + + assertEqual(new_content.new_face, new_content.onset); + +end + +function test_assign_with_target_attribute() + + transformers = struct('Name', 'Assign', ... + 'Input', 'response_time', ... + 'Target', 'Face', ... + 'TargetAttr', 'duration'); + + data = face_rep_events(); + data.Face = [1; 1; 1; 1]; + + new_content = bids.transformers.assign(transformers, data); + + expected.response_time = [data.response_time; nan(size(data.response_time))]; + expected.Face = [nan(size(data.response_time)); data.response_time]; + expected.duration = [nan(size(data.duration)); data.duration]; + + assertEqual(new_content.response_time, expected.response_time); + assertEqual(new_content.Face, expected.Face); + +end + +function test_assign_missing_target() + + transformers = struct('Name', 'Assign', ... + 'Input', 'response_time', ... + 'Target', 'Face'); + + assertExceptionThrown(@()bids.transformers.assign(transformers, face_rep_events()), ... + 'check_field:missingTarget'); + +end + function test_no_transformation() transformers = struct([]); @@ -193,14 +273,6 @@ function test_complex_filter_with_and() %% single step -function test_assign() - - transformers = struct('Name', 'Assign', ... - 'Input', 'response_time', ... - 'Target', 'Face'); - -end - function test_filter() % GIVEN @@ -885,11 +957,12 @@ function test_drop_na() function value = face_rep_events() - value.onset = [2; 4]; - value.duration = [2; 2]; + value.onset = [2; 4; 5; 8]; + value.duration = [2; 2; 2; 2]; value.repetition = [1; 1; 2; 2]; value.familiarity = {'Famous face'; 'Unfamiliar face'; 'Famous face'; 'Unfamiliar face'}; value.trial_type = {'Face'; 'Face'; 'Face'; 'Face'}; + value.response_time = [1.5; 2; 1.56; 2.1]; end From c72e11776bafe4b1f343e2e62e9bf7f292398707 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 15 May 2022 16:53:18 +0200 Subject: [PATCH 138/340] finish assign transformers --- +bids/+transformers/assign.m | 67 ++- tests/miss_hit.cfg | 2 +- .../test_transformers_class.m | 38 -- .../test_transformers_compute.m | 442 +++++++++++++++ .../test_transformers_munge.m} | 508 ++---------------- tests/utils/face_rep_events.m | 10 + tests/utils/participants.m | 11 + tests/utils/vis_motion_events.m | 10 + tests/utils/vis_motion_to_threshold_events.m | 10 + 9 files changed, 566 insertions(+), 532 deletions(-) rename tests/{ => test_transformers}/test_transformers_class.m (62%) create mode 100644 tests/test_transformers/test_transformers_compute.m rename tests/{test_transformers.m => test_transformers/test_transformers_munge.m} (52%) create mode 100644 tests/utils/face_rep_events.m create mode 100644 tests/utils/participants.m create mode 100644 tests/utils/vis_motion_events.m create mode 100644 tests/utils/vis_motion_to_threshold_events.m diff --git a/+bids/+transformers/assign.m b/+bids/+transformers/assign.m index b0c0d9f4..59d00762 100644 --- a/+bids/+transformers/assign.m +++ b/+bids/+transformers/assign.m @@ -61,6 +61,8 @@ % In case where in-place assignment is desired (essentially, renaming a column), % either use the rename transformation, or set output to the same value as the input. + % TODO check if attr are cells + input = bids.transformers.get_input(transformer, data); target = get_target(transformer, data); @@ -71,6 +73,12 @@ for i = 1:numel(input) + if ~isempty(output) + assign_to = output{i}; + else + assign_to = target{i}; + end + % grab the data that is being assigned somewhere else % TODO deal with cell % TODO deal with grabbing only certain rows? @@ -83,6 +91,8 @@ attr_to_assign = data.(input_attr{i}); if strcmp(target_attr, 'value') to_assign = attr_to_assign; + else + to_assign = data.(input{i}); end otherwise @@ -92,31 +102,58 @@ end - if ~strcmp(target_attr, 'value') - data.(input{i}) = cat(1, to_assign, nan(size(to_assign))); - to_assign = cat(1, nan(size(to_assign)), to_assign); + if ~ismember(target_attr{i}, {'value', 'onset', 'duration'}) + bids.internal.error_handling(mfilename(), 'wrongAttribute', ... + 'InputAttr must be one of "value", "onset", "duration"', ... + false); end - switch target_attr{i} - case 'value' - case {'onset', 'duration'} - assign_to = input_attr{i}; - otherwise - bids.internal.error_handling(mfilename(), 'wrongAttribute', ... - 'InputAttr must be one of "value", "onset", "duration"', ... - false); - end + if strcmp(target_attr, 'value') + + data.(assign_to) = to_assign; - if ~isempty(output) - data.(output{i}) = to_assign; else - data.(target{i}) = to_assign; + + fields = fieldnames(data); + for j = 1:numel(fields) + + if ismember(fields{j}, {assign_to, input{i}}) + continue + + elseif ismember(fields{j}, {target_attr{i}}) + data.(target_attr{i}) = cat(1, data.(target_attr{i}), to_assign); + + elseif ismember(fields{j}, {'onset', 'duration'}) + data.(fields{j}) = repmat(data.(fields{j}), 2, 1); + + else + + % pad non concerned fields with nan + data = pad_with_nans(data, fields{j}, to_assign); + end + + end + + % pad concerned fields + data.(assign_to) = cat(1, nan(size(to_assign)), data.(assign_to)); + data = pad_with_nans(data, input{i}, to_assign); + end end end +function data = pad_with_nans(data, field, to_assign) + + if iscell(data.(field)) + data.(field) = cat(1, data.(field), repmat({'NaN'}, numel(to_assign), 1)); + else + data.(field) = cat(1, data.(field), nan(size(to_assign))); + end + +end + function attr = get_attribute(transformer, input, type) attr = {'value'}; diff --git a/tests/miss_hit.cfg b/tests/miss_hit.cfg index 1f8a56ba..1b9f4036 100644 --- a/tests/miss_hit.cfg +++ b/tests/miss_hit.cfg @@ -4,4 +4,4 @@ exclude_dir: "bids-examples" suppress_rule: "copyright_notice" -metric "file_length": limit 1000 \ No newline at end of file +metric "file_length": limit 600 diff --git a/tests/test_transformers_class.m b/tests/test_transformers/test_transformers_class.m similarity index 62% rename from tests/test_transformers_class.m rename to tests/test_transformers/test_transformers_class.m index 4b1f43f4..136b1910 100644 --- a/tests/test_transformers_class.m +++ b/tests/test_transformers/test_transformers_class.m @@ -50,44 +50,6 @@ function test_transformers_class_check_input() %% Helper functions -function value = participants() - - value.sex_m = [true; true; false; false; false]; - value.handedness = {'right'; 'left'; nan; 'left'; 'right'}; - value.sex = {'M'; 'M'; 'F'; 'F'; 'F'}; - value.age_gt_twenty = [true; false; true; false; false]; - value.age = [21; 18; 46; 10; nan]; - -end - -function value = face_rep_events() - - value.onset = [2; 4]; - value.duration = [2; 2]; - value.repetition = [1; 1; 2; 2]; - value.familiarity = {'Famous face'; 'Unfamiliar face'; 'Famous face'; 'Unfamiliar face'}; - value.trial_type = {'Face'; 'Face'; 'Face'; 'Face'}; - -end - -function value = vis_motion_events() - - value.onset = [2; 4]; - value.duration = [2; 2]; - value.trial_type = {'VisMot'; 'VisStat'}; - value.intensity = [2; -4]; - -end - -function value = vis_motion_to_threshold_events() - - value.onset = [2; 4; 6; 8]; - value.duration = [2; 2; 2; 2]; - value.trial_type = {'VisMot'; 'VisStat'; 'VisMot'; 'VisStat'}; - value.to_threshold = [1; 2; -1; -2]; - -end - function cfg = set_up() cfg = set_test_cfg(); cfg.this_path = fileparts(mfilename('fullpath')); diff --git a/tests/test_transformers/test_transformers_compute.m b/tests/test_transformers/test_transformers_compute.m new file mode 100644 index 00000000..0954e46c --- /dev/null +++ b/tests/test_transformers/test_transformers_compute.m @@ -0,0 +1,442 @@ +function test_suite = test_transformers_compute %#ok<*STOUT> + % + % (C) Copyright 2022 Remi Gau + + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + + initTestSuite; + +end + +%% COMPUTE + +%% multi step + +function test_add_subtract_with_output + + % GIVEN + transformers(1).Name = 'Subtract'; + transformers(1).Input = 'onset'; + transformers(1).Value = 3; + transformers(1).Output = 'onset_minus_3'; + + transformers(2).Name = 'Add'; + transformers(2).Input = 'onset'; + transformers(2).Value = 1; + transformers(2).Output = 'onset_plus_1'; + + % WHEN + new_content = bids.transformers(vis_motion_events(), transformers); + + % THEN + assert(all(ismember({'onset_plus_1'; 'onset_minus_3'}, fieldnames(new_content)))); + assertEqual(new_content.onset_plus_1, [3; 5]); + assertEqual(new_content.onset_minus_3, [-1; 1]); + +end + +%% single step + +function test_subtract + + % GIVEN + transformers(1).Name = 'Subtract'; + transformers(1).Input = 'onset'; + transformers(1).Value = 3; + + % WHEN + new_content = bids.transformers.basic(transformers, vis_motion_events()); + + % THEN + assertEqual(new_content.onset, [-1; 1]); + +end + +function test_add_coerce_value + + %% GIVEN + transformers(1).Name = 'Add'; + transformers(1).Input = 'onset'; + transformers(1).Value = '3'; + + % WHEN + new_content = bids.transformers.basic(transformers, vis_motion_events()); + + % THEN + assertEqual(new_content.onset, [5; 7]); + + %% GIVEN + transformers(1).Name = 'Add'; + transformers(1).Input = 'onset'; + transformers(1).Value = '+'; + + % WHEN + assertExceptionThrown(@()bids.transformers.basic(transformers, vis_motion_events()), ... + 'basic:numericOrCoercableToNumericRequired'); + + % THEN + assertEqual(new_content.onset, [5; 7]); + +end + +function test_power + + %% GIVEN + transformers.Name = 'Power'; + transformers.Input = 'intensity'; + transformers.Value = 2; + + % WHEN + new_content = bids.transformers.basic(transformers, vis_motion_events()); + + % THEN + assertEqual(new_content.intensity, [4; 16]); + + %% GIVEN + transformers.Name = 'Power'; + transformers.Input = 'intensity'; + transformers.Value = 3; + transformers.Output = 'intensity_cubed'; + + % WHEN + new_content = bids.transformers.basic(transformers, vis_motion_events()); + + % THEN + assertEqual(new_content.intensity_cubed, [8; -64]); + +end + +function test_divide_several_inputs + + % GIVEN + transformers(1).Name = 'Divide'; + transformers(1).Input = {'onset', 'duration'}; + transformers(1).Value = 2; + + % WHEN + new_content = bids.transformers.basic(transformers, vis_motion_events()); + + % THEN + assertEqual(new_content.onset, [1; 2]); + assertEqual(new_content.duration, [1; 1]); + +end + +function test_constant() + + %% GIVEN + transformers = struct('Name', 'Constant', ... + 'Output', 'cst'); + + % WHEN + new_content = bids.transformers.constant(transformers, vis_motion_to_threshold_events()); + + assertEqual(new_content.cst, ones(4, 1)); + + %% GIVEN + transformers = struct('Name', 'Constant', ... + 'Value', 2, ... + 'Output', 'cst'); + + % WHEN + new_content = bids.transformers.constant(transformers, vis_motion_to_threshold_events()); + + assertEqual(new_content.cst, ones(4, 1) * 2); + +end + +function test_threshold_output() + + transformers = struct('Name', 'Threshold', ... + 'Input', 'to_threshold', ... + 'Output', 'tmp'); + + new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + + assertEqual(new_content.tmp, [1; 2; 0; 0]); + +end + +function test_threshold() + + %% WHEN + transformers = struct('Name', 'Threshold', ... + 'Input', 'to_threshold'); + + new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + + % THEN + assertEqual(new_content.to_threshold, [1; 2; 0; 0]); + + %% WHEN + transformers = struct('Name', 'Threshold', ... + 'Input', 'to_threshold', ... + 'Threshold', 1); + + new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + + % THEN + assertEqual(new_content.to_threshold, [0; 2; 0; 0]); + + %% WHEN + transformers = struct('Name', 'Threshold', ... + 'Input', 'to_threshold', ... + 'Binarize', true); + + new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + + % THEN + assertEqual(new_content.to_threshold, [1; 1; 0; 0]); + + %% WHEN + transformers = struct('Name', 'Threshold', ... + 'Input', 'to_threshold', ... + 'Binarize', true, ... + 'Above', false); + + new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + + % THEN + assertEqual(new_content.to_threshold, [0; 0; 1; 1]); + + %% WHEN + transformers = struct('Name', 'Threshold', ... + 'Input', 'to_threshold', ... + 'Threshold', 1, ... + 'Binarize', true, ... + 'Above', true, ... + 'Signed', false); + + new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + + % THEN + assertEqual(new_content.to_threshold, [0; 1; 0; 1]); + +end + +function test_mean() + + % GIVEN + transformers = struct('Name', 'Mean', ... + 'Input', {{'age'}}); + + % WHEN + new_content = bids.transformers.mean(transformers, participants()); + + % THEN + assertEqual(new_content.age_mean, nan); + + % GIVEN + transformers = struct('Name', 'Mean', ... + 'Input', {{'age'}}, ... + 'Output', 'age_mean_omitnan', ... + 'OmitNan', true); + + % WHEN + new_content = bids.transformers.mean(transformers, participants()); + + % THEN + assertEqual(new_content.age_mean_omitnan, 23.75); + +end + +function test_std() + + % GIVEN + transformers = struct('Name', 'StdDev', ... + 'Input', {{'age'}}); + + % WHEN + new_content = bids.transformers.std(transformers, participants()); + + % THEN + assertEqual(new_content.age_std, nan); + + % GIVEN + transformers = struct('Name', 'StdDev', ... + 'Input', {{'age'}}, ... + 'Output', 'age_std_omitnan', ... + 'OmitNan', true); + + % WHEN + new_content = bids.transformers.std(transformers, participants()); + + % THEN + assertElementsAlmostEqual(new_content.age_std_omitnan, 15.543, 'absolute', 1e-3); + +end + +function test_sum() + + % GIVEN + transformers = struct('Name', 'Sum', ... + 'Input', {{'onset', 'duration'}}, ... + 'Output', 'onset_plus_duration'); + + % WHEN + new_content = bids.transformers.sum(transformers, vis_motion_to_threshold_events()); + + % THEN + assertEqual(new_content.onset_plus_duration, [4; 6; 8; 10]); + + % GIVEN + transformers = struct('Name', 'Sum', ... + 'Input', {{'onset', 'duration'}}, ... + 'Weights', [2, 1], ... + 'Output', 'onset_plus_duration_with_weight'); + + % WHEN + new_content = bids.transformers.sum(transformers, vis_motion_to_threshold_events()); + + % THEN + assertEqual(new_content.onset_plus_duration_with_weight, [6; 10; 14; 18]); + +end + +function test_product() + + % GIVEN + transformers = struct('Name', 'Product', ... + 'Input', {{'onset', 'duration'}}, ... + 'Output', 'onset_times_duration'); + + % WHEN + new_content = bids.transformers.product(transformers, vis_motion_to_threshold_events()); + + % THEN + assertEqual(new_content.onset_times_duration, [4; 8; 12; 16]); + +end + +function test_scale() + + %% GIVEN + transformers = struct('Name', 'Factor', ... + 'Input', {{'age'}}); + + % WHEN + new_content = bids.transformers.scale(transformers, participants()); + + % THEN + assertElementsAlmostEqual(new_content.age, ... + [-0.1769; -0.3699; 1.4315; -0.8846; nan], ... + 'absolute', 1e-3); + + %% GIVEN + transformers = struct('Name', 'Factor', ... + 'Input', {{'age'}}, ... + 'Demean', true, ... + 'Rescale', true, ... + 'ReplaceNa', 'off', ... + 'Output', {{'age_demeaned_centered'}}); + + % WHEN + new_content = bids.transformers.scale(transformers, participants()); + + % THEN + assertElementsAlmostEqual(new_content.age_demeaned_centered, ... + [-0.1769; -0.3699; 1.4315; -0.8846; nan], ... + 'absolute', 1e-3); +end + +function test_scale_nan_after() + + %% GIVEN + transformers{1} = struct('Name', 'Scale', ... + 'Input', {{'age'}}, ... + 'Rescale', false, ... + 'Output', {{'age_not_rescaled'}}); + transformers{2} = struct('Name', 'Scale', ... + 'Input', {{'age'}}, ... + 'Demean', false, ... + 'Output', {{'age_not_demeaned'}}); + transformers{3} = struct('Name', 'Scale', ... + 'Input', {{'age'}}, ... + 'ReplaceNa', 'after', ... + 'Rescale', false, ... + 'Output', {{'age_not_rescaled_after'}}); + transformers{4} = struct('Name', 'Scale', ... + 'Input', {{'age'}}, ... + 'ReplaceNa', 'after', ... + 'Demean', false, ... + 'Output', {{'age_not_demeaned_after'}}); + % WHEN + new_content = bids.transformers(participants(), transformers); + + % THEN + assertElementsAlmostEqual(new_content.age_not_rescaled, ... + [-2.7500; -5.7500; 22.2500; -13.7500; nan], ... + 'absolute', 1e-3); + assertElementsAlmostEqual(new_content.age_not_demeaned, ... + [1.3511; 1.1581; 2.9595; 0.6434; nan], ... + 'absolute', 1e-3); + assertElementsAlmostEqual(new_content.age_not_rescaled_after, ... + [-2.7500; -5.7500; 22.2500; -13.7500; 0], ... + 'absolute', 1e-3); + assertElementsAlmostEqual(new_content.age_not_demeaned_after, ... + [1.3511; 1.1581; 2.9595; 0.6434; 0], ... + 'absolute', 1e-3); +end + +function test_scale_nan_before() + + %% GIVEN + transformers{1} = struct('Name', 'Scale', ... + 'Input', {{'age'}}, ... + 'ReplaceNa', 'before', ... + 'Output', {{'age_before'}}); + transformers{2} = struct('Name', 'Scale', ... + 'Input', {{'age'}}, ... + 'ReplaceNa', 'before', ... + 'Rescale', false, ... + 'Output', {{'age_not_rescaled_before'}}); + transformers{3} = struct('Name', 'Scale', ... + 'Input', {{'age'}}, ... + 'ReplaceNa', 'before', ... + 'Demean', false, ... + 'Output', {{'age_not_demeaned_before'}}); + + % WHEN + new_content = bids.transformers(participants(), transformers); + + % THEN + assertElementsAlmostEqual(new_content.age_before, ... + [0.1166; -0.0583; 1.5747; -0.5249; -1.1081], ... + 'absolute', 1e-3); + assertElementsAlmostEqual(new_content.age_not_rescaled_before, ... + [2; -1; 27; -9; -19], ... + 'absolute', 1e-3); + assertElementsAlmostEqual(new_content.age_not_demeaned_before, ... + [1.2247; 1.0498; 2.6828; 0.5832; 0], ... + 'absolute', 1e-3); +end + +function test_drop_na() + + % GIVEN + transformers = struct('Name', 'Factor', ... + 'Input', {{'age', 'handedness'}}); + + % WHEN + new_content = bids.transformers.drop_na(transformers, participants()); + + % THEN + assertEqual(new_content.age, [21; 18; 46; 10]); + assertEqual(new_content.handedness, {'right'; 'left'; 'left'; 'right'}); + +end + +%% Helper functions + +function cfg = set_up() + cfg = set_test_cfg(); + cfg.this_path = fileparts(mfilename('fullpath')); +end + +function value = dummy_data_dir() + cfg = set_up(); + value = fullfile(cfg.this_path, 'data', 'tsv_files'); +end diff --git a/tests/test_transformers.m b/tests/test_transformers/test_transformers_munge.m similarity index 52% rename from tests/test_transformers.m rename to tests/test_transformers/test_transformers_munge.m index 44ec1520..daa3004c 100644 --- a/tests/test_transformers.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -1,4 +1,4 @@ -function test_suite = test_transformers %#ok<*STOUT> +function test_suite = test_transformers_munge %#ok<*STOUT> % % (C) Copyright 2022 Remi Gau @@ -11,72 +11,81 @@ end -function test_assign() +function test_assign_with_target_attribute() transformers = struct('Name', 'Assign', ... 'Input', 'response_time', ... - 'Target', 'Face'); + 'Target', 'Face', ... + 'TargetAttr', 'duration'); data = face_rep_events(); data.Face = [1; 1; 1; 1]; new_content = bids.transformers.assign(transformers, data); - assertEqual(new_content.Face, new_content.response_time); + % check non involved fields are padded correctly + expected.familiarity = cat(1, data.familiarity, repmat({'NaN'}, 4, 1)); + expected.onset = [data.onset; data.onset]; + + assertEqual(new_content.familiarity, expected.familiarity); + assertEqual(new_content.onset, expected.onset); + + % check involved fields + expected.response_time = [data.response_time; nan(size(data.response_time))]; + expected.Face = [nan(size(data.response_time)); data.Face]; + expected.duration = [data.duration; data.response_time]; + + assertEqual(new_content.response_time, expected.response_time); + assertEqual(new_content.Face, expected.Face); + assertEqual(new_content.duration, expected.duration); end -function test_assign_with_output() +function test_assign() transformers = struct('Name', 'Assign', ... 'Input', 'response_time', ... - 'Target', 'Face', ... - 'Output', 'new_face'); + 'Target', 'Face'); data = face_rep_events(); data.Face = [1; 1; 1; 1]; new_content = bids.transformers.assign(transformers, data); - assertEqual(new_content.new_face, new_content.response_time); + assertEqual(new_content.Face, new_content.response_time); end -function test_assign_with_output_and_input_attribute() +function test_assign_with_output() transformers = struct('Name', 'Assign', ... 'Input', 'response_time', ... 'Target', 'Face', ... - 'Output', 'new_face', ... - 'InputAttr', 'onset'); + 'Output', 'new_face'); data = face_rep_events(); data.Face = [1; 1; 1; 1]; new_content = bids.transformers.assign(transformers, data); - assertEqual(new_content.new_face, new_content.onset); + assertEqual(new_content.new_face, new_content.response_time); end -function test_assign_with_target_attribute() +function test_assign_with_output_and_input_attribute() transformers = struct('Name', 'Assign', ... 'Input', 'response_time', ... 'Target', 'Face', ... - 'TargetAttr', 'duration'); + 'Output', 'new_face', ... + 'InputAttr', 'onset'); data = face_rep_events(); data.Face = [1; 1; 1; 1]; new_content = bids.transformers.assign(transformers, data); - expected.response_time = [data.response_time; nan(size(data.response_time))]; - expected.Face = [nan(size(data.response_time)); data.response_time]; - expected.duration = [nan(size(data.duration)); data.duration]; - - assertEqual(new_content.response_time, expected.response_time); - assertEqual(new_content.Face, expected.Face); + assertEqual(new_content.new_face, new_content.onset); end @@ -525,465 +534,8 @@ function test_split_nested() end -%% COMPUTE - -%% multi step - -function test_add_subtract_with_output - - % GIVEN - transformers(1).Name = 'Subtract'; - transformers(1).Input = 'onset'; - transformers(1).Value = 3; - transformers(1).Output = 'onset_minus_3'; - - transformers(2).Name = 'Add'; - transformers(2).Input = 'onset'; - transformers(2).Value = 1; - transformers(2).Output = 'onset_plus_1'; - - % WHEN - new_content = bids.transformers(vis_motion_events(), transformers); - - % THEN - assert(all(ismember({'onset_plus_1'; 'onset_minus_3'}, fieldnames(new_content)))); - assertEqual(new_content.onset_plus_1, [3; 5]); - assertEqual(new_content.onset_minus_3, [-1; 1]); - -end - -%% single step - -function test_subtract - - % GIVEN - transformers(1).Name = 'Subtract'; - transformers(1).Input = 'onset'; - transformers(1).Value = 3; - - % WHEN - new_content = bids.transformers.basic(transformers, vis_motion_events()); - - % THEN - assertEqual(new_content.onset, [-1; 1]); - -end - -function test_add_coerce_value - - %% GIVEN - transformers(1).Name = 'Add'; - transformers(1).Input = 'onset'; - transformers(1).Value = '3'; - - % WHEN - new_content = bids.transformers.basic(transformers, vis_motion_events()); - - % THEN - assertEqual(new_content.onset, [5; 7]); - - %% GIVEN - transformers(1).Name = 'Add'; - transformers(1).Input = 'onset'; - transformers(1).Value = '+'; - - % WHEN - assertExceptionThrown(@()bids.transformers.basic(transformers, vis_motion_events()), ... - 'basic:numericOrCoercableToNumericRequired'); - - % THEN - assertEqual(new_content.onset, [5; 7]); - -end - -function test_power - - %% GIVEN - transformers.Name = 'Power'; - transformers.Input = 'intensity'; - transformers.Value = 2; - - % WHEN - new_content = bids.transformers.basic(transformers, vis_motion_events()); - - % THEN - assertEqual(new_content.intensity, [4; 16]); - - %% GIVEN - transformers.Name = 'Power'; - transformers.Input = 'intensity'; - transformers.Value = 3; - transformers.Output = 'intensity_cubed'; - - % WHEN - new_content = bids.transformers.basic(transformers, vis_motion_events()); - - % THEN - assertEqual(new_content.intensity_cubed, [8; -64]); - -end - -function test_divide_several_inputs - - % GIVEN - transformers(1).Name = 'Divide'; - transformers(1).Input = {'onset', 'duration'}; - transformers(1).Value = 2; - - % WHEN - new_content = bids.transformers.basic(transformers, vis_motion_events()); - - % THEN - assertEqual(new_content.onset, [1; 2]); - assertEqual(new_content.duration, [1; 1]); - -end - -function test_constant() - - %% GIVEN - transformers = struct('Name', 'Constant', ... - 'Output', 'cst'); - - % WHEN - new_content = bids.transformers.constant(transformers, vis_motion_to_threshold_events()); - - assertEqual(new_content.cst, ones(4, 1)); - - %% GIVEN - transformers = struct('Name', 'Constant', ... - 'Value', 2, ... - 'Output', 'cst'); - - % WHEN - new_content = bids.transformers.constant(transformers, vis_motion_to_threshold_events()); - - assertEqual(new_content.cst, ones(4, 1) * 2); - -end - -function test_threshold_output() - - transformers = struct('Name', 'Threshold', ... - 'Input', 'to_threshold', ... - 'Output', 'tmp'); - - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); - - assertEqual(new_content.tmp, [1; 2; 0; 0]); - -end - -function test_threshold() - - %% WHEN - transformers = struct('Name', 'Threshold', ... - 'Input', 'to_threshold'); - - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); - - % THEN - assertEqual(new_content.to_threshold, [1; 2; 0; 0]); - - %% WHEN - transformers = struct('Name', 'Threshold', ... - 'Input', 'to_threshold', ... - 'Threshold', 1); - - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); - - % THEN - assertEqual(new_content.to_threshold, [0; 2; 0; 0]); - - %% WHEN - transformers = struct('Name', 'Threshold', ... - 'Input', 'to_threshold', ... - 'Binarize', true); - - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); - - % THEN - assertEqual(new_content.to_threshold, [1; 1; 0; 0]); - - %% WHEN - transformers = struct('Name', 'Threshold', ... - 'Input', 'to_threshold', ... - 'Binarize', true, ... - 'Above', false); - - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); - - % THEN - assertEqual(new_content.to_threshold, [0; 0; 1; 1]); - - %% WHEN - transformers = struct('Name', 'Threshold', ... - 'Input', 'to_threshold', ... - 'Threshold', 1, ... - 'Binarize', true, ... - 'Above', true, ... - 'Signed', false); - - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); - - % THEN - assertEqual(new_content.to_threshold, [0; 1; 0; 1]); - -end - -function test_mean() - - % GIVEN - transformers = struct('Name', 'Mean', ... - 'Input', {{'age'}}); - - % WHEN - new_content = bids.transformers.mean(transformers, participants()); - - % THEN - assertEqual(new_content.age_mean, nan); - - % GIVEN - transformers = struct('Name', 'Mean', ... - 'Input', {{'age'}}, ... - 'Output', 'age_mean_omitnan', ... - 'OmitNan', true); - - % WHEN - new_content = bids.transformers.mean(transformers, participants()); - - % THEN - assertEqual(new_content.age_mean_omitnan, 23.75); - -end - -function test_std() - - % GIVEN - transformers = struct('Name', 'StdDev', ... - 'Input', {{'age'}}); - - % WHEN - new_content = bids.transformers.std(transformers, participants()); - - % THEN - assertEqual(new_content.age_std, nan); - - % GIVEN - transformers = struct('Name', 'StdDev', ... - 'Input', {{'age'}}, ... - 'Output', 'age_std_omitnan', ... - 'OmitNan', true); - - % WHEN - new_content = bids.transformers.std(transformers, participants()); - - % THEN - assertElementsAlmostEqual(new_content.age_std_omitnan, 15.543, 'absolute', 1e-3); - -end - -function test_sum() - - % GIVEN - transformers = struct('Name', 'Sum', ... - 'Input', {{'onset', 'duration'}}, ... - 'Output', 'onset_plus_duration'); - - % WHEN - new_content = bids.transformers.sum(transformers, vis_motion_to_threshold_events()); - - % THEN - assertEqual(new_content.onset_plus_duration, [4; 6; 8; 10]); - - % GIVEN - transformers = struct('Name', 'Sum', ... - 'Input', {{'onset', 'duration'}}, ... - 'Weights', [2, 1], ... - 'Output', 'onset_plus_duration_with_weight'); - - % WHEN - new_content = bids.transformers.sum(transformers, vis_motion_to_threshold_events()); - - % THEN - assertEqual(new_content.onset_plus_duration_with_weight, [6; 10; 14; 18]); - -end - -function test_product() - - % GIVEN - transformers = struct('Name', 'Product', ... - 'Input', {{'onset', 'duration'}}, ... - 'Output', 'onset_times_duration'); - - % WHEN - new_content = bids.transformers.product(transformers, vis_motion_to_threshold_events()); - - % THEN - assertEqual(new_content.onset_times_duration, [4; 8; 12; 16]); - -end - -function test_scale() - - %% GIVEN - transformers = struct('Name', 'Factor', ... - 'Input', {{'age'}}); - - % WHEN - new_content = bids.transformers.scale(transformers, participants()); - - % THEN - assertElementsAlmostEqual(new_content.age, ... - [-0.1769; -0.3699; 1.4315; -0.8846; nan], ... - 'absolute', 1e-3); - - %% GIVEN - transformers = struct('Name', 'Factor', ... - 'Input', {{'age'}}, ... - 'Demean', true, ... - 'Rescale', true, ... - 'ReplaceNa', 'off', ... - 'Output', {{'age_demeaned_centered'}}); - - % WHEN - new_content = bids.transformers.scale(transformers, participants()); - - % THEN - assertElementsAlmostEqual(new_content.age_demeaned_centered, ... - [-0.1769; -0.3699; 1.4315; -0.8846; nan], ... - 'absolute', 1e-3); -end - -function test_scale_nan_after() - - %% GIVEN - transformers{1} = struct('Name', 'Scale', ... - 'Input', {{'age'}}, ... - 'Rescale', false, ... - 'Output', {{'age_not_rescaled'}}); - transformers{2} = struct('Name', 'Scale', ... - 'Input', {{'age'}}, ... - 'Demean', false, ... - 'Output', {{'age_not_demeaned'}}); - transformers{3} = struct('Name', 'Scale', ... - 'Input', {{'age'}}, ... - 'ReplaceNa', 'after', ... - 'Rescale', false, ... - 'Output', {{'age_not_rescaled_after'}}); - transformers{4} = struct('Name', 'Scale', ... - 'Input', {{'age'}}, ... - 'ReplaceNa', 'after', ... - 'Demean', false, ... - 'Output', {{'age_not_demeaned_after'}}); - % WHEN - new_content = bids.transformers(participants(), transformers); - - % THEN - assertElementsAlmostEqual(new_content.age_not_rescaled, ... - [-2.7500; -5.7500; 22.2500; -13.7500; nan], ... - 'absolute', 1e-3); - assertElementsAlmostEqual(new_content.age_not_demeaned, ... - [1.3511; 1.1581; 2.9595; 0.6434; nan], ... - 'absolute', 1e-3); - assertElementsAlmostEqual(new_content.age_not_rescaled_after, ... - [-2.7500; -5.7500; 22.2500; -13.7500; 0], ... - 'absolute', 1e-3); - assertElementsAlmostEqual(new_content.age_not_demeaned_after, ... - [1.3511; 1.1581; 2.9595; 0.6434; 0], ... - 'absolute', 1e-3); -end - -function test_scale_nan_before() - - %% GIVEN - transformers{1} = struct('Name', 'Scale', ... - 'Input', {{'age'}}, ... - 'ReplaceNa', 'before', ... - 'Output', {{'age_before'}}); - transformers{2} = struct('Name', 'Scale', ... - 'Input', {{'age'}}, ... - 'ReplaceNa', 'before', ... - 'Rescale', false, ... - 'Output', {{'age_not_rescaled_before'}}); - transformers{3} = struct('Name', 'Scale', ... - 'Input', {{'age'}}, ... - 'ReplaceNa', 'before', ... - 'Demean', false, ... - 'Output', {{'age_not_demeaned_before'}}); - - % WHEN - new_content = bids.transformers(participants(), transformers); - - % THEN - assertElementsAlmostEqual(new_content.age_before, ... - [0.1166; -0.0583; 1.5747; -0.5249; -1.1081], ... - 'absolute', 1e-3); - assertElementsAlmostEqual(new_content.age_not_rescaled_before, ... - [2; -1; 27; -9; -19], ... - 'absolute', 1e-3); - assertElementsAlmostEqual(new_content.age_not_demeaned_before, ... - [1.2247; 1.0498; 2.6828; 0.5832; 0], ... - 'absolute', 1e-3); -end - -function test_drop_na() - - % GIVEN - transformers = struct('Name', 'Factor', ... - 'Input', {{'age', 'handedness'}}); - - % WHEN - new_content = bids.transformers.drop_na(transformers, participants()); - - % THEN - assertEqual(new_content.age, [21; 18; 46; 10]); - assertEqual(new_content.handedness, {'right'; 'left'; 'left'; 'right'}); - -end - %% Helper functions -function value = participants() - - value.sex_m = [true; true; false; false; false]; - value.handedness = {'right'; 'left'; nan; 'left'; 'right'}; - value.sex = {'M'; 'M'; 'F'; 'F'; 'F'}; - value.age_gt_twenty = [true; false; true; false; false]; - value.age = [21; 18; 46; 10; nan]; - -end - -function value = face_rep_events() - - value.onset = [2; 4; 5; 8]; - value.duration = [2; 2; 2; 2]; - value.repetition = [1; 1; 2; 2]; - value.familiarity = {'Famous face'; 'Unfamiliar face'; 'Famous face'; 'Unfamiliar face'}; - value.trial_type = {'Face'; 'Face'; 'Face'; 'Face'}; - value.response_time = [1.5; 2; 1.56; 2.1]; - -end - -function value = vis_motion_events() - - value.onset = [2; 4]; - value.duration = [2; 2]; - value.trial_type = {'VisMot'; 'VisStat'}; - value.intensity = [2; -4]; - -end - -function value = vis_motion_to_threshold_events() - - value.onset = [2; 4; 6; 8]; - value.duration = [2; 2; 2; 2]; - value.trial_type = {'VisMot'; 'VisStat'; 'VisMot'; 'VisStat'}; - value.to_threshold = [1; 2; -1; -2]; - -end - function cfg = set_up() cfg = set_test_cfg(); cfg.this_path = fileparts(mfilename('fullpath')); @@ -991,5 +543,5 @@ function test_drop_na() function value = dummy_data_dir() cfg = set_up(); - value = fullfile(cfg.this_path, 'data', 'tsv_files'); + value = fullfile(cfg.this_path, '..', 'data', 'tsv_files'); end diff --git a/tests/utils/face_rep_events.m b/tests/utils/face_rep_events.m new file mode 100644 index 00000000..01f4c6ff --- /dev/null +++ b/tests/utils/face_rep_events.m @@ -0,0 +1,10 @@ +function value = face_rep_events() + + value.onset = [2; 4; 5; 8]; + value.duration = [2; 2; 2; 2]; + value.repetition = [1; 1; 2; 2]; + value.familiarity = {'Famous face'; 'Unfamiliar face'; 'Famous face'; 'Unfamiliar face'}; + value.trial_type = {'Face'; 'Face'; 'Face'; 'Face'}; + value.response_time = [1.5; 2; 1.56; 2.1]; + +end diff --git a/tests/utils/participants.m b/tests/utils/participants.m new file mode 100644 index 00000000..a327931c --- /dev/null +++ b/tests/utils/participants.m @@ -0,0 +1,11 @@ +function value = participants() + % + % (C) Copyright 2022 Remi Gau + + value.sex_m = [true; true; false; false; false]; + value.handedness = {'right'; 'left'; nan; 'left'; 'right'}; + value.sex = {'M'; 'M'; 'F'; 'F'; 'F'}; + value.age_gt_twenty = [true; false; true; false; false]; + value.age = [21; 18; 46; 10; nan]; + +end diff --git a/tests/utils/vis_motion_events.m b/tests/utils/vis_motion_events.m new file mode 100644 index 00000000..a4524f51 --- /dev/null +++ b/tests/utils/vis_motion_events.m @@ -0,0 +1,10 @@ +function value = vis_motion_events() + % + % (C) Copyright 2022 Remi Gau + + value.onset = [2; 4]; + value.duration = [2; 2]; + value.trial_type = {'VisMot'; 'VisStat'}; + value.intensity = [2; -4]; + +end diff --git a/tests/utils/vis_motion_to_threshold_events.m b/tests/utils/vis_motion_to_threshold_events.m new file mode 100644 index 00000000..efa3c6ee --- /dev/null +++ b/tests/utils/vis_motion_to_threshold_events.m @@ -0,0 +1,10 @@ +function value = vis_motion_to_threshold_events() + % + % (C) Copyright 2022 Remi Gau + + value.onset = [2; 4; 6; 8]; + value.duration = [2; 2; 2; 2]; + value.trial_type = {'VisMot'; 'VisStat'; 'VisMot'; 'VisStat'}; + value.to_threshold = [1; 2; -1; -2]; + +end From 58cfc9d4eec25553303f0fd59803eb4593959e66 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 15 May 2022 17:29:42 +0200 Subject: [PATCH 139/340] add doc --- +bids/+transformers/coerce_fieldname.m | 1 + +bids/+transformers/is_run_level.m | 13 + +bids/+transformers/rename.m | 6 + +bids/+transformers/select.m | 10 + +bids/+transformers/threshold.m | 36 ++ .../test_transformers_compute.m | 254 ++++++------ .../test_transformers_munge.m | 375 +++++++++--------- 7 files changed, 384 insertions(+), 311 deletions(-) create mode 100644 +bids/+transformers/is_run_level.m diff --git a/+bids/+transformers/coerce_fieldname.m b/+bids/+transformers/coerce_fieldname.m index 208a8197..037cfd48 100644 --- a/+bids/+transformers/coerce_fieldname.m +++ b/+bids/+transformers/coerce_fieldname.m @@ -5,4 +5,5 @@ if ~strcmp(new_field, field) warning('Field "%s" renamed to "%s"', field, new_field); end + end diff --git a/+bids/+transformers/is_run_level.m b/+bids/+transformers/is_run_level.m new file mode 100644 index 00000000..b81aeb70 --- /dev/null +++ b/+bids/+transformers/is_run_level.m @@ -0,0 +1,13 @@ +function status = is_run_level(data) + % + % (C) Copyright 2022 Remi Gau + + status = false; + + fields = fieldname(data); + + if ismember(fields, {'onset', 'duration'}) + status = true; + end + +end diff --git a/+bids/+transformers/rename.m b/+bids/+transformers/rename.m index 89677a22..5ac2bf90 100644 --- a/+bids/+transformers/rename.m +++ b/+bids/+transformers/rename.m @@ -3,6 +3,12 @@ % % (C) Copyright 2022 Remi Gau + % Rename a variable. + % Arguments: + % Input(list, mandatory): The name(s) of the variable(s) to rename. + % Output (list, mandatory): New column names to output. + % Must match length of input column(s), and columns will be mapped 1-to-1 in order. + input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data); diff --git a/+bids/+transformers/select.m b/+bids/+transformers/select.m index 4709e16c..87453315 100644 --- a/+bids/+transformers/select.m +++ b/+bids/+transformers/select.m @@ -2,6 +2,16 @@ % % % (C) Copyright 2022 Remi Gau + + % The select transformation specifies which columns to retain for subsequent analysis. + % Any columns that are not specified here will be dropped. + % Arguments: + % Input (list, mandatory): The names of all columns to keep. + % Any columns not in this list will be deleted and + % will not be available to any subsequent transformations or downstream analyses. + % Notes: one can think of select as the inverse the Delete transformation + % that removes all named columns from further analysis. + input = bids.transformers.get_input(transformer, data); for i = 1:numel(input) diff --git a/+bids/+transformers/threshold.m b/+bids/+transformers/threshold.m index 6fbef711..ab028b6a 100644 --- a/+bids/+transformers/threshold.m +++ b/+bids/+transformers/threshold.m @@ -2,6 +2,42 @@ % % % (C) Copyright 2022 Remi Gau + + % Thresholds input values at a specified cut-off and optionally binarizes the result. + + % Arguments: + + % Input(list, mandatory): + % The name(s)of the column(s) to threshold/binarize. + + % Threshold(float, optional): + % The cut-off to use for thresholding. + % Defaults to 0. + + % Binarize(boolean, optional): + % If True, thresholded values will be binarized (i.e., all non-zero values will be set to 1). + % Defaults to False. + + % Above(boolean, optional): + % Specifies which values to retain with respect to the cut-off. + % If True, all value above the threshold will be kept; + % if False, all values below the threshold will be kept. + % Defaults to True. + + % Signed(boolean, optional): + % Specifies whether to treat the threshold as signed (default) or unsigned. + % + % For example, when passing above=True and threshold=3, + % if signed=True, all and only values above +3 would be retained. + % If signed=False, all absolute values > 3 would be retained + % (i.e.,values in the range -3 < X < 3 would be set to 0). + % + % Output(list, optional): Optional names of columns to output. + % Must match length of input column if provided, + % and columns will be mapped 1-to-1 in order. + % If no output values are provided, the threshold transformation is applied + % in-place to all the inputs. + input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data); diff --git a/tests/test_transformers/test_transformers_compute.m b/tests/test_transformers/test_transformers_compute.m index 0954e46c..304c287c 100644 --- a/tests/test_transformers/test_transformers_compute.m +++ b/tests/test_transformers/test_transformers_compute.m @@ -40,21 +40,6 @@ %% single step -function test_subtract - - % GIVEN - transformers(1).Name = 'Subtract'; - transformers(1).Input = 'onset'; - transformers(1).Value = 3; - - % WHEN - new_content = bids.transformers.basic(transformers, vis_motion_events()); - - % THEN - assertEqual(new_content.onset, [-1; 1]); - -end - function test_add_coerce_value %% GIVEN @@ -82,49 +67,6 @@ end -function test_power - - %% GIVEN - transformers.Name = 'Power'; - transformers.Input = 'intensity'; - transformers.Value = 2; - - % WHEN - new_content = bids.transformers.basic(transformers, vis_motion_events()); - - % THEN - assertEqual(new_content.intensity, [4; 16]); - - %% GIVEN - transformers.Name = 'Power'; - transformers.Input = 'intensity'; - transformers.Value = 3; - transformers.Output = 'intensity_cubed'; - - % WHEN - new_content = bids.transformers.basic(transformers, vis_motion_events()); - - % THEN - assertEqual(new_content.intensity_cubed, [8; -64]); - -end - -function test_divide_several_inputs - - % GIVEN - transformers(1).Name = 'Divide'; - transformers(1).Input = {'onset', 'duration'}; - transformers(1).Value = 2; - - % WHEN - new_content = bids.transformers.basic(transformers, vis_motion_events()); - - % THEN - assertEqual(new_content.onset, [1; 2]); - assertEqual(new_content.duration, [1; 1]); - -end - function test_constant() %% GIVEN @@ -148,72 +90,34 @@ function test_constant() end -function test_threshold_output() - - transformers = struct('Name', 'Threshold', ... - 'Input', 'to_threshold', ... - 'Output', 'tmp'); - - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); - - assertEqual(new_content.tmp, [1; 2; 0; 0]); - -end - -function test_threshold() - - %% WHEN - transformers = struct('Name', 'Threshold', ... - 'Input', 'to_threshold'); - - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); - - % THEN - assertEqual(new_content.to_threshold, [1; 2; 0; 0]); - - %% WHEN - transformers = struct('Name', 'Threshold', ... - 'Input', 'to_threshold', ... - 'Threshold', 1); - - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); - - % THEN - assertEqual(new_content.to_threshold, [0; 2; 0; 0]); +function test_drop_na() - %% WHEN - transformers = struct('Name', 'Threshold', ... - 'Input', 'to_threshold', ... - 'Binarize', true); + % GIVEN + transformers = struct('Name', 'Factor', ... + 'Input', {{'age', 'handedness'}}); - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + % WHEN + new_content = bids.transformers.drop_na(transformers, participants()); % THEN - assertEqual(new_content.to_threshold, [1; 1; 0; 0]); - - %% WHEN - transformers = struct('Name', 'Threshold', ... - 'Input', 'to_threshold', ... - 'Binarize', true, ... - 'Above', false); + assertEqual(new_content.age, [21; 18; 46; 10]); + assertEqual(new_content.handedness, {'right'; 'left'; 'left'; 'right'}); - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); +end - % THEN - assertEqual(new_content.to_threshold, [0; 0; 1; 1]); +function test_divide_several_inputs - %% WHEN - transformers = struct('Name', 'Threshold', ... - 'Input', 'to_threshold', ... - 'Threshold', 1, ... - 'Binarize', true, ... - 'Above', true, ... - 'Signed', false); + % GIVEN + transformers(1).Name = 'Divide'; + transformers(1).Input = {'onset', 'duration'}; + transformers(1).Value = 2; - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + % WHEN + new_content = bids.transformers.basic(transformers, vis_motion_events()); % THEN - assertEqual(new_content.to_threshold, [0; 1; 0; 1]); + assertEqual(new_content.onset, [1; 2]); + assertEqual(new_content.duration, [1; 1]); end @@ -243,6 +147,21 @@ function test_mean() end +function test_product() + + % GIVEN + transformers = struct('Name', 'Product', ... + 'Input', {{'onset', 'duration'}}, ... + 'Output', 'onset_times_duration'); + + % WHEN + new_content = bids.transformers.product(transformers, vis_motion_to_threshold_events()); + + % THEN + assertEqual(new_content.onset_times_duration, [4; 8; 12; 16]); + +end + function test_std() % GIVEN @@ -296,18 +215,30 @@ function test_sum() end -function test_product() +function test_power - % GIVEN - transformers = struct('Name', 'Product', ... - 'Input', {{'onset', 'duration'}}, ... - 'Output', 'onset_times_duration'); + %% GIVEN + transformers.Name = 'Power'; + transformers.Input = 'intensity'; + transformers.Value = 2; % WHEN - new_content = bids.transformers.product(transformers, vis_motion_to_threshold_events()); + new_content = bids.transformers.basic(transformers, vis_motion_events()); % THEN - assertEqual(new_content.onset_times_duration, [4; 8; 12; 16]); + assertEqual(new_content.intensity, [4; 16]); + + %% GIVEN + transformers.Name = 'Power'; + transformers.Input = 'intensity'; + transformers.Value = 3; + transformers.Output = 'intensity_cubed'; + + % WHEN + new_content = bids.transformers.basic(transformers, vis_motion_events()); + + % THEN + assertEqual(new_content.intensity_cubed, [8; -64]); end @@ -414,18 +345,87 @@ function test_scale_nan_before() 'absolute', 1e-3); end -function test_drop_na() +function test_subtract % GIVEN - transformers = struct('Name', 'Factor', ... - 'Input', {{'age', 'handedness'}}); + transformers(1).Name = 'Subtract'; + transformers(1).Input = 'onset'; + transformers(1).Value = 3; % WHEN - new_content = bids.transformers.drop_na(transformers, participants()); + new_content = bids.transformers.basic(transformers, vis_motion_events()); % THEN - assertEqual(new_content.age, [21; 18; 46; 10]); - assertEqual(new_content.handedness, {'right'; 'left'; 'left'; 'right'}); + assertEqual(new_content.onset, [-1; 1]); + +end + +function test_threshold_output() + + transformers = struct('Name', 'Threshold', ... + 'Input', 'to_threshold', ... + 'Output', 'tmp'); + + new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + + assertEqual(new_content.tmp, [1; 2; 0; 0]); + +end + +function test_threshold() + + %% WHEN + transformers = struct('Name', 'Threshold', ... + 'Input', 'to_threshold'); + + new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + + % THEN + assertEqual(new_content.to_threshold, [1; 2; 0; 0]); + + %% WHEN + transformers = struct('Name', 'Threshold', ... + 'Input', 'to_threshold', ... + 'Threshold', 1); + + new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + + % THEN + assertEqual(new_content.to_threshold, [0; 2; 0; 0]); + + %% WHEN + transformers = struct('Name', 'Threshold', ... + 'Input', 'to_threshold', ... + 'Binarize', true); + + new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + + % THEN + assertEqual(new_content.to_threshold, [1; 1; 0; 0]); + + %% WHEN + transformers = struct('Name', 'Threshold', ... + 'Input', 'to_threshold', ... + 'Binarize', true, ... + 'Above', false); + + new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + + % THEN + assertEqual(new_content.to_threshold, [0; 0; 1; 1]); + + %% WHEN + transformers = struct('Name', 'Threshold', ... + 'Input', 'to_threshold', ... + 'Threshold', 1, ... + 'Binarize', true, ... + 'Above', true, ... + 'Signed', false); + + new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + + % THEN + assertEqual(new_content.to_threshold, [0; 1; 0; 1]); end diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index daa3004c..2444dfe2 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -11,95 +11,6 @@ end -function test_assign_with_target_attribute() - - transformers = struct('Name', 'Assign', ... - 'Input', 'response_time', ... - 'Target', 'Face', ... - 'TargetAttr', 'duration'); - - data = face_rep_events(); - data.Face = [1; 1; 1; 1]; - - new_content = bids.transformers.assign(transformers, data); - - % check non involved fields are padded correctly - expected.familiarity = cat(1, data.familiarity, repmat({'NaN'}, 4, 1)); - expected.onset = [data.onset; data.onset]; - - assertEqual(new_content.familiarity, expected.familiarity); - assertEqual(new_content.onset, expected.onset); - - % check involved fields - expected.response_time = [data.response_time; nan(size(data.response_time))]; - expected.Face = [nan(size(data.response_time)); data.Face]; - expected.duration = [data.duration; data.response_time]; - - assertEqual(new_content.response_time, expected.response_time); - assertEqual(new_content.Face, expected.Face); - assertEqual(new_content.duration, expected.duration); - -end - -function test_assign() - - transformers = struct('Name', 'Assign', ... - 'Input', 'response_time', ... - 'Target', 'Face'); - - data = face_rep_events(); - data.Face = [1; 1; 1; 1]; - - new_content = bids.transformers.assign(transformers, data); - - assertEqual(new_content.Face, new_content.response_time); - -end - -function test_assign_with_output() - - transformers = struct('Name', 'Assign', ... - 'Input', 'response_time', ... - 'Target', 'Face', ... - 'Output', 'new_face'); - - data = face_rep_events(); - data.Face = [1; 1; 1; 1]; - - new_content = bids.transformers.assign(transformers, data); - - assertEqual(new_content.new_face, new_content.response_time); - -end - -function test_assign_with_output_and_input_attribute() - - transformers = struct('Name', 'Assign', ... - 'Input', 'response_time', ... - 'Target', 'Face', ... - 'Output', 'new_face', ... - 'InputAttr', 'onset'); - - data = face_rep_events(); - data.Face = [1; 1; 1; 1]; - - new_content = bids.transformers.assign(transformers, data); - - assertEqual(new_content.new_face, new_content.onset); - -end - -function test_assign_missing_target() - - transformers = struct('Name', 'Assign', ... - 'Input', 'response_time', ... - 'Target', 'Face'); - - assertExceptionThrown(@()bids.transformers.assign(transformers, face_rep_events()), ... - 'check_field:missingTarget'); - -end - function test_no_transformation() transformers = struct([]); @@ -133,6 +44,13 @@ function test_get_input() end +function status = test_is_run_level() + + data = struct('onset', [], 'duration', []); + assert(is_run_level(data)); + +end + %% LOGICAL function test_and() @@ -282,95 +200,111 @@ function test_complex_filter_with_and() %% single step -function test_filter() +function test_assign_with_target_attribute() - % GIVEN - tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionAfter_events.tsv'); - tsv_content = bids.util.tsvread(tsvFile); + transformers = struct('Name', 'Assign', ... + 'Input', 'response_time', ... + 'Target', 'Face', ... + 'TargetAttr', 'duration'); - transformers = struct('Name', 'Filter', ... - 'Input', 'trial_type', ... - 'Query', 'trial_type==F1', ... - 'Output', 'Famous_1'); + data = face_rep_events(); + data.Face = [1; 1; 1; 1]; - % WHEN - new_content = bids.transformers.filter(transformers, tsv_content); + new_content = bids.transformers.assign(transformers, data); - % THEN - assert(all(ismember({'Famous_1'}, fieldnames(new_content)))); - assertEqual(numel(new_content.Famous_1), 104); - assertEqual(unique(new_content.Famous_1), {''; 'F1'}); + % check non involved fields are padded correctly + expected.familiarity = cat(1, data.familiarity, repmat({'NaN'}, 4, 1)); + expected.onset = [data.onset; data.onset]; + + assertEqual(new_content.familiarity, expected.familiarity); + assertEqual(new_content.onset, expected.onset); + + % check involved fields + expected.response_time = [data.response_time; nan(size(data.response_time))]; + expected.Face = [nan(size(data.response_time)); data.Face]; + expected.duration = [data.duration; data.response_time]; + + assertEqual(new_content.response_time, expected.response_time); + assertEqual(new_content.Face, expected.Face); + assertEqual(new_content.duration, expected.duration); end -function test_concatenate() +function test_assign() - % GIVEN - tsvFile = fullfile(dummy_data_dir(), ... - 'sub-01_task-FaceRepetitionBefore_events.tsv'); - tsv_content = bids.util.tsvread(tsvFile); + transformers = struct('Name', 'Assign', ... + 'Input', 'response_time', ... + 'Target', 'Face'); - transformers = struct('Name', 'Concatenate', ... - 'Input', {{'face_type', 'repetition_type'}}, ... - 'Output', 'trial_type'); + data = face_rep_events(); + data.Face = [1; 1; 1; 1]; - % WHEN - new_content = bids.transformers.concatenate(transformers, tsv_content); + new_content = bids.transformers.assign(transformers, data); - assertEqual(unique(new_content.trial_type), ... - {'famous_1'; 'famous_2'; 'unfamiliar_1'; 'unfamiliar_2'}); + assertEqual(new_content.Face, new_content.response_time); end -function test_replace() +function test_assign_with_output() - %% GIVEN - tsvFile = fullfile(dummy_data_dir(), ... - 'sub-01_task-FaceRepetitionBefore_events.tsv'); - tsv_content = bids.util.tsvread(tsvFile); + transformers = struct('Name', 'Assign', ... + 'Input', 'response_time', ... + 'Target', 'Face', ... + 'Output', 'new_face'); - transformers(1).Name = 'Replace'; - transformers(1).Input = 'face_type'; - transformers(1).Replace = struct('famous', 'foo'); + data = face_rep_events(); + data.Face = [1; 1; 1; 1]; - % WHEN - new_content = bids.transformers.replace(transformers, tsv_content); + new_content = bids.transformers.assign(transformers, data); - % THEN - assertEqual(unique(new_content.face_type), {'foo'; 'unfamiliar'}); + assertEqual(new_content.new_face, new_content.response_time); - %% GIVEN - transformers(1).Name = 'Replace'; - transformers(1).Input = 'face_type'; - transformers(1).Replace = struct('duration_0', 1); - transformers(1).Attribute = 'duration'; +end - % WHEN - new_content = bids.transformers.replace(transformers, tsv_content); +function test_assign_with_output_and_input_attribute() - % THEN - assertEqual(unique(new_content.duration), 1); + transformers = struct('Name', 'Assign', ... + 'Input', 'response_time', ... + 'Target', 'Face', ... + 'Output', 'new_face', ... + 'InputAttr', 'onset'); + + data = face_rep_events(); + data.Face = [1; 1; 1; 1]; + + new_content = bids.transformers.assign(transformers, data); + + assertEqual(new_content.new_face, new_content.onset); end -function test_replace_with_output() +function test_assign_missing_target() - %% GIVEN + transformers = struct('Name', 'Assign', ... + 'Input', 'response_time', ... + 'Target', 'Face'); + + assertExceptionThrown(@()bids.transformers.assign(transformers, face_rep_events()), ... + 'check_field:missingTarget'); + +end + +function test_concatenate() + + % GIVEN tsvFile = fullfile(dummy_data_dir(), ... 'sub-01_task-FaceRepetitionBefore_events.tsv'); tsv_content = bids.util.tsvread(tsvFile); - transformers(1).Name = 'Replace'; - transformers(1).Input = 'face_type'; - transformers(1).Output = 'tmp'; - transformers(1).Replace = struct('duration_0', 1); - transformers(1).Attribute = 'duration'; + transformers = struct('Name', 'Concatenate', ... + 'Input', {{'face_type', 'repetition_type'}}, ... + 'Output', 'trial_type'); % WHEN - new_content = bids.transformers.replace(transformers, tsv_content); + new_content = bids.transformers.concatenate(transformers, tsv_content); - % THEN - assertEqual(unique(new_content.tmp), 1); + assertEqual(unique(new_content.trial_type), ... + {'famous_1'; 'famous_2'; 'unfamiliar_1'; 'unfamiliar_2'}); end @@ -391,26 +325,6 @@ function test_copy() end -function test_filter_by() - - % GIVEN - tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionBefore_events.tsv'); - tsv_content = bids.util.tsvread(tsvFile); - - transformers = struct('Name', 'Filter', ... - 'Input', 'face_type', ... - 'Query', 'repetition_type==1', ... - 'By', 'repetition_type', ... - 'Output', 'face_type_repetition_1'); - - % WHEN - new_content = bids.transformers.filter(transformers, tsv_content); - - % THEN - % TODO - -end - function test_delete_select() % GIVEN @@ -434,24 +348,6 @@ function test_delete_select() end -function test_rename() - - % GIVEN - tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionBefore_events.tsv'); - tsv_content = bids.util.tsvread(tsvFile); - - transformers = struct('Name', 'Rename', ... - 'Input', {{'face_type', 'repetition_type'}}, ... - 'Output', {{'foo', 'bar'}}); - new_content = bids.transformers.rename(transformers, tsv_content); - - assert(all(ismember({'foo'; 'bar'}, fieldnames(new_content)))); - assert(all(~ismember({'face_type'; 'repetition_type'}, fieldnames(new_content)))); - assertEqual(new_content.foo, tsv_content.face_type); - assertEqual(new_content.bar, tsv_content.repetition_type); - -end - function test_factor() % GIVEN @@ -486,6 +382,117 @@ function test_factor_numeric() end +function test_filter() + + % GIVEN + tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionAfter_events.tsv'); + tsv_content = bids.util.tsvread(tsvFile); + + transformers = struct('Name', 'Filter', ... + 'Input', 'trial_type', ... + 'Query', 'trial_type==F1', ... + 'Output', 'Famous_1'); + + % WHEN + new_content = bids.transformers.filter(transformers, tsv_content); + + % THEN + assert(all(ismember({'Famous_1'}, fieldnames(new_content)))); + assertEqual(numel(new_content.Famous_1), 104); + assertEqual(unique(new_content.Famous_1), {''; 'F1'}); + +end + +function test_filter_by() + + % GIVEN + tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionBefore_events.tsv'); + tsv_content = bids.util.tsvread(tsvFile); + + transformers = struct('Name', 'Filter', ... + 'Input', 'face_type', ... + 'Query', 'repetition_type==1', ... + 'By', 'repetition_type', ... + 'Output', 'face_type_repetition_1'); + + % WHEN + new_content = bids.transformers.filter(transformers, tsv_content); + + % THEN + % TODO + +end + +function test_replace() + + %% GIVEN + tsvFile = fullfile(dummy_data_dir(), ... + 'sub-01_task-FaceRepetitionBefore_events.tsv'); + tsv_content = bids.util.tsvread(tsvFile); + + transformers(1).Name = 'Replace'; + transformers(1).Input = 'face_type'; + transformers(1).Replace = struct('famous', 'foo'); + + % WHEN + new_content = bids.transformers.replace(transformers, tsv_content); + + % THEN + assertEqual(unique(new_content.face_type), {'foo'; 'unfamiliar'}); + + %% GIVEN + transformers(1).Name = 'Replace'; + transformers(1).Input = 'face_type'; + transformers(1).Replace = struct('duration_0', 1); + transformers(1).Attribute = 'duration'; + + % WHEN + new_content = bids.transformers.replace(transformers, tsv_content); + + % THEN + assertEqual(unique(new_content.duration), 1); + +end + +function test_replace_with_output() + + %% GIVEN + tsvFile = fullfile(dummy_data_dir(), ... + 'sub-01_task-FaceRepetitionBefore_events.tsv'); + tsv_content = bids.util.tsvread(tsvFile); + + transformers(1).Name = 'Replace'; + transformers(1).Input = 'face_type'; + transformers(1).Output = 'tmp'; + transformers(1).Replace = struct('duration_0', 1); + transformers(1).Attribute = 'duration'; + + % WHEN + new_content = bids.transformers.replace(transformers, tsv_content); + + % THEN + assertEqual(unique(new_content.tmp), 1); + +end + +function test_rename() + + % GIVEN + tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionBefore_events.tsv'); + tsv_content = bids.util.tsvread(tsvFile); + + transformers = struct('Name', 'Rename', ... + 'Input', {{'face_type', 'repetition_type'}}, ... + 'Output', {{'foo', 'bar'}}); + new_content = bids.transformers.rename(transformers, tsv_content); + + assert(all(ismember({'foo'; 'bar'}, fieldnames(new_content)))); + assert(all(~ismember({'face_type'; 'repetition_type'}, fieldnames(new_content)))); + assertEqual(new_content.foo, tsv_content.face_type); + assertEqual(new_content.bar, tsv_content.repetition_type); + +end + function test_split_empty_by() % GIVEN From 96f989971e3112a147b83e66022b084a43fa15b0 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 15 May 2022 19:14:28 +0200 Subject: [PATCH 140/340] update replace transformer --- +bids/+transformers/assign.m | 2 + +bids/+transformers/get_field_attribute.m | 27 +++++ +bids/+transformers/replace.m | 104 +++++++++--------- .../test_transformers_munge.m | 40 +++---- 4 files changed, 105 insertions(+), 68 deletions(-) create mode 100644 +bids/+transformers/get_field_attribute.m diff --git a/+bids/+transformers/assign.m b/+bids/+transformers/assign.m index 59d00762..56b7a4b2 100644 --- a/+bids/+transformers/assign.m +++ b/+bids/+transformers/assign.m @@ -88,7 +88,9 @@ to_assign = data.(input{i}); case {'onset', 'duration'} + attr_to_assign = data.(input_attr{i}); + if strcmp(target_attr, 'value') to_assign = attr_to_assign; else diff --git a/+bids/+transformers/get_field_attribute.m b/+bids/+transformers/get_field_attribute.m new file mode 100644 index 00000000..52413497 --- /dev/null +++ b/+bids/+transformers/get_field_attribute.m @@ -0,0 +1,27 @@ +function attr = get_field_attribute(data, field, type) + % + % (C) Copyright 2022 Remi Gau + + if nargin < 3 + type = {'value'}; + end + + switch type + + case 'value' + + attr = data.(field); + + case {'onset', 'duration'} + + attr = data.(type); + + otherwise + + bids.internal.error_handling(mfilename(), 'wrongAttribute', ... + 'Attribute must be one of "value", "onset", "duration"', ... + false); + + end + +end diff --git a/+bids/+transformers/replace.m b/+bids/+transformers/replace.m index a663eb04..49ed7f8e 100644 --- a/+bids/+transformers/replace.m +++ b/+bids/+transformers/replace.m @@ -2,6 +2,35 @@ % % % (C) Copyright 2022 Remi Gau + + % Replaces values in one or more input columns. + + % Arguments: + + % Input (list, mandatory): + % Name(s_ of column(s) to search and replace within. + + % Replace (list of objects, mandatory): + % An associative array (dictionary) mapping old values to new values. + % For example, + % [{"key": "apple", "value": "bee"}, {"key":"elusive", "value": 5}] + % would replace all occurrences of "apple" + % in the input columns with the value "bee", and all occurrences of "elusive" + % with the value 5. + + % Attribute (string, optional): + % The column attribute to search/replace. Valid values include "value" (the default), + % "duration", "onset", and "all". + % In the last case, all three attributes (value, duration, and onset) will be scanned. + % Note that level names for categorical columns (e.g., "trial_type") + % are invariably represented in the value attribute. + % + % Output (list, optional): Optional names of columns to output. + % Must match length of input column(s) if provided, + % and columns will be mapped 1-to-1 in order. + % If no output values are provided, the replacement transformation is applied in-place + % to all the inputs. + input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data); @@ -15,42 +44,33 @@ continue end + % in case we got "all" we must loop over value, onset, duration for ii = 1:numel(attributes) - switch lower(attributes{ii}) + switch attributes{ii} + case 'value' + this_output = data.(output{i}); + + case {'onset', 'duration'} + this_output = data.(attributes{ii}); if strcmp(input{i}, output{i}) - this_output = data.(input{i}); - else - this_output = data.(output{i}); - end - case 'onset' - this_output = data.onset; - if strcmp(input{i}, output{i}) - output{i} = 'onset'; - end - case 'duration' - this_output = data.duration; - if strcmp(input{i}, output{i}) - output{i} = 'duration'; + output{i} = attributes{ii}; end - end - toReplace = fieldnames(replace); + end - for iii = 1:numel(toReplace) + for iii = 1:numel(replace) - switch lower(attributes{ii}) + switch attributes{ii} case 'value' this_input = data.(input{i}); - case 'onset' - this_input = data.onset; - case 'duration' - this_input = data.duration; + case {'onset', 'duration'} + this_input = data.(attributes{ii}); end - key = get_key_to_replace(input{i}, attributes{ii}, toReplace{iii}); - value = replace.(toReplace{iii}); + key = replace(iii).key; + value = replace(iii).value; if ischar(key) idx = strcmp(key, this_input); @@ -59,15 +79,9 @@ end if isnumeric(this_output) - if ischar(value) - this_output = num2cell(this_output); - end - this_output(idx) = value; + this_output(idx) = repmat(value, sum(idx), 1); elseif iscellstr(this_output) - if isnumeric(value) - value = num2str(value); - end this_output(idx) = repmat({value}, sum(idx), 1); end @@ -81,32 +95,24 @@ end -function key = get_key_to_replace(input, attribute, to_replace) - % because matlab keys in structure cannot be numbers - % it won't be easily possible to replace - % when the value to replace is a number, - % but it could be sort of OK for onset and duration - key = to_replace; - if ismember(lower(attribute), {'onset', 'duration'}) - key = strrep(key, [lower(attribute) '_'], ''); - key = str2num(key); - end - if bids.internal.starts_with(key, [input '_']) - key = strrep(key, [input '_'], ''); - key = str2num(key); - end - -end - function attributes = get_attribute_to_replace(transformer) attributes = {'value'}; if isfield(transformer, 'Attribute') attributes = transformer.Attribute; end + if ~ismember(attributes, {'value', 'onset', 'duration', 'all'}) + msg = sprintf(['Attribute must be one of ', ... + '"values", "onset", "duration" or "all" for Replace.\nGot: %s'], ... + char(attributes)); + bids.internal.error_handling(mfilename(), ... + 'invalidAttribute', ... + msg, ... + false); + end if ~iscell(attributes) attributes = {attributes}; end - if strcmp(attributes, 'all') + if strcmpi(attributes, 'all') attributes = {'values', 'onset', 'duration'}; end end diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 2444dfe2..a4ca785a 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -11,6 +11,8 @@ end +%% + function test_no_transformation() transformers = struct([]); @@ -116,7 +118,8 @@ function test_touch() 'Input', 'tmp', ... 'Output', 'duration', ... 'Attribute', 'duration', ... - 'Replace', struct('duration_1', 1)); + 'Replace', struct('key', 1, ... + 'value', 1)); transformers{3} = struct('Name', 'Delete', ... 'Input', {{'tmp'}}); @@ -124,6 +127,7 @@ function test_touch() new_content = bids.transformers(tsv_content, transformers); % THEN + % TODO assert whole content assertEqual(fieldnames(tsv_content), fieldnames(new_content)); end @@ -148,7 +152,8 @@ function test_combine_columns() transformers{4} = struct('Name', 'Replace', ... 'Input', 'tmp', ... 'Output', 'trial_type', ... - 'Replace', struct('tmp_1', 'FamousFirstRep')); + 'Replace', struct('key', 'tmp_1', ... + 'value', 'FamousFirstRep')); transformers{5} = struct('Name', 'Delete', ... 'Input', {{'tmp', 'Famous', 'FirstRep'}}); @@ -156,6 +161,7 @@ function test_combine_columns() new_content = bids.transformers(tsv_content, transformers); % THEN + % TODO assert whole content assertEqual(fieldnames(tsv_content), fieldnames(new_content)); assertEqual(unique(new_content.trial_type), {'FamousFirstRep'; 'face'}); @@ -426,28 +432,26 @@ function test_filter_by() function test_replace() %% GIVEN - tsvFile = fullfile(dummy_data_dir(), ... - 'sub-01_task-FaceRepetitionBefore_events.tsv'); - tsv_content = bids.util.tsvread(tsvFile); - transformers(1).Name = 'Replace'; - transformers(1).Input = 'face_type'; - transformers(1).Replace = struct('famous', 'foo'); + transformers(1).Input = 'familiarity'; + transformers(1).Replace(1) = struct('key', 'Famous face', 'value', 'foo'); + transformers(1).Replace(2) = struct('key', 'Unfamiliar face', 'value', 'bar'); % WHEN - new_content = bids.transformers.replace(transformers, tsv_content); + new_content = bids.transformers.replace(transformers, face_rep_events()); % THEN - assertEqual(unique(new_content.face_type), {'foo'; 'unfamiliar'}); + assertEqual(new_content.familiarity, {'foo'; 'bar'; 'foo'; 'bar'}); %% GIVEN transformers(1).Name = 'Replace'; - transformers(1).Input = 'face_type'; - transformers(1).Replace = struct('duration_0', 1); + transformers(1).Input = 'familiarity'; + transformers(1).Replace(1).key = 2; + transformers(1).Replace(1).value = 1; transformers(1).Attribute = 'duration'; % WHEN - new_content = bids.transformers.replace(transformers, tsv_content); + new_content = bids.transformers.replace(transformers, face_rep_events()); % THEN assertEqual(unique(new_content.duration), 1); @@ -457,21 +461,19 @@ function test_replace() function test_replace_with_output() %% GIVEN - tsvFile = fullfile(dummy_data_dir(), ... - 'sub-01_task-FaceRepetitionBefore_events.tsv'); - tsv_content = bids.util.tsvread(tsvFile); - transformers(1).Name = 'Replace'; transformers(1).Input = 'face_type'; transformers(1).Output = 'tmp'; - transformers(1).Replace = struct('duration_0', 1); + transformers(1).Replace(1).key = 2; + transformers(1).Replace(1).value = 1; transformers(1).Attribute = 'duration'; % WHEN - new_content = bids.transformers.replace(transformers, tsv_content); + new_content = bids.transformers.replace(transformers, face_rep_events()); % THEN assertEqual(unique(new_content.tmp), 1); + assertEqual(unique(new_content.duration), data.duration); end From 41ce03f7a0cd2bdd5050024ad4adb6ca995edccb Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 15 May 2022 19:30:04 +0200 Subject: [PATCH 141/340] add test concatenate --- +bids/+transformers/concatenate.m | 3 +- .../test_transformers_munge.m | 40 +++++++++++++++++-- 2 files changed, 39 insertions(+), 4 deletions(-) diff --git a/+bids/+transformers/concatenate.m b/+bids/+transformers/concatenate.m index 292bdd43..881f58fc 100644 --- a/+bids/+transformers/concatenate.m +++ b/+bids/+transformers/concatenate.m @@ -2,8 +2,9 @@ % % % (C) Copyright 2022 Remi Gau + input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); + output = bids.transformers.get_output(transformer, data, false); for row = 1:numel(data.onset) diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index a4ca785a..7657f71f 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -163,7 +163,7 @@ function test_combine_columns() % THEN % TODO assert whole content assertEqual(fieldnames(tsv_content), fieldnames(new_content)); - assertEqual(unique(new_content.trial_type), {'FamousFirstRep'; 'face'}); + assertEqual(unique(new_content.trial_type), {'face'}); end @@ -314,6 +314,40 @@ function test_concatenate() end +function test_concatenate_strings() + + % GIVEN + transformers = struct('Name', 'Concatenate', ... + 'Input', {{'trial_type', 'familiarity'}}, ... + 'Output', 'trial_type'); + + % WHEN + new_content = bids.transformers.concatenate(transformers, face_rep_events()); + + assertEqual(unique(new_content.trial_type), ... + {'Face_Famous face'; ... + 'Face_Unfamiliar face'}); + +end + +function test_concatenate_numbers() + + % GIVEN + transformers = struct('Name', 'Concatenate', ... + 'Input', {{'onset', 'response_time'}}, ... + 'Output', 'trial_type'); + + % WHEN + new_content = bids.transformers.concatenate(transformers, face_rep_events()); + + assertEqual(unique(new_content.trial_type), ... + { '2_1.5' + '4_2' + '5_1.56' + '8_2.1'}); + +end + function test_copy() % GIVEN @@ -462,7 +496,7 @@ function test_replace_with_output() %% GIVEN transformers(1).Name = 'Replace'; - transformers(1).Input = 'face_type'; + transformers(1).Input = 'familiarity'; transformers(1).Output = 'tmp'; transformers(1).Replace(1).key = 2; transformers(1).Replace(1).value = 1; @@ -473,7 +507,7 @@ function test_replace_with_output() % THEN assertEqual(unique(new_content.tmp), 1); - assertEqual(unique(new_content.duration), data.duration); + assertEqual(unique(new_content.duration), 2); end From aba8e18a083c0be35d832ad7d732ca8ca677e2dc Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 15 May 2022 22:05:50 +0200 Subject: [PATCH 142/340] fix some nan issues in logical transformers --- +bids/+transformers/filter.m | 82 ++++++++---- +bids/+transformers/get_query.m | 37 ++++++ +bids/+transformers/logical.m | 9 +- tests/miss_hit.cfg | 2 +- .../test_transformers_munge.m | 120 ++++++++++++++---- 5 files changed, 201 insertions(+), 49 deletions(-) create mode 100644 +bids/+transformers/get_query.m diff --git a/+bids/+transformers/filter.m b/+bids/+transformers/filter.m index c19e132f..2a4e93be 100644 --- a/+bids/+transformers/filter.m +++ b/+bids/+transformers/filter.m @@ -7,7 +7,6 @@ % % - Input(list; mandatory): The name(s) of the variable(s) to operate on. % - Query(str; mandatory): Boolean expression used to filter - % - By(str; optional): Name of column to group filter operation by % - Output (list; optional): the optional list of column names to write out to. % % By default, computation is done in-place (i.e., input columnise overwritten). @@ -16,43 +15,82 @@ % % (C) Copyright 2022 Remi Gau + % TODO + % - By(str; optional): Name of column to group filter operation by + input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data); - if isfield(transformer, 'By') - % TODO - by = transformer.By; + [left, query_type, right] = bids.transformers.get_query(transformer); + bids.transformers.check_field(left, data, 'query', false); + + % identify rows + if iscellstr(data.(left)) + + if ismember(query_type, {'>', '<', '>=', '<='}) + msg = sprtinf(['Types "%s" are not supported for queries on string\n'... + 'in query %s'], ... + {'>, <, >=, <='}, ... + query); + bids.internal.error_handling(mfilename(), ... + 'unsupportedQueryType', ... + msg, ... + false); + + end + + idx = strcmp(data.(left), right); + + elseif isnumeric(data.(left)) + + right = str2num(right); + + switch query_type + + case '==' + idx = data.(left) == right; + + case '>' + idx = data.(left) > right; + + case '<' + idx = data.(left) < right; + + case '>=' + idx = data.(left) >= right; + + case '<=' + idx = data.(left) <= right; + + end + end + % filter rows of all inputs for i = 1:numel(input) - tokens = regexp(input{i}, '\.', 'split'); + clear tmp; - query = transformer.Query; - if isempty(regexp(query, tokens{1}, 'ONCE')) - return - end + if iscellstr(data.(input{i})) - queryTokens = regexp(query, '==', 'split'); - if numel(queryTokens) > 1 + tmp(idx, 1) = data.(input{i})(idx); - if iscellstr(data.(tokens{1})) - idx = strcmp(queryTokens{2}, data.(tokens{1})); - tmp(idx, 1) = data.(tokens{1})(idx); - tmp(~idx, 1) = repmat({''}, sum(~idx), 1); - end + tmp(~idx, 1) = repmat({nan}, sum(~idx), 1); + + elseif isnumeric(data.(input{i})) - if isnumeric(data.(tokens{1})) - idx = data.(tokens{1}) == str2num(queryTokens{2}); - tmp(idx, 1) = data.(tokens{1})(idx); + tmp(idx, 1) = data.(left)(idx); + + if iscellstr(tmp) + tmp(~idx, 1) = repmat({nan}, sum(~idx), 1); + else tmp(~idx, 1) = nan; end - tmp(idx, 1) = data.(tokens{1})(idx); - data.(output{i}) = tmp; - end + data.(output{i}) = tmp; + end end diff --git a/+bids/+transformers/get_query.m b/+bids/+transformers/get_query.m new file mode 100644 index 00000000..8136fd21 --- /dev/null +++ b/+bids/+transformers/get_query.m @@ -0,0 +1,37 @@ +function [left, query_type, right] = get_query(transformer) + % + % + % (C) Copyright 2022 Remi Gau + + supported_types = {'>=', '<=', '==', '>', '<'}; + + if isempty(transformer.Query) + bids.internal.error_handling(mfilename(), 'emptyQuery', ... + 'empty query', ... + false); + else + query = transformer.Query; + end + + % identify query type + for i = 1:numel(supported_types) + sts = strfind(query, supported_types{i}); + if ~isempty(sts) + query_type = supported_types{i}; + break + end + end + + if isempty(query_type) + bids.internal.error_handling(mfilename(), ... + 'unknownQueryType', ... + sprtinf(['Could not identify any of the supported types\n %s\n'... + 'in query %s'], supported_types, query), ... + false); + end + + tokens = regexp(query, query_type, 'split'); + left = strtrim(tokens{1}); + right = strtrim(tokens{2}); + +end diff --git a/+bids/+transformers/logical.m b/+bids/+transformers/logical.m index 5a798fa0..e5c5cef7 100644 --- a/+bids/+transformers/logical.m +++ b/+bids/+transformers/logical.m @@ -10,7 +10,8 @@ % % returning a single column as output. % - % If non-boolean input are passed, it is expected that all zero (for numeric data types), NaN + % If non-boolean input are passed, it is expected that all zero or nan (for numeric + % data types), "NaN" % and empty (for strings) values will evaluate to false, % and all other values will evaluate to true. % @@ -46,8 +47,10 @@ % try coerce all input to logical for i = 1:numel(input) - if iscellstr(data.(input{i})) - tmp(:, i) = cellfun('isempty', data.(input{i})); + if iscell(data.(input{i})) + tmp1 = ~cellfun('isempty', data.(input{i})); + tmp2 = ~cellfun(@(x) all(isnan(x)), data.(input{i})); + tmp(:, i) = all([tmp1 tmp2], 2); else tmp2 = data.(input{i}); diff --git a/tests/miss_hit.cfg b/tests/miss_hit.cfg index 1b9f4036..0cf219c7 100644 --- a/tests/miss_hit.cfg +++ b/tests/miss_hit.cfg @@ -4,4 +4,4 @@ exclude_dir: "bids-examples" suppress_rule: "copyright_notice" -metric "file_length": limit 600 +metric "file_length": limit 800 diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 7657f71f..4d167022 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -49,7 +49,19 @@ function test_get_input() function status = test_is_run_level() data = struct('onset', [], 'duration', []); - assert(is_run_level(data)); + assert(bids.transfomers.is_run_level(data)); + +end + +function test_get_query() + + transformer.Query = 'R T == 1'; + + [left, type, right] = bids.transformers.get_query(transformer); + + assertEqual(type, '=='); + assertEqual(left, 'R T'); + assertEqual(right, '1'); end @@ -70,6 +82,21 @@ function test_and() end +function test_and_nan() + + % GIVEN + transformers = struct('Name', 'And', ... + 'Input', {{'handedness', 'age'}}, ... + 'Output', 'age_or_hand'); + + % WHEN + new_content = bids.transformers.logical(transformers, participants()); + + % THEN + assertEqual(new_content.age_or_hand, [true; true; false; true; false]); + +end + function test_or() % GIVEN @@ -188,7 +215,6 @@ function test_complex_filter_with_and() % THEN assert(all(ismember({'Famous'; 'FirstRep'}, fieldnames(new_content)))); assertEqual(sum(strcmp(new_content.Famous, 'famous')), 52); - assertEqual(unique(new_content.Famous), {''; 'famous'}); assertEqual(nansum(new_content.FirstRep), 52); %% GIVEN @@ -341,7 +367,7 @@ function test_concatenate_numbers() new_content = bids.transformers.concatenate(transformers, face_rep_events()); assertEqual(unique(new_content.trial_type), ... - { '2_1.5' + {'2_1.5' '4_2' '5_1.56' '8_2.1'}); @@ -422,44 +448,92 @@ function test_factor_numeric() end -function test_filter() +function test_filter_numeric() - % GIVEN - tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionAfter_events.tsv'); - tsv_content = bids.util.tsvread(tsvFile); + types = {'>=', '<=', '==', '>', '<'}; + expected = [nan 2 1.56 2.1 + 1.5 nan 1.56 nan + nan nan 1.56 nan + nan 2 nan 2.1 + 1.5 nan nan nan]; + + for i = 1:numel(types) + + % GIVEN + transformers = struct('Name', 'Filter', ... + 'Input', 'response_time', ... + 'Query', [' response_time ' types{i} ' 1.56']); + + % WHEN + new_content = bids.transformers.filter(transformers, face_rep_events()); + + % THEN + types{i}; + assertEqual(new_content.response_time, expected(i, :)'); + end + +end + +function test_filter_string() + + % GIVEN transformers = struct('Name', 'Filter', ... - 'Input', 'trial_type', ... - 'Query', 'trial_type==F1', ... - 'Output', 'Famous_1'); + 'Input', 'familiarity', ... + 'Query', ' familiarity == Famous face '); % WHEN - new_content = bids.transformers.filter(transformers, tsv_content); + new_content = bids.transformers.filter(transformers, face_rep_events()); % THEN - assert(all(ismember({'Famous_1'}, fieldnames(new_content)))); - assertEqual(numel(new_content.Famous_1), 104); - assertEqual(unique(new_content.Famous_1), {''; 'F1'}); + assertEqual(new_content.familiarity, {'Famous face'; nan; 'Famous face'; nan}); end -function test_filter_by() +function test_filter_string_ouput() % GIVEN - tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionBefore_events.tsv'); - tsv_content = bids.util.tsvread(tsvFile); + transformers = struct('Name', 'Filter', ... + 'Input', 'familiarity', ... + 'Query', ' familiarity == Famous face ', ... + 'Output', 'famous_face'); + + % WHEN + new_content = bids.transformers.filter(transformers, face_rep_events()); + + % THEN + assertEqual(new_content.familiarity, {'Famous face' + 'Unfamiliar face' + 'Famous face' + 'Unfamiliar face'}); + assertEqual(new_content.famous_face, {'Famous face'; nan'; 'Famous face'; nan}); + +end + +function test_filter_across_columns() transformers = struct('Name', 'Filter', ... - 'Input', 'face_type', ... - 'Query', 'repetition_type==1', ... - 'By', 'repetition_type', ... - 'Output', 'face_type_repetition_1'); + 'Input', 'familiarity', ... + 'Query', 'repetition==1', .... + 'Output', 'familiarity_repetition_1'); % WHEN - new_content = bids.transformers.filter(transformers, tsv_content); + new_content = bids.transformers.filter(transformers, face_rep_events); % THEN - % TODO + assertEqual(new_content.familiarity_repetition_1, ... + {'Famous face'; 'Unfamiliar face'; nan; nan}); + +end + +function test_filter_several_inputs() + + transformers = struct('Name', 'Filter', ... + 'Input', {{'repetition', 'response_time'}}, ... + 'Query', 'repetition>1'); + + % WHEN + new_content = bids.transformers.filter(transformers, face_rep_events); end From 1779b1a6ab18359955b3f9da19cf4a96a8cb1e02 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 15 May 2022 22:20:03 +0200 Subject: [PATCH 143/340] fix more nan issues --- +bids/+transformers/assign.m | 2 +- +bids/+transformers/split.m | 13 ++++++++++--- tests/test_transformers/test_transformers_munge.m | 2 +- 3 files changed, 12 insertions(+), 5 deletions(-) diff --git a/+bids/+transformers/assign.m b/+bids/+transformers/assign.m index 56b7a4b2..822e6ba6 100644 --- a/+bids/+transformers/assign.m +++ b/+bids/+transformers/assign.m @@ -149,7 +149,7 @@ function data = pad_with_nans(data, field, to_assign) if iscell(data.(field)) - data.(field) = cat(1, data.(field), repmat({'NaN'}, numel(to_assign), 1)); + data.(field) = cat(1, data.(field), repmat({nan}, numel(to_assign), 1)); else data.(field) = cat(1, data.(field), nan(size(to_assign))); end diff --git a/+bids/+transformers/split.m b/+bids/+transformers/split.m index 6069930e..0b96a8a6 100644 --- a/+bids/+transformers/split.m +++ b/+bids/+transformers/split.m @@ -139,10 +139,17 @@ end field = bids.transformers.coerce_fieldname(field); + % store rows, source and input for next iteration + if strcmp(this_level, 'NaN') + new_rows_to_keep{end + 1} = all([transformer.rows_to_keep{i} ... + cellfun(@(x) all(isnan(x)), this_by)], ... + 2); + else + new_rows_to_keep{end + 1} = all([transformer.rows_to_keep{i} ... + ismember(this_by, this_level)], ... + 2); + end new_source{end + 1} = transformer.source{i}; - new_rows_to_keep{end + 1} = all([transformer.rows_to_keep{i} ... - ismember(this_by, this_level)], ... - 2); new_input{end + 1} = field; end diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 4d167022..69d3fef3 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -245,7 +245,7 @@ function test_assign_with_target_attribute() new_content = bids.transformers.assign(transformers, data); % check non involved fields are padded correctly - expected.familiarity = cat(1, data.familiarity, repmat({'NaN'}, 4, 1)); + expected.familiarity = cat(1, data.familiarity, repmat({nan}, 4, 1)); expected.onset = [data.onset; data.onset]; assertEqual(new_content.familiarity, expected.familiarity); From db7e8f921d2e78c9c45b281d76c57fd48e0e8f55 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 15 May 2022 23:14:42 +0200 Subject: [PATCH 144/340] start doc --- +bids/+transformers/BaseTransformer.m | 2 +- +bids/+transformers/assign.m | 2 +- +bids/+transformers/basic.m | 58 ++++++++++++++---- +bids/+transformers/check_field.m | 2 +- +bids/+transformers/coerce_fieldname.m | 2 +- +bids/+transformers/concatenate.m | 2 +- +bids/+transformers/constant.m | 2 +- +bids/+transformers/copy.m | 2 +- +bids/+transformers/delete.m | 2 +- +bids/+transformers/drop_na.m | 2 +- +bids/+transformers/factor.m | 2 +- +bids/+transformers/filter.m | 2 +- +bids/+transformers/get_field_attribute.m | 2 +- +bids/+transformers/get_input.m | 2 +- +bids/+transformers/get_output.m | 2 +- +bids/+transformers/get_query.m | 2 +- +bids/+transformers/is_run_level.m | 2 +- +bids/+transformers/logical.m | 75 +++++++++++++++-------- +bids/+transformers/mean.m | 2 +- +bids/+transformers/product.m | 2 +- +bids/+transformers/rename.m | 2 +- +bids/+transformers/replace.m | 2 +- +bids/+transformers/scale.m | 2 +- +bids/+transformers/select.m | 2 +- +bids/+transformers/split.m | 2 +- +bids/+transformers/std.m | 2 +- +bids/+transformers/sum.m | 2 +- +bids/+transformers/threshold.m | 2 +- +bids/transformers.m | 2 +- docs/source/index.rst | 3 +- docs/source/transformers.rst | 28 +++++++++ 31 files changed, 153 insertions(+), 65 deletions(-) create mode 100644 docs/source/transformers.rst diff --git a/+bids/+transformers/BaseTransformer.m b/+bids/+transformers/BaseTransformer.m index ae453f77..c80d561d 100644 --- a/+bids/+transformers/BaseTransformer.m +++ b/+bids/+transformers/BaseTransformer.m @@ -2,7 +2,7 @@ % % WIP in case we need to object oriented % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers properties diff --git a/+bids/+transformers/assign.m b/+bids/+transformers/assign.m index 822e6ba6..ca81f629 100644 --- a/+bids/+transformers/assign.m +++ b/+bids/+transformers/assign.m @@ -1,6 +1,6 @@ function data = assign(transformer, data) % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers % % Assign(Input, Target, Output=None, InputAttr="value", TargetOutputAttr="value") diff --git a/+bids/+transformers/basic.m b/+bids/+transformers/basic.m index 7d68dc11..1c78ef00 100644 --- a/+bids/+transformers/basic.m +++ b/+bids/+transformers/basic.m @@ -1,16 +1,17 @@ function data = basic(transformer, data) % - % USAGE:: + % Perfoms a basic operation with a ``Value`` on the ``Input`` % - % data = bids.transformers.basic(transformer, data) + % **JSON EXAMPLE**: % - % Perfoms a basic operation with a ``Value`` on the ``Input``:: + % .. code-block:: json % - % Add(Input, Value, [Output]) - % Divide(Input, Value, [Output]) - % Multiply(Input, Value, [Output]) - % Subtract(Input, Value, [Output]) - % Power(Input, Value, [Output]) + % { + % "Name": "Add", + % "Input": "onset", + % "Value": 0.5, + % "Output": "delayed_onset" + % } % % Each of these transformations takes one or more columns, % and performs a mathematical operation on the input column and a provided operand. @@ -18,15 +19,46 @@ % % Arguments: % - % - Input(array; mandatory): A list of columns to perform operation on. - % - Value(float or str; mandatory): The value to perform operation with (i.e. operand) - % - Output(array; optional): the optional list of column names to write out to. + % :param Name: **mandatory**. Any of ``Add``, ``Subtract``, ``Multiply``, ``Divide``, ``Power``. + % :type Input: string % - % By default, computation is done in-place on the input (i.e., input columns are overwritten). + % :param Input: **mandatory**. A list of columns to perform operation on. + % :type Input: array + % + % :param Value: **mandatory**. The value to perform operation with (i.e. operand). + % :type Value: float + % + % :Output): optional. List of column names to write out to. + % :type Output: array + % + % By default, computation is done in-place on the input + % (meaning that input columns are overwritten). % If provided, the number of values must exactly match the number of input values, % and the order will be mapped 1-to-1. % - % (C) Copyright 2022 Remi Gau + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Subtract', ... + % 'Input', 'onset', ... + % 'Value', 3, ... + % 'Ouput', 'onset_minus_3'); + % + % data.onset = [1; 2; 5; 6]; + % + % data = bids.transformers.basic(transformer, data); + % + % data.onset_minus_3 + % + % ans = + % + % -2 + % -1 + % 2 + % 3 + % + % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data); diff --git a/+bids/+transformers/check_field.m b/+bids/+transformers/check_field.m index f80d7d11..3cd72da7 100644 --- a/+bids/+transformers/check_field.m +++ b/+bids/+transformers/check_field.m @@ -4,7 +4,7 @@ function check_field(field_list, data, field_type, tolerant) % in the data strucuture % % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers if nargin < 4 tolerant = false; diff --git a/+bids/+transformers/coerce_fieldname.m b/+bids/+transformers/coerce_fieldname.m index 037cfd48..c0279869 100644 --- a/+bids/+transformers/coerce_fieldname.m +++ b/+bids/+transformers/coerce_fieldname.m @@ -1,6 +1,6 @@ function new_field = coerce_fieldname(field) % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers new_field = regexprep(field, '[^a-zA-Z0-9_]', ''); if ~strcmp(new_field, field) warning('Field "%s" renamed to "%s"', field, new_field); diff --git a/+bids/+transformers/concatenate.m b/+bids/+transformers/concatenate.m index 881f58fc..ecc7e09e 100644 --- a/+bids/+transformers/concatenate.m +++ b/+bids/+transformers/concatenate.m @@ -1,7 +1,7 @@ function data = concatenate(transformer, data) % % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data, false); diff --git a/+bids/+transformers/constant.m b/+bids/+transformers/constant.m index 18b7e37d..73b0a0ff 100644 --- a/+bids/+transformers/constant.m +++ b/+bids/+transformers/constant.m @@ -11,7 +11,7 @@ % - Output(str; mandatory): Name of the newly generated column. % - Value(float; optional): The value of the constant, defaults to 1. % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers output = bids.transformers.get_output(transformer, data); assert(numel(output) == 1); diff --git a/+bids/+transformers/copy.m b/+bids/+transformers/copy.m index 5affac35..34b1e6af 100644 --- a/+bids/+transformers/copy.m +++ b/+bids/+transformers/copy.m @@ -12,7 +12,7 @@ % Must be same length as input, and columns are mapped one-to-one % from the input list to the output list. % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data); diff --git a/+bids/+transformers/delete.m b/+bids/+transformers/delete.m index e5b6c0b8..71528d27 100644 --- a/+bids/+transformers/delete.m +++ b/+bids/+transformers/delete.m @@ -13,7 +13,7 @@ % Notes: The ``Select`` transformation provides the inverse function % (selection of columns to keep for subsequent analysis). % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers.get_input(transformer, data); diff --git a/+bids/+transformers/drop_na.m b/+bids/+transformers/drop_na.m index 5bcfc63d..0bf895cf 100644 --- a/+bids/+transformers/drop_na.m +++ b/+bids/+transformers/drop_na.m @@ -13,7 +13,7 @@ % % % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data); diff --git a/+bids/+transformers/factor.m b/+bids/+transformers/factor.m index b168942d..7e1e3d2c 100644 --- a/+bids/+transformers/factor.m +++ b/+bids/+transformers/factor.m @@ -12,7 +12,7 @@ % the default reference level will be 'apple'). % % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers.get_input(transformer, data); diff --git a/+bids/+transformers/filter.m b/+bids/+transformers/filter.m index 2a4e93be..68a2b312 100644 --- a/+bids/+transformers/filter.m +++ b/+bids/+transformers/filter.m @@ -13,7 +13,7 @@ % If provided, the number of values must exactly match the number of input values, % and the order will be mapped 1-to-1. % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers % TODO % - By(str; optional): Name of column to group filter operation by diff --git a/+bids/+transformers/get_field_attribute.m b/+bids/+transformers/get_field_attribute.m index 52413497..96865370 100644 --- a/+bids/+transformers/get_field_attribute.m +++ b/+bids/+transformers/get_field_attribute.m @@ -1,6 +1,6 @@ function attr = get_field_attribute(data, field, type) % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers if nargin < 3 type = {'value'}; diff --git a/+bids/+transformers/get_input.m b/+bids/+transformers/get_input.m index 9aa5c3b8..1e0e4538 100644 --- a/+bids/+transformers/get_input.m +++ b/+bids/+transformers/get_input.m @@ -1,7 +1,7 @@ function input = get_input(transformer, data) % % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers assert(isstruct(transformer)); assert(numel(transformer) == 1); diff --git a/+bids/+transformers/get_output.m b/+bids/+transformers/get_output.m index bc090b2b..1204906c 100644 --- a/+bids/+transformers/get_output.m +++ b/+bids/+transformers/get_output.m @@ -1,7 +1,7 @@ function output = get_output(transformer, data, overwrite) % % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers if nargin < 3 overwrite = true; diff --git a/+bids/+transformers/get_query.m b/+bids/+transformers/get_query.m index 8136fd21..d75a2414 100644 --- a/+bids/+transformers/get_query.m +++ b/+bids/+transformers/get_query.m @@ -1,7 +1,7 @@ function [left, query_type, right] = get_query(transformer) % % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers supported_types = {'>=', '<=', '==', '>', '<'}; diff --git a/+bids/+transformers/is_run_level.m b/+bids/+transformers/is_run_level.m index b81aeb70..f1ff41d2 100644 --- a/+bids/+transformers/is_run_level.m +++ b/+bids/+transformers/is_run_level.m @@ -1,6 +1,6 @@ function status = is_run_level(data) % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers status = false; diff --git a/+bids/+transformers/logical.m b/+bids/+transformers/logical.m index e5c5cef7..2b5cd0f1 100644 --- a/+bids/+transformers/logical.m +++ b/+bids/+transformers/logical.m @@ -1,43 +1,70 @@ function data = logical(transformer, data) % + % Each of these transformations: % - % Each of these transformations takes 2 or more columns as input - % and performs the corresponding logical operation - % - inclusive or - % - conjunction - % - logical negation + % - takes 2 or more columns as input + % - performs the corresponding logical operation % + % - inclusive or + % - conjunction + % - logical negation % - % returning a single column as output. + % - returning a single column as output. % - % If non-boolean input are passed, it is expected that all zero or nan (for numeric - % data types), "NaN" - % and empty (for strings) values will evaluate to false, - % and all other values will evaluate to true. + % **JSON EXAMPLE**: % - % Arguments: + % .. code-block:: json + % + % { + % "Name": "And", + % "Input": ["sex_m", "age_gt_twenty"], + % "Output": "men_older_twenty" + % } % - % - Input(list; mandatory): A list of 2 or more column names. - % - Output(str; mandatory): The name of the output column. + % If non-boolean input are passed, it is expected that: % + % - all zero or nan (for numeric data types), + % - "NaN" or empty (for strings) values + % + % will evaluate to false and all other values will evaluate to true. % - % Returns the logical negation of the input column(s). Uses Python-like boolean semantics. - % That is, for every value that evaluates to True - % (i.e., all non-zero or non-empty values), return 0, - % and for every value that evaluates to False (i.e., zero or empty string) return 1. % Arguments: - % Input(list, mandatory): A list containing one or more column names. - % Output(list, optional): An optional list of output column names. - % Must match the input list in length, - % and column names will be mapped 1-to-1. If no output argument is provided, - % defaults to in-place transformation (i.e., each input column will be overwritten). % + % :param Name: **mandatory**. Any of ``And``, ``Or``, ``Not``. + % :type Input: string + % + % :param Input: **mandatory**. An array of columns to perform operation on. Only 1 for ``Not`` + % :type Input: array + % + % :Output: optional. The name of the output column. + % :type Output: str + % + % + % **CODE EXAMPLE**:: % + % transformers = struct('Name', 'And', ... + % 'Input', {{'sex_m', 'age_gt_twenty'}}, ... + % 'Output', 'men_gt_twenty'); % - % (C) Copyright 2022 Remi Gau + % data.age_gt_twenty = [nan; 25; 51; 12]; + % data.sex_m = {'M'; 'M'; nan; 'M'}; + % + % data = bids.transformers.logical(transformer, data); + % + % ans = + % + % 4x1 logical array + % + % 0 + % 1 + % 0 + % 1 + % + % (C) Copyright 2022 BIDS-MATLAB developers % TODO % for Add Or, if not ouput just merge the name of the input variables + % TODO "not" can only have one input input = bids.transformers.get_input(transformer, data); @@ -67,7 +94,7 @@ case 'or' data.(output{1}) = any(tmp, 2); case 'not' - % TODO "not" can only have one input + data.(output{1}) = ~tmp; end diff --git a/+bids/+transformers/mean.m b/+bids/+transformers/mean.m index 7e6c1f85..1a7bff69 100644 --- a/+bids/+transformers/mean.m +++ b/+bids/+transformers/mean.m @@ -8,7 +8,7 @@ % % OmitNan % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers overwrite = false; diff --git a/+bids/+transformers/product.m b/+bids/+transformers/product.m index 4bbb9adf..8b5625e5 100644 --- a/+bids/+transformers/product.m +++ b/+bids/+transformers/product.m @@ -11,7 +11,7 @@ % OmitNan % % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data); diff --git a/+bids/+transformers/rename.m b/+bids/+transformers/rename.m index 5ac2bf90..87a29676 100644 --- a/+bids/+transformers/rename.m +++ b/+bids/+transformers/rename.m @@ -1,7 +1,7 @@ function data = rename(transformer, data) % % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers % Rename a variable. % Arguments: diff --git a/+bids/+transformers/replace.m b/+bids/+transformers/replace.m index 49ed7f8e..5b6db26e 100644 --- a/+bids/+transformers/replace.m +++ b/+bids/+transformers/replace.m @@ -1,7 +1,7 @@ function data = replace(transformer, data) % % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers % Replaces values in one or more input columns. diff --git a/+bids/+transformers/scale.m b/+bids/+transformers/scale.m index 1f8e1bff..ce7ba79e 100644 --- a/+bids/+transformers/scale.m +++ b/+bids/+transformers/scale.m @@ -28,7 +28,7 @@ % % % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data); diff --git a/+bids/+transformers/select.m b/+bids/+transformers/select.m index 87453315..5dca2f8d 100644 --- a/+bids/+transformers/select.m +++ b/+bids/+transformers/select.m @@ -1,7 +1,7 @@ function data = select(transformer, data) % % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers % The select transformation specifies which columns to retain for subsequent analysis. % Any columns that are not specified here will be dropped. diff --git a/+bids/+transformers/split.m b/+bids/+transformers/split.m index 0b96a8a6..31c9c445 100644 --- a/+bids/+transformers/split.m +++ b/+bids/+transformers/split.m @@ -25,7 +25,7 @@ % % % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers % treat By as a stack % diff --git a/+bids/+transformers/std.m b/+bids/+transformers/std.m index dc1c61ee..2402995d 100644 --- a/+bids/+transformers/std.m +++ b/+bids/+transformers/std.m @@ -9,7 +9,7 @@ % % OmitNan % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers overwrite = false; diff --git a/+bids/+transformers/sum.m b/+bids/+transformers/sum.m index 280f3b50..1f5ae96f 100644 --- a/+bids/+transformers/sum.m +++ b/+bids/+transformers/sum.m @@ -13,7 +13,7 @@ % OmitNan % % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data); diff --git a/+bids/+transformers/threshold.m b/+bids/+transformers/threshold.m index ab028b6a..190ea240 100644 --- a/+bids/+transformers/threshold.m +++ b/+bids/+transformers/threshold.m @@ -1,7 +1,7 @@ function data = threshold(transformer, data) % % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers % Thresholds input values at a specified cut-off and optionally binarizes the result. diff --git a/+bids/transformers.m b/+bids/transformers.m index b339ee27..1e4cc23c 100644 --- a/+bids/transformers.m +++ b/+bids/transformers.m @@ -33,7 +33,7 @@ % See also: bids.Model % % - % (C) Copyright 2022 Remi Gau + % (C) Copyright 2022 BIDS-MATLAB developers SUPPORTED_TRANSFORMERS = {'Add', 'Subtract', 'Multiply', 'Power', 'Divide', 'Sum', 'Product'... 'Mean', 'StdDev', ... diff --git a/docs/source/index.rst b/docs/source/index.rst index dd10b92b..81fcb436 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -19,8 +19,9 @@ To see how to install BIDS-Matlab, please check layout_query file function_description - stats_model utility_functions + stats_model + transformers schema diff --git a/docs/source/transformers.rst b/docs/source/transformers.rst new file mode 100644 index 00000000..d6ae5e2e --- /dev/null +++ b/docs/source/transformers.rst @@ -0,0 +1,28 @@ +Transformers +************ + +.. automodule:: +bids + +.. autofunction:: transformers + +.. automodule:: +bids.+transformers + +Basic operations +================ + +- Add +- Subtract +- Multiply +- Divide +- Power + +.. autofunction:: basic + +Logical operations +================== + +- And +- Or +- Not + +.. autofunction:: logical From 16e6db3b38be63c04ab3f8c2394095c961654212 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 16 May 2022 01:14:03 +0200 Subject: [PATCH 145/340] update doc munge transformers --- +bids/+transformers/assign.m | 128 +++++++++++------- +bids/+transformers/basic.m | 2 +- +bids/+transformers/concatenate.m | 27 ++++ +bids/+transformers/copy.m | 35 ++++- +bids/+transformers/delete.m | 31 ++++- +bids/+transformers/drop_na.m | 26 +++- +bids/+transformers/factor.m | 29 +++- +bids/+transformers/filter.m | 32 ++++- +bids/+transformers/rename.m | 37 ++++- +bids/+transformers/replace.m | 74 ++++++---- +bids/+transformers/select.m | 38 ++++-- +bids/+transformers/split.m | 35 +++-- docs/source/conf.py | 44 +++--- docs/source/transformers.rst | 71 ++++++++++ .../test_transformers_munge.m | 6 + 15 files changed, 465 insertions(+), 150 deletions(-) diff --git a/+bids/+transformers/assign.m b/+bids/+transformers/assign.m index ca81f629..32fedf14 100644 --- a/+bids/+transformers/assign.m +++ b/+bids/+transformers/assign.m @@ -1,65 +1,91 @@ function data = assign(transformer, data) % - % (C) Copyright 2022 BIDS-MATLAB developers - % - % Assign(Input, Target, Output=None, InputAttr="value", TargetOutputAttr="value") - % The Assign transformation assigns one or more variables or columns (specified as the input) % to one or more other columns (specified by target and/or output as described below). - + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Assign", + % "Input": ["response_time"], + % "Target": ["face"], + % "TargetAttr": "duration", + % "Output": ["face_modulated_by_RT"] + % } + % % Arguments: - - % Input (list; mandatory): - % the name(s) of the columns from which attribute values are to be drawn - % (for assignment to the attributes of other columns). - % Must exactly match the length of the target argument. - - % Target (list, mandatory): - % the name(s) of the columns to which - % the attribute values taken from the input - % are to be assigned. - % Must exactly match the length of the input argument. - % Names are mapped 1-to-1 from input to target. - % Note that if no output argument is specified, the columns named in target are modified in-place. - - % Output (list; optional): - % optional names of the columns to output the result of the assignment to. - % Must exactly match the length of the input and target arguments. + % + % :param Input: **mandatory**. The name(s) of the columns + % from which attribute values are to be drawn + % (for assignment to the attributes of other columns). + % Must exactly match the length of the target argument. + % :type Input: array + % + % :param Target: **mandatory**. the name(s) of the columns to which + % the attribute values taken from the input + % are to be assigned. + % Must exactly match the length of the input argument. + % Names are mapped 1-to-1 from input to target. + % :type Target: array + % + % .. note:: + % + % If no output argument is specified, the columns named in target are modified in-place. + % + % + % :param Output: optional. Names of the columns to output the result of the assignment to. + % Must exactly match the length of the input and target arguments. + % :type Output: array + % % If no output list is provided, columns named in target are modified in-place. - % If an output list is provided, each column in the target list is first cloned, - % then the reassignment from the input to the target is applied; - % finally, the new (cloned and modified) column is written out to the column named in output. - - % InputAttr (str or list; optional): - % specifies which attribute of the input column to assign. - % Must be one of ``value``, ``onset``, or ``duration``. Defaults to ``value``. - % If a list is passed, its length must exactly match that of the input and target lists. - - % TargetAttr (str or list; optional): - % specifies which attribute of the output column to assign to. - % Must be one of ``amplitude````value``, ``onset``, or ``duration``. - % Defaults to value. - % If a list is passed, its length must exactly match that of the input and target lists. - + % + % If an output list is provided: + % + % - each column in the target list is first cloned, + % - then the reassignment from the input to the target is applied; + % - finally, the new (cloned and modified) column is written out to the column named in output. + % + % :param InputAttr: optional. Specifies which attribute of the input column to assign. + % Defaults to ``value``. + % If a list is passed, its length must exactly match + % that of the input and target lists. + % :type InputAttr: str or array + % + % :param TargetAttr: optional. Specifies which attribute of the output column to assign to. + % Defaults to ``value``. + % If a list is passed, its length must exactly match + % that of the input and target lists. + % :type TargetAttr: str or list + % + % ``InputAttr`` and ``TargetAttr`` must be one of: + % + % - ``value``, + % - ``onset``, + % - or ``duration``. + % + % .. note:: + % + % This transformation is non-destructive with respect to the input column(s). + % In case where in-place assignment is desired (essentially, renaming a column), + % either use the rename transformation, or set output to the same value as the input. + % % Examples: + % % To reassign the value property of a variable named ``response_time`` % to the duration property of a ``face`` variable % (as one might do in order to, e.g., model trial-by-trial reaction time differences % for a given condition using a varying-epoch approach), - % and write it out as a new ``face_modulated_by_RT`` column: - - % { - % "Name": "Assign", - % "Input": ["response_time"], - % "Target": ["face"], - % "TargetAttr": "duration", - % "Output": ["face_modulated_by_RT"] - % } - - % Notes: - % This transformation is non-destructive with respect to the input column(s). - % In case where in-place assignment is desired (essentially, renaming a column), - % either use the rename transformation, or set output to the same value as the input. + % and write it out as a new ``face_modulated_by_RT`` column. + % + % + % **CODE EXAMPLE**:: + % + % TODO + % + % + % (C) Copyright 2022 BIDS-MATLAB developers % TODO check if attr are cells diff --git a/+bids/+transformers/basic.m b/+bids/+transformers/basic.m index 1c78ef00..c127c57c 100644 --- a/+bids/+transformers/basic.m +++ b/+bids/+transformers/basic.m @@ -28,7 +28,7 @@ % :param Value: **mandatory**. The value to perform operation with (i.e. operand). % :type Value: float % - % :Output): optional. List of column names to write out to. + % :Output: optional. List of column names to write out to. % :type Output: array % % By default, computation is done in-place on the input diff --git a/+bids/+transformers/concatenate.m b/+bids/+transformers/concatenate.m index ecc7e09e..5c9c9bee 100644 --- a/+bids/+transformers/concatenate.m +++ b/+bids/+transformers/concatenate.m @@ -1,4 +1,31 @@ function data = concatenate(transformer, data) + % + % Concatnate columns together. + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Concatenate", + % "Input": [ + % "face_type", + % "face_repetition" + % ], + % "Output": "face_type_repetition" + % } + % + % Arguments: + % + % :param Input: **mandatory**. TODO + % :type Input: array + % + % :param Output: optional. TODO + % :type Output: array + % + % **CODE EXAMPLE**:: + % + % TODO % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/copy.m b/+bids/+transformers/copy.m index 34b1e6af..f627e891 100644 --- a/+bids/+transformers/copy.m +++ b/+bids/+transformers/copy.m @@ -1,18 +1,41 @@ function data = copy(transformer, data) - % - % % % Clones/copies each of the input columns to a new column with identical values % and a different name. Useful as a basis for subsequent transformations that need % to modify their input in-place. + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Copy", + % "Input": [ + % "sex_m", + % "age_gt_twenty" + % ], + % "Output": [ + % "tmp_sex_m", + % "tmp_age_gt_twenty" + % ] + % } + % % Arguments: % - % - Input (list; mandatory): A list of column names to copy. - % - Output (list; mandatory): A list of the names to copy the input columns to. - % Must be same length as input, and columns are mapped one-to-one - % from the input list to the output list. + % :param Input: **mandatory**. A list of column names to copy. + % :type Input: array + % + % :param Output: optional. A list of the names to copy the input columns to. + % Must be same length as input, and columns are mapped one-to-one + % from the input list to the output list. + % :type Output: array + % + % **CODE EXAMPLE**:: + % + % TODO % % (C) Copyright 2022 BIDS-MATLAB developers + input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data); diff --git a/+bids/+transformers/delete.m b/+bids/+transformers/delete.m index 71528d27..ea2be0bd 100644 --- a/+bids/+transformers/delete.m +++ b/+bids/+transformers/delete.m @@ -1,17 +1,36 @@ function data = delete(transformer, data) % - % USAGE:: + % Deletes column(s) from further analysis. % - % data = delete(transformer, data) + % **JSON EXAMPLE**: % - % Deletes column(s) from further analysis. + % .. code-block:: json + % + % { + % "Name": "Delete", + % "Input": [ + % "sex_m", + % "age_gt_twenty" + % ] + % } % % Arguments: % - % - Input (array; mandatory): The name(s) of the columns(s) to delete. + % :param Input: **mandatory**. The name(s) of the columns(s) to delete. + % :type Input: array + % + % + % .. note:: + % + % The ``Select`` transformation provides the inverse function + % (selection of columns to keep for subsequent analysis). + % + % + % **CODE EXAMPLE**:: + % + % % TODO + % data = delete(transformer, data) % - % Notes: The ``Select`` transformation provides the inverse function - % (selection of columns to keep for subsequent analysis). % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/drop_na.m b/+bids/+transformers/drop_na.m index 0bf895cf..570fd3e2 100644 --- a/+bids/+transformers/drop_na.m +++ b/+bids/+transformers/drop_na.m @@ -1,16 +1,34 @@ function data = drop_na(transformer, data) % + % Drops all rows with "n/a". % + % **JSON EXAMPLE**: % - % Drops all rows with "n/a". + % .. code-block:: json + % + % { + % "Name": "Drop_na", + % "Input": [ + % "age_gt_twenty" + % ], + % "Output": [ + % "age_gt_twenty_clean" + % ] + % } % % Arguments: % - % Input(string; mandatory): The name of the variable to operate on. - % Output (string; optional): the optional list of column names to write out to. - % By default, computation is done in-place (i.e., input columnise overwritten). + % :param Input: **mandatory**. The name of the variable to operate on. + % :type Input: array + % + % :param Output: optional. The list of column names to write out to. + % By default, computation is done in-place + % meaning that input columnise overwritten). + % :type Output: array % + % **CODE EXAMPLE**:: % + % TODO % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/factor.m b/+bids/+transformers/factor.m index 7e1e3d2c..d4b14e2f 100644 --- a/+bids/+transformers/factor.m +++ b/+bids/+transformers/factor.m @@ -1,16 +1,41 @@ function data = factor(transformer, data) - % % % Converts a nominal/categorical variable with N unique levels % to either N indicators (i.e., dummy-coding). % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Factor", + % "Input": [ + % "gender", + % "age" + % ] + % } + % % Arguments: - % Input (list; mandatory): the name(s) of the variable(s) to dummy-code. + % + % :param Input: **mandatory**. The name(s) of the variable(s) to dummy-code. + % :type Input: array % % By default it is the first factor level when sorting in alphabetical order % (e.g., if a condition has levels 'dog', 'apple', and 'helsinki', % the default reference level will be 'apple'). % + % The name of the ouput colums for 2 input columns ``gender`` and ``age`` + % with 2 levels (``M``, ``F``) and (``20``, ``30``) respectivalyu + % will of the shape: + % + % - ``gender_F_age_20`` + % - ``gender_F_age_20`` + % - ``gender_M_age_30`` + % - ``gender_M_age_30`` + % + % **CODE EXAMPLE**:: + % + % TODO % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/filter.m b/+bids/+transformers/filter.m index 68a2b312..e8e11041 100644 --- a/+bids/+transformers/filter.m +++ b/+bids/+transformers/filter.m @@ -1,18 +1,42 @@ function data = filter(transformer, data) - % % % Subsets rows using a boolean expression. % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Filter", + % "Input": "sex", + % "Query": "age > 20" + % } + % % Arguments: % - % - Input(list; mandatory): The name(s) of the variable(s) to operate on. - % - Query(str; mandatory): Boolean expression used to filter - % - Output (list; optional): the optional list of column names to write out to. + % :param Input: **mandatory**. The name(s) of the variable(s) to operate on. + % :type Input: array + % + % :param Query: **mandatory**. Boolean expression used to filter + % :type Query: array + % + % Supports: + % + % - ``>``, ``<``, ``>=``, ``<=``, ``==`` for numeric values + % - ``==`` for string operation (case sensitive) + % + % :param Output: optional. the optional list of column names to write out to. + % :type Output: array % % By default, computation is done in-place (i.e., input columnise overwritten). % If provided, the number of values must exactly match the number of input values, % and the order will be mapped 1-to-1. % + % **CODE EXAMPLE**:: + % + % TODO + % + % % (C) Copyright 2022 BIDS-MATLAB developers % TODO diff --git a/+bids/+transformers/rename.m b/+bids/+transformers/rename.m index 87a29676..e56528e1 100644 --- a/+bids/+transformers/rename.m +++ b/+bids/+transformers/rename.m @@ -1,13 +1,38 @@ function data = rename(transformer, data) % - % - % (C) Copyright 2022 BIDS-MATLAB developers - % Rename a variable. + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Rename", + % "Input": [ + % "age_gt_70", + % "age_lt_18", + % ], + % "Output": [ + % "senior", + % "teenager", + % ] + % } + % % Arguments: - % Input(list, mandatory): The name(s) of the variable(s) to rename. - % Output (list, mandatory): New column names to output. - % Must match length of input column(s), and columns will be mapped 1-to-1 in order. + % + % :param Input: **mandatory**. The name(s) of the variable(s) to rename. + % :type Input: array + % + % :param Output: optional. New column names to output. + % Must match length of input column(s), + % and columns will be mapped 1-to-1 in order. + % :type Output: array + % + % **CODE EXAMPLE**:: + % + % TODO + % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data); diff --git a/+bids/+transformers/replace.m b/+bids/+transformers/replace.m index 5b6db26e..2b97c266 100644 --- a/+bids/+transformers/replace.m +++ b/+bids/+transformers/replace.m @@ -1,35 +1,55 @@ function data = replace(transformer, data) % - % - % (C) Copyright 2022 BIDS-MATLAB developers - % Replaces values in one or more input columns. - + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Copy", + % "Input": [ + % "fruits", + % ], + % "Output": [ + % {"key": "apple", "value": "bee"}, + % {"key": "elusive", "value": 5}] + % ] + % } + % % Arguments: - - % Input (list, mandatory): - % Name(s_ of column(s) to search and replace within. - - % Replace (list of objects, mandatory): - % An associative array (dictionary) mapping old values to new values. - % For example, - % [{"key": "apple", "value": "bee"}, {"key":"elusive", "value": 5}] - % would replace all occurrences of "apple" - % in the input columns with the value "bee", and all occurrences of "elusive" - % with the value 5. - - % Attribute (string, optional): - % The column attribute to search/replace. Valid values include "value" (the default), - % "duration", "onset", and "all". - % In the last case, all three attributes (value, duration, and onset) will be scanned. - % Note that level names for categorical columns (e.g., "trial_type") - % are invariably represented in the value attribute. % - % Output (list, optional): Optional names of columns to output. - % Must match length of input column(s) if provided, - % and columns will be mapped 1-to-1 in order. - % If no output values are provided, the replacement transformation is applied in-place - % to all the inputs. + % :param Input: **mandatory**. Name(s of column(s) to search and replace within. + % :type Input: array + % + % :param Replace: **mandatory**. An array of objects mapping old values to new values. + % :type Replace: array + % + % :param Attribute: optional. The column attribute to search/replace. + % :type Attribute: array + % + % Valid values include: + % + % - ``"value"`` (the default), + % - ``"duration"``, + % - ``"onset"``, + % - and ``"all"``. + % + % In the last case, all three attributes ("value", "duration", and "onset") will be scanned. + % + % :param Output: optional. Optional names of columns to output. + % Must match length of input column(s) if provided, + % and columns will be mapped 1-to-1 in order. + % If no output values are provided, + % the replacement transformation is applied in-place + % to all the inputs. + % :type Output: array + % + % **CODE EXAMPLE**:: + % + % TODO + % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data); diff --git a/+bids/+transformers/select.m b/+bids/+transformers/select.m index 5dca2f8d..4ca82e9d 100644 --- a/+bids/+transformers/select.m +++ b/+bids/+transformers/select.m @@ -1,16 +1,38 @@ function data = select(transformer, data) % - % - % (C) Copyright 2022 BIDS-MATLAB developers - % The select transformation specifies which columns to retain for subsequent analysis. % Any columns that are not specified here will be dropped. + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Select", + % "Input": [ + % "trial_type", + % "reaction_time" + % ] + % } + % % Arguments: - % Input (list, mandatory): The names of all columns to keep. - % Any columns not in this list will be deleted and - % will not be available to any subsequent transformations or downstream analyses. - % Notes: one can think of select as the inverse the Delete transformation - % that removes all named columns from further analysis. + % + % :param Input: **mandatory**. The names of all columns to keep. + % Any columns not in this list will be deleted and + % will not be available to any subsequent transformations + % or downstream analyses. + % :type Input: array + % + % .. note:: + % + % one can think of select as the inverse the ``Delete`` transformation + % that removes all named columns from further analysis. + % + % **CODE EXAMPLE**:: + % + % TODO + % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers.get_input(transformer, data); diff --git a/+bids/+transformers/split.m b/+bids/+transformers/split.m index 31c9c445..3cce146f 100644 --- a/+bids/+transformers/split.m +++ b/+bids/+transformers/split.m @@ -1,29 +1,38 @@ function data = split(transformer, data) - % - % % % Split a variable into N variables as defined by the levels of one or more other variables. % - % Arguments: + % **JSON EXAMPLE**: % - % Input(list, mandatory): The name of the variable(s) to operate on. + % .. code-block:: json % - % By(string, mandatory): Name(s) for variable(s) to split on. + % { + % "Name": "Split", + % "Input": [ + % "sex", + % ], + % "By": [ + % "tmp_sex_m", + % "tmp_age_gt_twenty" + % ] + % } % - % Output (list, optional): the optional list of column names to write out to. + % Arguments: % - % If an output list is provided, - % it must have the same number of values as the number of generated columns. + % :param Input: **mandatory**. The name of the variable(s) to operate on. + % :type Input: array % - % If no output list is provided, name components will be separated by a period, - % and values of variables will be enclosed in square brackets. + % :param By: optional. Name(s) for variable(s) to split on. + % :type By: array % - % For example, given a variable Condition + % For example, for given a variable Condition % that we wish to split on two categorical columns A and B, % where a given row has values A=a and B=1, - % the generated name will be Condition_BY_A_a_BY_B_1. + % the generated name will be ``Condition_BY_A_a_BY_B_1``. % + % **CODE EXAMPLE**:: % + % TODO % % (C) Copyright 2022 BIDS-MATLAB developers @@ -36,6 +45,8 @@ % - we keep track of which rows to keep for each original source input % - we keep track of the source input through the recursions + warning('outputs are not nan padded'); + % We are done recursing. Do the actual splitting if isempty(transformer.By) diff --git a/docs/source/conf.py b/docs/source/conf.py index 19a47704..f4d1550f 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -12,17 +12,18 @@ # import os import sys -sys.path.insert(0, os.path.abspath('../..')) + +sys.path.insert(0, os.path.abspath("../..")) # -- Project information ----------------------------------------------------- -project = 'bids-matlab' -copyright = '2018, BIDS-MATLAB developers' -author = 'BIDS-MATLAB developers' +project = "bids-matlab" +copyright = "2018, BIDS-MATLAB developers" +author = "BIDS-MATLAB developers" # The full version, including alpha/beta/rc tags -release = 'v0.1.0dev' +release = "v0.1.0dev" # -- General configuration --------------------------------------------------- @@ -30,15 +31,12 @@ # Add any Sphinx extension module names here, as strings. They can be # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom # ones. -extensions = [ - 'sphinxcontrib.matlab', - 'sphinx.ext.autodoc', - 'sphinx_copybutton'] -matlab_src_dir = os.path.dirname(os.path.abspath('../../+bids')) -primary_domain = 'mat' +extensions = ["sphinxcontrib.matlab", "sphinx.ext.autodoc", "sphinx_copybutton"] +matlab_src_dir = os.path.dirname(os.path.abspath("../../+bids")) +primary_domain = "mat" # Add any paths that contain templates here, relative to this directory. -templates_path = ['_templates'] +templates_path = ["_templates"] # List of patterns, relative to source directory, that match files and # directories to ignore when looking for source files. @@ -46,15 +44,15 @@ exclude_patterns = [] # The name of the Pygments (syntax highlighting) style to use. -pygments_style = 'sphinx' +pygments_style = "sphinx" # The master toctree document. -master_doc = 'index' +master_doc = "index" # source_suffix = ['.rst', '.md'] -source_suffix = '.rst' +source_suffix = ".rst" -autodoc_member_order = 'bysource' +autodoc_member_order = "bysource" # -- Options for HTML output ------------------------------------------------- @@ -62,7 +60,7 @@ # The theme to use for HTML and HTML Help pages. See the documentation for # a list of builtin themes. # -html_theme = 'sphinx_rtd_theme' +html_theme = "sphinx_rtd_theme" # Add any paths that contain custom static files (such as style sheets) here, # relative to this directory. They are copied after the builtin static files, @@ -84,11 +82,11 @@ # } html_sidebars = { - '**': [ - 'about.html', - 'navigation.html', - 'relations.html', # needs 'show_related': True theme option to display - 'searchbox.html', - 'donate.html', + "**": [ + "about.html", + "navigation.html", + "relations.html", # needs 'show_related': True theme option to display + "searchbox.html", + "donate.html", ] } diff --git a/docs/source/transformers.rst b/docs/source/transformers.rst index d6ae5e2e..61d7d586 100644 --- a/docs/source/transformers.rst +++ b/docs/source/transformers.rst @@ -1,6 +1,20 @@ Transformers ************ +Those transformers are meant to be used to manipulate the content of TSV files once +loaded as structure with ``bids.util.tsvread``. + +They are mostly meant to be used to implement the transformations described in BIDS +stats models but can also be used to manipulate TSV files in batches. + +For each type of transformer, we describe first how they are meant to be "called" +in the JSON file of the BIDS stats model. + +There is also an code example to show how to use them. + +The behavior and their "call" in JSON should (hopefully) be fairly close to the +`pybids-transformers `_. + .. automodule:: +bids .. autofunction:: transformers @@ -26,3 +40,60 @@ Logical operations - Not .. autofunction:: logical + + +Munge operations +================ + +Transformations that primarily involve manipulating/munging variables into +other formats or shapes. + +Assign +------ + +.. autofunction:: assign + +Concatenate +----------- + +.. autofunction:: concatenate + +Copy +---- + +.. autofunction:: copy + +Delete +------ + +.. autofunction:: delete + +Drop_na +------- + +.. autofunction:: drop_na + +Factor +------ + +.. autofunction:: factor + +Filter +------- + +.. autofunction:: filter + +Replace +------- + +.. autofunction:: replace + +Select +------ + +.. autofunction:: select + +Split +----- + +.. autofunction:: split diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 69d3fef3..e066b2ce 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -603,6 +603,12 @@ function test_rename() end +function test_select() + + warning('select should carry onset and duration if present'); + +end + function test_split_empty_by() % GIVEN From 97aac7738ab36b40d642adad2ced85ed49750e87 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 16 May 2022 09:00:26 +0200 Subject: [PATCH 146/340] make select takes care of onset and duration columns too --- +bids/+transformers/is_run_level.m | 4 +-- +bids/+transformers/select.m | 10 +++++++ docs/source/transformers.rst | 14 +++++++++ .../test_transformers_munge.m | 30 +++++++++++++++++-- 4 files changed, 53 insertions(+), 5 deletions(-) diff --git a/+bids/+transformers/is_run_level.m b/+bids/+transformers/is_run_level.m index f1ff41d2..4816f99a 100644 --- a/+bids/+transformers/is_run_level.m +++ b/+bids/+transformers/is_run_level.m @@ -4,9 +4,9 @@ status = false; - fields = fieldname(data); + fields = fieldnames(data); - if ismember(fields, {'onset', 'duration'}) + if all(ismember({'onset', 'duration'}, fields)) status = true; end diff --git a/+bids/+transformers/select.m b/+bids/+transformers/select.m index 4ca82e9d..4642605f 100644 --- a/+bids/+transformers/select.m +++ b/+bids/+transformers/select.m @@ -3,6 +3,10 @@ % The select transformation specifies which columns to retain for subsequent analysis. % Any columns that are not specified here will be dropped. % + % The only exception is when dealing with data with ``onset`` and ``duration`` + % columns (from *_events.tsv files) in this case the onset and duration column + % are also automatically selected. + % % **JSON EXAMPLE**: % % .. code-block:: json @@ -40,5 +44,11 @@ tmp.(input{i}) = data.(input{i}); end + % also grab onset and duration for events + if bids.transformers.is_run_level(data) + tmp.onset = data.onset; + tmp.duration = data.duration; + end + data = tmp; end diff --git a/docs/source/transformers.rst b/docs/source/transformers.rst index 61d7d586..9859e841 100644 --- a/docs/source/transformers.rst +++ b/docs/source/transformers.rst @@ -97,3 +97,17 @@ Split ----- .. autofunction:: split + + +Compute operations +================== + +Transformations that primarily involve numerical computation on variables. + +.. autofunction:: constant +.. autofunction:: mean +.. autofunction:: product +.. autofunction:: scale +.. autofunction:: std +.. autofunction:: sum +.. autofunction:: threshold diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index e066b2ce..30343563 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -48,7 +48,7 @@ function test_get_input() function status = test_is_run_level() - data = struct('onset', [], 'duration', []); + data = struct('onset', [], 'duration', [], 'foo', 'bar'); assert(bids.transfomers.is_run_level(data)); end @@ -410,7 +410,9 @@ function test_delete_select() new_content = bids.transformers.select(transformers, tsv_content); - assertEqual({'face_type'}, fieldnames(new_content)); + assertEqual(fieldnames(new_content), { 'face_type' + 'onset' + 'duration'}); end @@ -605,7 +607,29 @@ function test_rename() function test_select() - warning('select should carry onset and duration if present'); + % GIVEN + transformers = struct('Name', 'Select', ... + 'Input', {{'age'}}); + + % WHEN' + new_content = bids.transformers.select(transformers, participants()); + + % THEN + assertEqual(fieldnames(new_content), {'age'}); + +end + +function test_select_event() + + % GIVEN + transformers = struct('Name', 'Select', ... + 'Input', {{'familiarity'}}); + + % WHEN' + new_content = bids.transformers.select(transformers, face_rep_events()); + + % THEN + assertEqual(fieldnames(new_content), {'familiarity'; 'onset'; 'duration'}); end From d172e92bbd269ff728da7c4e52944fe5e972a2ba Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 16 May 2022 09:11:40 +0200 Subject: [PATCH 147/340] pad split output with nans --- +bids/+transformers/split.m | 11 +++++++--- .../test_transformers_munge.m | 22 ++++++++++++++++--- 2 files changed, 27 insertions(+), 6 deletions(-) diff --git a/+bids/+transformers/split.m b/+bids/+transformers/split.m index 3cce146f..e4563e05 100644 --- a/+bids/+transformers/split.m +++ b/+bids/+transformers/split.m @@ -45,8 +45,6 @@ % - we keep track of which rows to keep for each original source input % - we keep track of the source input through the recursions - warning('outputs are not nan padded'); - % We are done recursing. Do the actual splitting if isempty(transformer.By) @@ -72,7 +70,14 @@ sourcefield = transformer.source{i}; rows_to_keep = transformer.rows_to_keep{i}; - data.(input{i}) = data.(sourcefield)(rows_to_keep); + if isnumeric(data.(sourcefield)) + tmp = nan(size(data.(sourcefield))); + else + tmp = repmat({nan}, size(data.(sourcefield))); + end + + tmp(rows_to_keep) = data.(sourcefield)(rows_to_keep); + data.(input{i}) = tmp; end diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 30343563..373250ca 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -659,8 +659,24 @@ function test_split_simple() new_content = bids.transformers.split(transformers, participants()); % THEN - assertEqual(new_content.age_BY_sex_M, [21; 18]); - assertEqual(new_content.age_BY_sex_F, [46; 10; nan]); + assertEqual(new_content.age_BY_sex_M, [21; 18; nan; nan; nan]); + assertEqual(new_content.age_BY_sex_F, [nan; nan; 46; 10; nan]); + +end + +function test_split_simple_string() + + % GIVEN + transformers = struct('Name', 'Split', ... + 'Input', {{'handedness'}}, ... + 'By', {{'sex'}}); + + % WHEN' + new_content = bids.transformers.split(transformers, participants()); + + % THEN + assertEqual(new_content.handedness_BY_sex_F, {nan; nan; nan; 'left'; 'right'}); + assertEqual(new_content.handedness_BY_sex_M, {'right'; 'left'; nan; nan; nan}); end @@ -677,7 +693,7 @@ function test_split_nested() % THEN assert(isfield(new_content, 'age_BY_handedness_left_BY_sex_M')); assertEqual(numel(fieldnames(new_content)), 11); - assertEqual(new_content.age_BY_handedness_left_BY_sex_M, 18); + assertEqual(new_content.age_BY_handedness_left_BY_sex_M, [NaN; 18; NaN; NaN; NaN]); end From 019c09bc032f859a339bef6dd25e3f88e5e382ca Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 16 May 2022 09:31:40 +0200 Subject: [PATCH 148/340] change list or array --- +bids/+transformers/assign.m | 16 ++++++++-------- +bids/+transformers/basic.m | 2 +- +bids/+transformers/copy.m | 6 +++--- +bids/+transformers/drop_na.m | 2 +- +bids/+transformers/filter.m | 2 +- +bids/+transformers/select.m | 2 +- 6 files changed, 15 insertions(+), 15 deletions(-) diff --git a/+bids/+transformers/assign.m b/+bids/+transformers/assign.m index 32fedf14..1fc2d245 100644 --- a/+bids/+transformers/assign.m +++ b/+bids/+transformers/assign.m @@ -39,25 +39,25 @@ % Must exactly match the length of the input and target arguments. % :type Output: array % - % If no output list is provided, columns named in target are modified in-place. + % If no output array is provided, columns named in target are modified in-place. % - % If an output list is provided: + % If an output array is provided: % - % - each column in the target list is first cloned, + % - each column in the target array is first cloned, % - then the reassignment from the input to the target is applied; % - finally, the new (cloned and modified) column is written out to the column named in output. % % :param InputAttr: optional. Specifies which attribute of the input column to assign. % Defaults to ``value``. - % If a list is passed, its length must exactly match - % that of the input and target lists. + % If a array is passed, its length must exactly match + % that of the input and target arrays. % :type InputAttr: str or array % % :param TargetAttr: optional. Specifies which attribute of the output column to assign to. % Defaults to ``value``. - % If a list is passed, its length must exactly match - % that of the input and target lists. - % :type TargetAttr: str or list + % If a array is passed, its length must exactly match + % that of the input and target arrays. + % :type TargetAttr: str or array % % ``InputAttr`` and ``TargetAttr`` must be one of: % diff --git a/+bids/+transformers/basic.m b/+bids/+transformers/basic.m index c127c57c..db3397ae 100644 --- a/+bids/+transformers/basic.m +++ b/+bids/+transformers/basic.m @@ -22,7 +22,7 @@ % :param Name: **mandatory**. Any of ``Add``, ``Subtract``, ``Multiply``, ``Divide``, ``Power``. % :type Input: string % - % :param Input: **mandatory**. A list of columns to perform operation on. + % :param Input: **mandatory**. A array of columns to perform operation on. % :type Input: array % % :param Value: **mandatory**. The value to perform operation with (i.e. operand). diff --git a/+bids/+transformers/copy.m b/+bids/+transformers/copy.m index f627e891..398b83e3 100644 --- a/+bids/+transformers/copy.m +++ b/+bids/+transformers/copy.m @@ -22,12 +22,12 @@ % % Arguments: % - % :param Input: **mandatory**. A list of column names to copy. + % :param Input: **mandatory**. A array of column names to copy. % :type Input: array % - % :param Output: optional. A list of the names to copy the input columns to. + % :param Output: optional. A array of the names to copy the input columns to. % Must be same length as input, and columns are mapped one-to-one - % from the input list to the output list. + % from the input array to the output array. % :type Output: array % % **CODE EXAMPLE**:: diff --git a/+bids/+transformers/drop_na.m b/+bids/+transformers/drop_na.m index 570fd3e2..75c27c85 100644 --- a/+bids/+transformers/drop_na.m +++ b/+bids/+transformers/drop_na.m @@ -21,7 +21,7 @@ % :param Input: **mandatory**. The name of the variable to operate on. % :type Input: array % - % :param Output: optional. The list of column names to write out to. + % :param Output: optional. The array of column names to write out to. % By default, computation is done in-place % meaning that input columnise overwritten). % :type Output: array diff --git a/+bids/+transformers/filter.m b/+bids/+transformers/filter.m index e8e11041..6b4310f4 100644 --- a/+bids/+transformers/filter.m +++ b/+bids/+transformers/filter.m @@ -25,7 +25,7 @@ % - ``>``, ``<``, ``>=``, ``<=``, ``==`` for numeric values % - ``==`` for string operation (case sensitive) % - % :param Output: optional. the optional list of column names to write out to. + % :param Output: optional. the optional array of column names to write out to. % :type Output: array % % By default, computation is done in-place (i.e., input columnise overwritten). diff --git a/+bids/+transformers/select.m b/+bids/+transformers/select.m index 4642605f..72b59716 100644 --- a/+bids/+transformers/select.m +++ b/+bids/+transformers/select.m @@ -22,7 +22,7 @@ % Arguments: % % :param Input: **mandatory**. The names of all columns to keep. - % Any columns not in this list will be deleted and + % Any columns not in this array will be deleted and % will not be available to any subsequent transformations % or downstream analyses. % :type Input: array From edf4d175b7ebe4d424e87c2131272810fb8cb194 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 16 May 2022 10:49:20 +0200 Subject: [PATCH 149/340] update doc --- +bids/+transformers/assign.m | 12 +++-- +bids/+transformers/basic.m | 8 +-- +bids/+transformers/concatenate.m | 4 +- +bids/+transformers/constant.m | 36 +++++++++++-- +bids/+transformers/copy.m | 11 ++-- +bids/+transformers/delete.m | 4 +- +bids/+transformers/drop_na.m | 9 ++-- +bids/+transformers/factor.m | 2 +- +bids/+transformers/filter.m | 11 ++-- +bids/+transformers/logical.m | 6 ++- +bids/+transformers/mean.m | 43 +++++++++++++-- +bids/+transformers/product.m | 41 ++++++++++++-- +bids/+transformers/rename.m | 7 ++- +bids/+transformers/replace.m | 20 ++++--- +bids/+transformers/scale.m | 63 +++++++++++++++++----- +bids/+transformers/select.m | 7 ++- +bids/+transformers/split.m | 3 ++ +bids/+transformers/std.m | 44 +++++++++++++-- +bids/+transformers/sum.m | 57 ++++++++++++++++---- +bids/+transformers/threshold.m | 89 +++++++++++++++++++++---------- docs/source/transformers.rst | 33 ++++++++++++ 21 files changed, 405 insertions(+), 105 deletions(-) diff --git a/+bids/+transformers/assign.m b/+bids/+transformers/assign.m index 1fc2d245..454cf9c7 100644 --- a/+bids/+transformers/assign.m +++ b/+bids/+transformers/assign.m @@ -3,6 +3,7 @@ % The Assign transformation assigns one or more variables or columns (specified as the input) % to one or more other columns (specified by target and/or output as described below). % + % % **JSON EXAMPLE**: % % .. code-block:: json @@ -15,20 +16,21 @@ % "Output": ["face_modulated_by_RT"] % } % + % % Arguments: % % :param Input: **mandatory**. The name(s) of the columns % from which attribute values are to be drawn % (for assignment to the attributes of other columns). % Must exactly match the length of the target argument. - % :type Input: array + % :type Input: string or array % % :param Target: **mandatory**. the name(s) of the columns to which % the attribute values taken from the input % are to be assigned. % Must exactly match the length of the input argument. % Names are mapped 1-to-1 from input to target. - % :type Target: array + % :type Target: string or array % % .. note:: % @@ -37,7 +39,7 @@ % % :param Output: optional. Names of the columns to output the result of the assignment to. % Must exactly match the length of the input and target arguments. - % :type Output: array + % :type Output: string or array % % If no output array is provided, columns named in target are modified in-place. % @@ -51,13 +53,13 @@ % Defaults to ``value``. % If a array is passed, its length must exactly match % that of the input and target arrays. - % :type InputAttr: str or array + % :type InputAttr: string or array % % :param TargetAttr: optional. Specifies which attribute of the output column to assign to. % Defaults to ``value``. % If a array is passed, its length must exactly match % that of the input and target arrays. - % :type TargetAttr: str or array + % :type TargetAttr: string or array % % ``InputAttr`` and ``TargetAttr`` must be one of: % diff --git a/+bids/+transformers/basic.m b/+bids/+transformers/basic.m index db3397ae..d1acbdbb 100644 --- a/+bids/+transformers/basic.m +++ b/+bids/+transformers/basic.m @@ -2,6 +2,7 @@ % % Perfoms a basic operation with a ``Value`` on the ``Input`` % + % % **JSON EXAMPLE**: % % .. code-block:: json @@ -17,19 +18,20 @@ % and performs a mathematical operation on the input column and a provided operand. % The operations are performed on each column independently. % + % % Arguments: % % :param Name: **mandatory**. Any of ``Add``, ``Subtract``, ``Multiply``, ``Divide``, ``Power``. % :type Input: string % % :param Input: **mandatory**. A array of columns to perform operation on. - % :type Input: array + % :type Input: string or array % % :param Value: **mandatory**. The value to perform operation with (i.e. operand). % :type Value: float % - % :Output: optional. List of column names to write out to. - % :type Output: array + % :param Output: optional. List of column names to write out to. + % :type Output: string or array % % By default, computation is done in-place on the input % (meaning that input columns are overwritten). diff --git a/+bids/+transformers/concatenate.m b/+bids/+transformers/concatenate.m index 5c9c9bee..d6047447 100644 --- a/+bids/+transformers/concatenate.m +++ b/+bids/+transformers/concatenate.m @@ -2,6 +2,7 @@ % % Concatnate columns together. % + % % **JSON EXAMPLE**: % % .. code-block:: json @@ -15,13 +16,14 @@ % "Output": "face_type_repetition" % } % + % % Arguments: % % :param Input: **mandatory**. TODO % :type Input: array % % :param Output: optional. TODO - % :type Output: array + % :type Output: string or array % % **CODE EXAMPLE**:: % diff --git a/+bids/+transformers/constant.m b/+bids/+transformers/constant.m index 73b0a0ff..b3449f99 100644 --- a/+bids/+transformers/constant.m +++ b/+bids/+transformers/constant.m @@ -1,17 +1,43 @@ function data = constant(transformer, data) % - % USAGE:: + % Adds a new column with a constant value. % - % data = constant(transformer, data) % - % Adds a new column with a constant value. + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Constant", + % "Value": 1, + % "Output": "intercept" + % } + % % % Arguments: % - % - Output(str; mandatory): Name of the newly generated column. - % - Value(float; optional): The value of the constant, defaults to 1. + % :param Output: **mandatory**. Name of the newly generated column. + % :type Output: string or array + % + % :param Input: optional. The value of the constant, defaults to ``1``. + % :type Input: float + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Constant', ... + % 'Value', 1, ... + % 'Ouput', 'intercept'); + % + % + % data = bids.transformers.constant(transformer, data); + % + % + % ans = + % % % (C) Copyright 2022 BIDS-MATLAB developers + output = bids.transformers.get_output(transformer, data); assert(numel(output) == 1); diff --git a/+bids/+transformers/copy.m b/+bids/+transformers/copy.m index 398b83e3..9d045ab1 100644 --- a/+bids/+transformers/copy.m +++ b/+bids/+transformers/copy.m @@ -4,6 +4,7 @@ % and a different name. Useful as a basis for subsequent transformations that need % to modify their input in-place. % + % % **JSON EXAMPLE**: % % .. code-block:: json @@ -20,15 +21,17 @@ % ] % } % + % % Arguments: % - % :param Input: **mandatory**. A array of column names to copy. - % :type Input: array + % :param Input: **mandatory**. Column names to copy. + % :type Input: string or array % - % :param Output: optional. A array of the names to copy the input columns to. + % :param Output: optional. Names to copy the input columns to. % Must be same length as input, and columns are mapped one-to-one % from the input array to the output array. - % :type Output: array + % :type Output: string or array + % % % **CODE EXAMPLE**:: % diff --git a/+bids/+transformers/delete.m b/+bids/+transformers/delete.m index ea2be0bd..3a6fef7e 100644 --- a/+bids/+transformers/delete.m +++ b/+bids/+transformers/delete.m @@ -2,6 +2,7 @@ % % Deletes column(s) from further analysis. % + % % **JSON EXAMPLE**: % % .. code-block:: json @@ -14,10 +15,11 @@ % ] % } % + % % Arguments: % % :param Input: **mandatory**. The name(s) of the columns(s) to delete. - % :type Input: array + % :type Input: string or array % % % .. note:: diff --git a/+bids/+transformers/drop_na.m b/+bids/+transformers/drop_na.m index 75c27c85..3e000ecb 100644 --- a/+bids/+transformers/drop_na.m +++ b/+bids/+transformers/drop_na.m @@ -2,6 +2,7 @@ % % Drops all rows with "n/a". % + % % **JSON EXAMPLE**: % % .. code-block:: json @@ -16,15 +17,17 @@ % ] % } % + % % Arguments: % % :param Input: **mandatory**. The name of the variable to operate on. - % :type Input: array + % :type Input: string or array % - % :param Output: optional. The array of column names to write out to. + % :param Output: optional. The column names to write out to. % By default, computation is done in-place % meaning that input columnise overwritten). - % :type Output: array + % :type Output: string or array + % % % **CODE EXAMPLE**:: % diff --git a/+bids/+transformers/factor.m b/+bids/+transformers/factor.m index d4b14e2f..3580c9d5 100644 --- a/+bids/+transformers/factor.m +++ b/+bids/+transformers/factor.m @@ -18,7 +18,7 @@ % Arguments: % % :param Input: **mandatory**. The name(s) of the variable(s) to dummy-code. - % :type Input: array + % :type Input: string or array % % By default it is the first factor level when sorting in alphabetical order % (e.g., if a condition has levels 'dog', 'apple', and 'helsinki', diff --git a/+bids/+transformers/filter.m b/+bids/+transformers/filter.m index 6b4310f4..d0734771 100644 --- a/+bids/+transformers/filter.m +++ b/+bids/+transformers/filter.m @@ -2,6 +2,7 @@ % % Subsets rows using a boolean expression. % + % % **JSON EXAMPLE**: % % .. code-block:: json @@ -12,26 +13,28 @@ % "Query": "age > 20" % } % + % % Arguments: % % :param Input: **mandatory**. The name(s) of the variable(s) to operate on. - % :type Input: array + % :type Input: string or array % % :param Query: **mandatory**. Boolean expression used to filter - % :type Query: array + % :type Query: string % % Supports: % % - ``>``, ``<``, ``>=``, ``<=``, ``==`` for numeric values % - ``==`` for string operation (case sensitive) % - % :param Output: optional. the optional array of column names to write out to. - % :type Output: array + % :param Output: optional. The optional column names to write out to. + % :type Output: string or array % % By default, computation is done in-place (i.e., input columnise overwritten). % If provided, the number of values must exactly match the number of input values, % and the order will be mapped 1-to-1. % + % % **CODE EXAMPLE**:: % % TODO diff --git a/+bids/+transformers/logical.m b/+bids/+transformers/logical.m index 2b5cd0f1..4a38f6c6 100644 --- a/+bids/+transformers/logical.m +++ b/+bids/+transformers/logical.m @@ -11,6 +11,7 @@ % % - returning a single column as output. % + % % **JSON EXAMPLE**: % % .. code-block:: json @@ -28,6 +29,7 @@ % % will evaluate to false and all other values will evaluate to true. % + % % Arguments: % % :param Name: **mandatory**. Any of ``And``, ``Or``, ``Not``. @@ -36,8 +38,8 @@ % :param Input: **mandatory**. An array of columns to perform operation on. Only 1 for ``Not`` % :type Input: array % - % :Output: optional. The name of the output column. - % :type Output: str + % :param Output: optional. The name of the output column. + % :type Output: string or array % % % **CODE EXAMPLE**:: diff --git a/+bids/+transformers/mean.m b/+bids/+transformers/mean.m index 1a7bff69..ad80cbe9 100644 --- a/+bids/+transformers/mean.m +++ b/+bids/+transformers/mean.m @@ -1,12 +1,47 @@ function data = mean(transformer, data) % % Compute mean of a column. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Mean", + % "Input": "reaction_time", + % "OmitNan": false, + % "Output": "mean_RT" + % } + % + % % Arguments: - % Input(string, mandatory): The name of the variable to operate on. - % Output (string, optional): the optional list of column names to write out to. - % By default, computation is done in-place (i.e., input columnise overwritten). % - % OmitNan + % :param Input: **mandatory**. The name of the variable to operate on. + % :type Input: string or array + % + % :param OmitNan: optional. If ``"false"`` any column with nan values will return a nan value. + % If ``"true"`` nan values are skipped. Defaults to ``"false"``. + % :type OmitNan: boolean + % + % :param Output: optional. The optional column names to write out to. + % By default, computation is done in-place (i.e., input columnise overwritten). + % :type Output: string or array + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Mean', ... + % 'Input', 'reaction_time', ... + % 'OmitNan', false, ... + % 'Ouput', 'mean_RT'); + % + % + % data = bids.transformers.mean(transformer, data); + % + % + % ans = + % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/product.m b/+bids/+transformers/product.m index 8b5625e5..ae404909 100644 --- a/+bids/+transformers/product.m +++ b/+bids/+transformers/product.m @@ -1,14 +1,45 @@ function data = product(transformer, data) % - % - % Product(Input, Output) % Computes the row-wise product of two or more columns. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Product", + % "Input": ["duration", "reaction_time"], + % "Output": "duration_X_reaction_time", + % "OmitNan": false, + % } + % + % % Arguments: - % Input(list, mandatory): Names of two or more columns to compute the product of. - % Output(str, mandatory): Name of the newly generated column. + % + % :param Input: **mandatory**. Names of two or more columns to compute the product of. + % :type Input: array + % + % :param Output: **mandatory**. Name of the newly generated column. + % :type Output: string or array + % + % :param OmitNan: optional. If ``"false"`` any column with nan values will return a nan value. + % If ``"true"`` nan values are skipped. Defaults to ``"false"``. + % :type OmitNan: boolean + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Product', ... + % 'Input', {'duration', 'reaction_time'}, ... + % 'OmitNan', false, ... + % 'Ouput', 'duration_X_reaction_time'); + % + % + % data = bids.transformers.product(transformer, data); % % - % OmitNan + % ans = % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/rename.m b/+bids/+transformers/rename.m index e56528e1..421dcac0 100644 --- a/+bids/+transformers/rename.m +++ b/+bids/+transformers/rename.m @@ -2,6 +2,7 @@ % % Rename a variable. % + % % **JSON EXAMPLE**: % % .. code-block:: json @@ -18,15 +19,17 @@ % ] % } % + % % Arguments: % % :param Input: **mandatory**. The name(s) of the variable(s) to rename. - % :type Input: array + % :type Input: string or array % % :param Output: optional. New column names to output. % Must match length of input column(s), % and columns will be mapped 1-to-1 in order. - % :type Output: array + % :type Output: string or array + % % % **CODE EXAMPLE**:: % diff --git a/+bids/+transformers/replace.m b/+bids/+transformers/replace.m index 2b97c266..c2a98efd 100644 --- a/+bids/+transformers/replace.m +++ b/+bids/+transformers/replace.m @@ -2,6 +2,7 @@ % % Replaces values in one or more input columns. % + % % **JSON EXAMPLE**: % % .. code-block:: json @@ -11,19 +12,23 @@ % "Input": [ % "fruits", % ], - % "Output": [ + % "Replace": [ % {"key": "apple", "value": "bee"}, - % {"key": "elusive", "value": 5}] - % ] + % {"key": "elusive", "value": 5}, + % {"key": -1, "value": 0}] + % ], + % "Attribute": "all" % } % + % % Arguments: % % :param Input: **mandatory**. Name(s of column(s) to search and replace within. - % :type Input: array + % :type Input: string or array % - % :param Replace: **mandatory**. An array of objects mapping old values to new values. - % :type Replace: array + % :param Replace: **mandatory**. The mapping old values (``"key"``) to new values. + % (``"value"``) + % :type Replace: array of objects % % :param Attribute: optional. The column attribute to search/replace. % :type Attribute: array @@ -43,7 +48,8 @@ % If no output values are provided, % the replacement transformation is applied in-place % to all the inputs. - % :type Output: array + % :type Output: string or array + % % % **CODE EXAMPLE**:: % diff --git a/+bids/+transformers/scale.m b/+bids/+transformers/scale.m index ce7ba79e..963971da 100644 --- a/+bids/+transformers/scale.m +++ b/+bids/+transformers/scale.m @@ -1,5 +1,4 @@ function data = scale(transformer, data) - % % % Scales the values of one or more columns. % Semantics mimic scikit-learn, such that demeaning and @@ -7,25 +6,63 @@ % with the default being to apply both % (i.e., standardizing each value so that it has zero mean and unit SD). % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Scale", + % "Input": "reaction_time", + % "Demean": true, + % "Rescale": true, + % "ReplaceNa": true, + % "Output": "scaled_reaction_time" + % } + % + % % Arguments: % - % Input(list, mandatory): Names of columns to standardize. + % :param Input: **mandatory**. Names of columns to standardize. + % :type Input: string or array + % + % :param Demean: optional. If ``true``, subtracts the mean from each input column + % (i.e., applies mean-centering). + % :type Demean: boolean + % + % :param Rescale: optional. If ``true``, divides each column by its standard deviation. + % :type Rescale: boolean + % + % :param ReplaceNa: optional. Whether/when to replace missing values with 0. + % If ``"off"``, no replacement is performed. + % If ``"before"``, missing values are replaced with 0's + % before scaling. + % If ``"after"``, missing values are replaced with 0 after scaling. + % Defaults to ``"off"`` + % :type ReplaceNa: boolean + % + % :param Output: optional. Optional names of columns to output. + % Must match length of input column if provided, + % and columns will be mapped 1-to-1 in order. + % If no output values are provided, + % the scaling transformation is applied in-place to all the input. + % :type Output: string or array + % + % + % **CODE EXAMPLE**:: % - % Demean(bool, optional): If True, subtracts the mean from each input column - % (i.e., applies mean-centering). + % transformer = struct('Name', 'Scale', ... + % 'Input', 'reaction_time', + % 'Demean', true, + % 'Rescale', true, + % 'ReplaceNa', true, + % 'Output', 'scaled_reaction_time'); % - % Rescale(bool, optional): If True, divides each column by its standard deviation. % - % ReplaceNa(string, optional). Whether/when to replace missing values with 0. - % If None, no replacement is performed. - % If 'before', missing values are replaced with 0's before scaling. - % If 'after', missing values are replaced with 0 after scaling. + % data = bids.transformers.scale(transformer, data); % - % Output(list, optional): Optional names of columns to output. - % Must match length of input column if provided, and columns will be mapped 1-to-1 in order. - % If no output values are provided, - % the scaling transformation is applied in-place to all the input. % + % ans = % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/select.m b/+bids/+transformers/select.m index 72b59716..430ef74e 100644 --- a/+bids/+transformers/select.m +++ b/+bids/+transformers/select.m @@ -4,9 +4,10 @@ % Any columns that are not specified here will be dropped. % % The only exception is when dealing with data with ``onset`` and ``duration`` - % columns (from *_events.tsv files) in this case the onset and duration column + % columns (from ``*_events.tsv`` files) in this case the onset and duration column % are also automatically selected. % + % % **JSON EXAMPLE**: % % .. code-block:: json @@ -19,19 +20,21 @@ % ] % } % + % % Arguments: % % :param Input: **mandatory**. The names of all columns to keep. % Any columns not in this array will be deleted and % will not be available to any subsequent transformations % or downstream analyses. - % :type Input: array + % :type Input: string or array % % .. note:: % % one can think of select as the inverse the ``Delete`` transformation % that removes all named columns from further analysis. % + % % **CODE EXAMPLE**:: % % TODO diff --git a/+bids/+transformers/split.m b/+bids/+transformers/split.m index e4563e05..24fad26e 100644 --- a/+bids/+transformers/split.m +++ b/+bids/+transformers/split.m @@ -2,6 +2,7 @@ % % Split a variable into N variables as defined by the levels of one or more other variables. % + % % **JSON EXAMPLE**: % % .. code-block:: json @@ -17,6 +18,7 @@ % ] % } % + % % Arguments: % % :param Input: **mandatory**. The name of the variable(s) to operate on. @@ -30,6 +32,7 @@ % where a given row has values A=a and B=1, % the generated name will be ``Condition_BY_A_a_BY_B_1``. % + % % **CODE EXAMPLE**:: % % TODO diff --git a/+bids/+transformers/std.m b/+bids/+transformers/std.m index 2402995d..0e7d69b8 100644 --- a/+bids/+transformers/std.m +++ b/+bids/+transformers/std.m @@ -1,13 +1,47 @@ function data = std(transformer, data) % % Compute the sample standard deviation. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Std", + % "Input": "reaction_time", + % "OmitNan": false, + % "Output": "std_RT" + % } + % + % % Arguments: - % Input(list, mandatory): The name(s) of the variable(s) to operate on. - % Output (list, optional): Optional names of columns to output. - % Must match length of input column if provided, and columns will be mapped 1-to-1 in order. - % If no output values are provided, the transformation is applied in-place to all the input. % - % OmitNan + % :param Input: **mandatory**. The name of the variable to operate on. + % :type Input: string or array + % + % :param OmitNan: optional. If ``"false"`` any column with nan values will return a nan value. + % If ``"true"`` nan values are skipped. Defaults to ``"false"``. + % :type OmitNan: boolean + % + % :param Output: optional. The optional column names to write out to. + % By default, computation is done in-place (i.e., input columnise overwritten). + % :type Output: string or array + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Std', ... + % 'Input', 'reaction_time', ... + % 'OmitNan', false, ... + % 'Ouput', 'std_RT'); + % + % + % data = bids.transformers.std(transformer, data); + % + % + % ans = + % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/sum.m b/+bids/+transformers/sum.m index 1f5ae96f..f20d0ae2 100644 --- a/+bids/+transformers/sum.m +++ b/+bids/+transformers/sum.m @@ -1,16 +1,55 @@ function data = sum(transformer, data) - % % % Computes the (optionally weighted) row-wise sums of two or more columns. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Sum", + % "Input": ["duration", "reaction_time"], + % "Output": "duration_X_reaction_time", + % "Weights": [1, 0.5], + % "OmitNan": false, + % } + % + % % Arguments: - % Input(list, mandatory): Names of two or more columns to sum. - % Output(str, mandatory): Name of the newly generated column. - % Weights(list, optional): Optional list of floats giving the weights of the columns. - % If provided, length of weights must equal the number of values in input, - % and weights will be mapped 1-to-1 onto named columns. - % If no weights are provided, defaults to unit weights (i.e., simple sum). - % - % OmitNan + % + % :param Input: **mandatory**. Names of two or more columns to sum. + % :type Input: array + % + % :param Output: **mandatory**. Name of the newly generated column. + % :type Output: string or array + % + % :param OmitNan: optional. If ``"false"`` any column with nan values will return a nan value. + % If ``"true"`` nan values are skipped. Defaults to ``"false"``. + % :type OmitNan: boolean + % + % :param Weights: optional. Optional array of floats giving the weights of the columns. + % If provided, length of weights must equal + % to the number of values in input, + % and weights will be mapped 1-to-1 onto named columns. + % If no weights are provided, + % defaults to unit weights (i.e., simple sum). + % :type Weights: array + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Sum', ... + % 'Input', {{'duration', 'reaction_time'}}, ... + % 'OmitNan', false, ... + % 'Weights': [1, 0.5], ... + % 'Ouput', 'duration_plus_reaction_time'); + % + % + % data = bids.transformers.sum(transformer, data); + % + % + % ans = % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/threshold.m b/+bids/+transformers/threshold.m index 190ea240..329a31bf 100644 --- a/+bids/+transformers/threshold.m +++ b/+bids/+transformers/threshold.m @@ -1,42 +1,73 @@ function data = threshold(transformer, data) % - % - % (C) Copyright 2022 BIDS-MATLAB developers - % Thresholds input values at a specified cut-off and optionally binarizes the result. - + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Threshold", + % "Input": "onset", + % "Threshold": 0.5, + % "Binarize": true, + % "Output": "delayed_onset" + % } + % + % % Arguments: - - % Input(list, mandatory): - % The name(s)of the column(s) to threshold/binarize. - - % Threshold(float, optional): - % The cut-off to use for thresholding. - % Defaults to 0. - - % Binarize(boolean, optional): - % If True, thresholded values will be binarized (i.e., all non-zero values will be set to 1). - % Defaults to False. - - % Above(boolean, optional): - % Specifies which values to retain with respect to the cut-off. - % If True, all value above the threshold will be kept; - % if False, all values below the threshold will be kept. - % Defaults to True. - - % Signed(boolean, optional): - % Specifies whether to treat the threshold as signed (default) or unsigned. + % + % :param Input: **mandatory**. The name(s)of the column(s) to threshold/binarize. + % :type Input: string or array + % + % :param Threshold: optional. The cut-off to use for thresholding. Defaults to ``0``. + % :type Threshold: float + % + % :param Binarize: optional. If ``"true"``, thresholded values will be binarized + % (i.e., all non-zero values will be set to 1). + % Defaults to ``"false"``. + % :type Binarize: boolean + % + % :param Above: optional. Specifies which values to retain with respect to the cut-off. + % If ``"true"``, all value above the threshold will be kept; + % if ``"false"``, all values below the threshold will be kept. + % Defaults to ``"true"``. + % :type Above: boolean + % + % :param Signed: optional. Specifies whether to treat the threshold + % as signed (default) or unsigned. + % :type Signed: boolean % % For example, when passing above=True and threshold=3, % if signed=True, all and only values above +3 would be retained. % If signed=False, all absolute values > 3 would be retained % (i.e.,values in the range -3 < X < 3 would be set to 0). % - % Output(list, optional): Optional names of columns to output. - % Must match length of input column if provided, - % and columns will be mapped 1-to-1 in order. - % If no output values are provided, the threshold transformation is applied - % in-place to all the inputs. + % :param Output: optional. Optional names of columns to output. + % Must match length of input column if provided, + % and columns will be mapped 1-to-1 in order. + % If no output values are provided, + % the threshold transformation is applied + % in-place to all the inputs. + % :type Output: string or array + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Threshold', ... + % 'Input', 'onset', ... + % 'Value', 3, ... + % 'Ouput', 'onset_minus_3'); + % + % + % data = bids.transformers.threshold(transformer, data); + % + % + % ans = + % + % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data); diff --git a/docs/source/transformers.rst b/docs/source/transformers.rst index 9859e841..6dda05cd 100644 --- a/docs/source/transformers.rst +++ b/docs/source/transformers.rst @@ -15,6 +15,12 @@ There is also an code example to show how to use them. The behavior and their "call" in JSON should (hopefully) be fairly close to the `pybids-transformers `_. +Applying transformations +======================== + +An "array" of transformations can be applied one after the other using +``bids.transformers()``. + .. automodule:: +bids .. autofunction:: transformers @@ -104,10 +110,37 @@ Compute operations Transformations that primarily involve numerical computation on variables. +Constant +-------- + .. autofunction:: constant + +Mean +----- + .. autofunction:: mean + +Product +------- + .. autofunction:: product + +Scale +----- + .. autofunction:: scale + +Std +--- + .. autofunction:: std + +Sum +--- + .. autofunction:: sum + +Threshold +--------- + .. autofunction:: threshold From ffe3bab4aa16c18a67c69568e12d5413650e11b5 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 16 May 2022 12:08:35 +0200 Subject: [PATCH 150/340] fix doc --- +bids/+transformers/assign.m | 18 +++++++++++++++++- +bids/+transformers/basic.m | 2 +- +bids/+transformers/concatenate.m | 15 ++++++++++++++- +bids/+transformers/constant.m | 2 +- +bids/+transformers/copy.m | 13 ++++++++++++- +bids/+transformers/delete.m | 15 +++++++++++++-- +bids/+transformers/drop_na.m | 16 ++++++++++++++-- +bids/+transformers/factor.m | 16 ++++++++++++++-- +bids/+transformers/filter.m | 15 ++++++++++++++- +bids/+transformers/logical.m | 2 +- +bids/+transformers/mean.m | 8 +++++--- +bids/+transformers/product.m | 6 +++--- +bids/+transformers/rename.m | 14 +++++++++++++- +bids/+transformers/replace.m | 21 ++++++++++++++++++--- +bids/+transformers/scale.m | 4 +++- +bids/+transformers/select.m | 18 ++++++++++++++++-- +bids/+transformers/split.m | 19 ++++++++++++++++--- +bids/+transformers/std.m | 8 +++++--- +bids/+transformers/sum.m | 9 ++++++--- +bids/+transformers/threshold.m | 20 +++++++++++--------- docs/source/transformers.rst | 4 ++-- 21 files changed, 199 insertions(+), 46 deletions(-) diff --git a/+bids/+transformers/assign.m b/+bids/+transformers/assign.m index 454cf9c7..368f412a 100644 --- a/+bids/+transformers/assign.m +++ b/+bids/+transformers/assign.m @@ -84,7 +84,23 @@ % % **CODE EXAMPLE**:: % - % TODO + % transformer = struct('Name', 'Assign', ... + % 'Input', 'response_time', ... + % 'Target', 'face', ... + % 'TargetAttr', 'duration', ... + % 'Ouput', 'face_modulated_by_RT'); + % + % data.response_time = ; + % data.face = ; + % data.duration = ; + % + % data = bids.transformers. (transformer, data); + % + % data.face_modulated_by_RT + % + % ans = + % + % % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/basic.m b/+bids/+transformers/basic.m index d1acbdbb..51c499d3 100644 --- a/+bids/+transformers/basic.m +++ b/+bids/+transformers/basic.m @@ -48,7 +48,7 @@ % % data.onset = [1; 2; 5; 6]; % - % data = bids.transformers.basic(transformer, data); + % data = bids.transformers(transformer, data); % % data.onset_minus_3 % diff --git a/+bids/+transformers/concatenate.m b/+bids/+transformers/concatenate.m index d6047447..9a446bd8 100644 --- a/+bids/+transformers/concatenate.m +++ b/+bids/+transformers/concatenate.m @@ -27,7 +27,20 @@ % % **CODE EXAMPLE**:: % - % TODO + % transformer = struct('Name', 'Concatenate', ... + % 'Input', {{'face_type', 'face_repetition'}}, ... + % 'Ouput', 'face_type_repetition'); + % + % data.face_type = ; + % data.face_repetition = ; + % + % data = bids.transformers(transformer, data); + % + % data. + % + % ans = + % + % % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/constant.m b/+bids/+transformers/constant.m index b3449f99..cf34847a 100644 --- a/+bids/+transformers/constant.m +++ b/+bids/+transformers/constant.m @@ -30,7 +30,7 @@ % 'Ouput', 'intercept'); % % - % data = bids.transformers.constant(transformer, data); + % data = bids.transformers(transformer, data); % % % ans = diff --git a/+bids/+transformers/copy.m b/+bids/+transformers/copy.m index 9d045ab1..12f86cb8 100644 --- a/+bids/+transformers/copy.m +++ b/+bids/+transformers/copy.m @@ -35,7 +35,18 @@ % % **CODE EXAMPLE**:: % - % TODO + % transformer = struct('Name', 'Copy', ... + % 'Input', 'onset', ... + % 'Ouput', 'onset_copy'); + % + % data.onset = ; + % + % data = bids.transformers(transformer, data); + % + % data. + % + % ans = + % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/delete.m b/+bids/+transformers/delete.m index 3a6fef7e..708abc90 100644 --- a/+bids/+transformers/delete.m +++ b/+bids/+transformers/delete.m @@ -30,8 +30,19 @@ % % **CODE EXAMPLE**:: % - % % TODO - % data = delete(transformer, data) + % transformer = struct('Name', 'Delete', ... + % 'Input', {{'sex_m', age_gt_twenty}}); + % + % data.sex_m = ; + % data.age_gt_twenty = ; + % + % data = bids.transformers(transformer, data); + % + % data. + % + % ans = + % + % % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/drop_na.m b/+bids/+transformers/drop_na.m index 3e000ecb..f63ee721 100644 --- a/+bids/+transformers/drop_na.m +++ b/+bids/+transformers/drop_na.m @@ -8,7 +8,7 @@ % .. code-block:: json % % { - % "Name": "Drop_na", + % "Name": "DropNA", % "Input": [ % "age_gt_twenty" % ], @@ -31,7 +31,19 @@ % % **CODE EXAMPLE**:: % - % TODO + % transformer = struct('Name', 'DropNA', ... + % 'Input', 'age_gt_twenty', ... + % 'Ouput', 'age_gt_twenty_clean'); + % + % data.age_gt_twenty = ; + % + % data = bids.transformers(transformer, data); + % + % data. + % + % ans = + % + % % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/factor.m b/+bids/+transformers/factor.m index 3580c9d5..56441cbd 100644 --- a/+bids/+transformers/factor.m +++ b/+bids/+transformers/factor.m @@ -25,7 +25,7 @@ % the default reference level will be 'apple'). % % The name of the ouput colums for 2 input columns ``gender`` and ``age`` - % with 2 levels (``M``, ``F``) and (``20``, ``30``) respectivalyu + % with 2 levels (``M``, ``F``) and (``20``, ``30``) respectivaly % will of the shape: % % - ``gender_F_age_20`` @@ -35,7 +35,19 @@ % % **CODE EXAMPLE**:: % - % TODO + % transformer = struct('Name', 'Factor', ... + % 'Input', {{'gender', 'age'}}); + % + % data.gender = ; + % data.age = ; + % + % data = bids.transformers(transformer, data); + % + % data.gender_F_age_20 + % + % ans = + % + % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/filter.m b/+bids/+transformers/filter.m index d0734771..260c829d 100644 --- a/+bids/+transformers/filter.m +++ b/+bids/+transformers/filter.m @@ -37,7 +37,20 @@ % % **CODE EXAMPLE**:: % - % TODO + % transformer = struct('Name', 'Filter', ... + % 'Input', 'sex', ... + % 'Query', 'age > 20'); + % + % data.sex = ; + % data.age = ; + % + % data = bids.transformers(transformer, data); + % + % data.sex + % + % ans = + % + % % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/logical.m b/+bids/+transformers/logical.m index 4a38f6c6..71d11fd9 100644 --- a/+bids/+transformers/logical.m +++ b/+bids/+transformers/logical.m @@ -51,7 +51,7 @@ % data.age_gt_twenty = [nan; 25; 51; 12]; % data.sex_m = {'M'; 'M'; nan; 'M'}; % - % data = bids.transformers.logical(transformer, data); + % data = bids.transformers(transformer, data); % % ans = % diff --git a/+bids/+transformers/mean.m b/+bids/+transformers/mean.m index ad80cbe9..7b5aac29 100644 --- a/+bids/+transformers/mean.m +++ b/+bids/+transformers/mean.m @@ -20,8 +20,8 @@ % :param Input: **mandatory**. The name of the variable to operate on. % :type Input: string or array % - % :param OmitNan: optional. If ``"false"`` any column with nan values will return a nan value. - % If ``"true"`` nan values are skipped. Defaults to ``"false"``. + % :param OmitNan: optional. If ``false`` any column with nan values will return a nan value. + % If ``true`` nan values are skipped. Defaults to ``false``. % :type OmitNan: boolean % % :param Output: optional. The optional column names to write out to. @@ -36,9 +36,11 @@ % 'OmitNan', false, ... % 'Ouput', 'mean_RT'); % + % data.reaction_time = % - % data = bids.transformers.mean(transformer, data); + % data = bids.transformers(transformer, data); % + % data.mean_RT = % % ans = % diff --git a/+bids/+transformers/product.m b/+bids/+transformers/product.m index ae404909..58279fb0 100644 --- a/+bids/+transformers/product.m +++ b/+bids/+transformers/product.m @@ -23,8 +23,8 @@ % :param Output: **mandatory**. Name of the newly generated column. % :type Output: string or array % - % :param OmitNan: optional. If ``"false"`` any column with nan values will return a nan value. - % If ``"true"`` nan values are skipped. Defaults to ``"false"``. + % :param OmitNan: optional. If ``false`` any column with nan values will return a nan value. + % If ``true`` nan values are skipped. Defaults to ``false``. % :type OmitNan: boolean % % @@ -36,7 +36,7 @@ % 'Ouput', 'duration_X_reaction_time'); % % - % data = bids.transformers.product(transformer, data); + % data = bids.transformers(transformer, data); % % % ans = diff --git a/+bids/+transformers/rename.m b/+bids/+transformers/rename.m index 421dcac0..62466204 100644 --- a/+bids/+transformers/rename.m +++ b/+bids/+transformers/rename.m @@ -33,7 +33,19 @@ % % **CODE EXAMPLE**:: % - % TODO + % transformer = struct('Name', 'Rename', ... + % 'Input', {{'age_gt_70', 'age_lt_18'}}, ... + % 'Ouput', {{'senior', 'teenager'}}); + % + % data. = ; + % + % data = bids.transformers(transformer, data); + % + % data. + % + % ans = + % + % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/replace.m b/+bids/+transformers/replace.m index c2a98efd..2cbfac6a 100644 --- a/+bids/+transformers/replace.m +++ b/+bids/+transformers/replace.m @@ -8,7 +8,7 @@ % .. code-block:: json % % { - % "Name": "Copy", + % "Name": "Replace", % "Input": [ % "fruits", % ], @@ -40,7 +40,8 @@ % - ``"onset"``, % - and ``"all"``. % - % In the last case, all three attributes ("value", "duration", and "onset") will be scanned. + % In the last case, all three attributes + % (``"value"``, ``"duration"``, and ``"onset"``) will be scanned. % % :param Output: optional. Optional names of columns to output. % Must match length of input column(s) if provided, @@ -53,7 +54,21 @@ % % **CODE EXAMPLE**:: % - % TODO + % transformer = struct('Name', 'Replace', ... + % 'Input', 'fruits', ... + % 'Atribute', 'all', ... + % 'Replace', struct('key', {'apple', 'elusive', -1}, ... + % 'key', {-1, 'value', 0})); + % + % data. = ; + % + % data = bids.transformers(transformer, data); + % + % data. + % + % ans = + % + % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/scale.m b/+bids/+transformers/scale.m index 963971da..86b3ef5c 100644 --- a/+bids/+transformers/scale.m +++ b/+bids/+transformers/scale.m @@ -58,9 +58,11 @@ % 'ReplaceNa', true, % 'Output', 'scaled_reaction_time'); % + % data.reaction_time = % - % data = bids.transformers.scale(transformer, data); + % data = bids.transformers(transformer, data); % + % data.scaled_reaction_time = % % ans = % diff --git a/+bids/+transformers/select.m b/+bids/+transformers/select.m index 430ef74e..710f0674 100644 --- a/+bids/+transformers/select.m +++ b/+bids/+transformers/select.m @@ -15,7 +15,7 @@ % { % "Name": "Select", % "Input": [ - % "trial_type", + % "valid_trials", % "reaction_time" % ] % } @@ -37,7 +37,21 @@ % % **CODE EXAMPLE**:: % - % TODO + % + % transformer = struct('Name', 'Select', ... + % 'Input', {{'valid_trials', 'reaction_time'}}); + % + % data.valid_trials = + % data.invalid_trials = + % data.reaction_time = + % data.onset = + % data.duration = + % + % data = bids.transformers(transformer, data); + % + % data = + % + % ans = % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/split.m b/+bids/+transformers/split.m index 24fad26e..c3335307 100644 --- a/+bids/+transformers/split.m +++ b/+bids/+transformers/split.m @@ -13,8 +13,8 @@ % "sex", % ], % "By": [ - % "tmp_sex_m", - % "tmp_age_gt_twenty" + % "sex_m", + % "age_gt_twenty" % ] % } % @@ -35,7 +35,20 @@ % % **CODE EXAMPLE**:: % - % TODO + % transformer = struct('Name', 'Split', ... + % 'Input', 'sex', ... + % 'By', {{'sex_m', 'age_gt_twenty'}}); + % + % data.sex = ; + % data.sex_m = ; + % data.age_gt_twenty = ; + % + % data = bids.transformers.split(transformer, data); + % + % data.sex_BY % TODO + % + % ans = + % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers/std.m b/+bids/+transformers/std.m index 0e7d69b8..6103f2ae 100644 --- a/+bids/+transformers/std.m +++ b/+bids/+transformers/std.m @@ -20,8 +20,8 @@ % :param Input: **mandatory**. The name of the variable to operate on. % :type Input: string or array % - % :param OmitNan: optional. If ``"false"`` any column with nan values will return a nan value. - % If ``"true"`` nan values are skipped. Defaults to ``"false"``. + % :param OmitNan: optional. If ``false`` any column with nan values will return a nan value. + % If ``true`` nan values are skipped. Defaults to ``false``. % :type OmitNan: boolean % % :param Output: optional. The optional column names to write out to. @@ -36,9 +36,11 @@ % 'OmitNan', false, ... % 'Ouput', 'std_RT'); % + % data.reaction_time = % - % data = bids.transformers.std(transformer, data); + % data = bids.transformers(transformer, data); % + % data.std_RT = % % ans = % diff --git a/+bids/+transformers/sum.m b/+bids/+transformers/sum.m index f20d0ae2..4afa3a3d 100644 --- a/+bids/+transformers/sum.m +++ b/+bids/+transformers/sum.m @@ -24,8 +24,8 @@ % :param Output: **mandatory**. Name of the newly generated column. % :type Output: string or array % - % :param OmitNan: optional. If ``"false"`` any column with nan values will return a nan value. - % If ``"true"`` nan values are skipped. Defaults to ``"false"``. + % :param OmitNan: optional. If ``false`` any column with nan values will return a nan value. + % If ``true`` nan values are skipped. Defaults to ``false``. % :type OmitNan: boolean % % :param Weights: optional. Optional array of floats giving the weights of the columns. @@ -45,9 +45,12 @@ % 'Weights': [1, 0.5], ... % 'Ouput', 'duration_plus_reaction_time'); % + % data.duration = + % data.reaction_time = % - % data = bids.transformers.sum(transformer, data); + % data = bids.transformers(transformer, data); % + % data.duration_plus_reaction_time = % % ans = % diff --git a/+bids/+transformers/threshold.m b/+bids/+transformers/threshold.m index 329a31bf..1c62ad94 100644 --- a/+bids/+transformers/threshold.m +++ b/+bids/+transformers/threshold.m @@ -24,24 +24,24 @@ % :param Threshold: optional. The cut-off to use for thresholding. Defaults to ``0``. % :type Threshold: float % - % :param Binarize: optional. If ``"true"``, thresholded values will be binarized + % :param Binarize: optional. If ``true``, thresholded values will be binarized % (i.e., all non-zero values will be set to 1). - % Defaults to ``"false"``. + % Defaults to ``false``. % :type Binarize: boolean % % :param Above: optional. Specifies which values to retain with respect to the cut-off. - % If ``"true"``, all value above the threshold will be kept; - % if ``"false"``, all values below the threshold will be kept. - % Defaults to ``"true"``. + % If ``true``, all value above the threshold will be kept; + % if ``false``, all values below the threshold will be kept. + % Defaults to ``true``. % :type Above: boolean % % :param Signed: optional. Specifies whether to treat the threshold % as signed (default) or unsigned. % :type Signed: boolean % - % For example, when passing above=True and threshold=3, - % if signed=True, all and only values above +3 would be retained. - % If signed=False, all absolute values > 3 would be retained + % For example, when passing above=true and threshold=3, + % if signed=true, all and only values above +3 would be retained. + % If signed=false, all absolute values > 3 would be retained % (i.e.,values in the range -3 < X < 3 would be set to 0). % % :param Output: optional. Optional names of columns to output. @@ -60,9 +60,11 @@ % 'Value', 3, ... % 'Ouput', 'onset_minus_3'); % + % data.onset = % - % data = bids.transformers.threshold(transformer, data); + % data = bids.transformers(transformer, data); % + % data.onset_minus_3 = % % ans = % diff --git a/docs/source/transformers.rst b/docs/source/transformers.rst index 6dda05cd..c793b63b 100644 --- a/docs/source/transformers.rst +++ b/docs/source/transformers.rst @@ -74,8 +74,8 @@ Delete .. autofunction:: delete -Drop_na -------- +DropNA +------ .. autofunction:: drop_na From d3f7a2ee7cd9a0d44c4a506db83da29e99bcbe09 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 16 May 2022 12:08:48 +0200 Subject: [PATCH 151/340] use bids.transformers only in all the tests --- +bids/transformers.m | 170 +++++++++++++----- .../test_transformers_compute.m | 71 +++----- .../test_transformers_munge.m | 89 +++++---- 3 files changed, 202 insertions(+), 128 deletions(-) diff --git a/+bids/transformers.m b/+bids/transformers.m index 1e4cc23c..5a6f0a21 100644 --- a/+bids/transformers.m +++ b/+bids/transformers.m @@ -4,14 +4,14 @@ % % USAGE:: % - % new_content = transformers(data, transformers) - % - % :param data: - % :type data: structure + % new_content = transformers(transformers, data) % % :param transformers: % :type transformers: structure % + % :param data: + % :type data: structure + % % :returns: - :new_content: (structure) % % EXAMPLE:: @@ -35,23 +35,17 @@ % % (C) Copyright 2022 BIDS-MATLAB developers - SUPPORTED_TRANSFORMERS = {'Add', 'Subtract', 'Multiply', 'Power', 'Divide', 'Sum', 'Product'... - 'Mean', 'StdDev', ... - 'Filter', 'Factor', 'Scale', ... - 'And', 'Or', 'Not'... - 'Rename', 'Concatenate', 'Delete', 'Select', 'Copy', ... - 'Constant', 'DropNA', 'Split'... - 'Replace', ... - 'Threshold'}; + SUPPORTED_TRANSFORMERS = lower(cat(1, basic_transfomers, ... + munge_transfomers, ... + logical_transfomers, ... + compute_transfomers)); p = inputParser; - default_transformers = 'transformers'; - isStructOrCell = @(x) isstruct(x) || iscell(x); + addRequired(p, 'transformers', isStructOrCell); addRequired(p, 'data', @isstruct); - addOptional(p, 'transformers', default_transformers, isStructOrCell); parse(p, varargin{:}); @@ -72,10 +66,8 @@ this_transformer = transformers(iTrans); end - if ~ismember(this_transformer.Name, SUPPORTED_TRANSFORMERS) - notImplemented(mfilename(), ... - sprintf('Transformer %s not implemented', this_transformer.Name), ... - true); + if ~ismember(lower(this_transformer.Name), SUPPORTED_TRANSFORMERS) + not_implemented(this_transformer.Name); return end @@ -92,45 +84,37 @@ switch transformerName - case {'add', 'subtract', 'multiply', 'divide', 'power'} + case lower(basic_transfomers) output = bids.transformers.basic(transformer, data); - case 'sum' - output = bids.transformers.sum(transformer, data); + case lower(logical_transfomers) + output = bids.transformers.logical(transformer, data); - case 'product' - output = bids.transformers.product(transformer, data); + case lower(munge_transfomers) + output = apply_munge(transformer, data); - case 'mean' - output = bids.transformers.mean(transformer, data); + case lower(compute_transfomers) + output = apply_compute(transformer, data); - case 'stddev' - output = bids.transformers.std(transformer, data); + otherwise + not_implemented(transformer.Name); - case 'filter' - output = bids.transformers.filter(transformer, data); + end - case 'scale' - output = bids.transformers.scale(transformer, data); +end - case 'split' - output = bids.transformers.split(transformer, data); +function output = apply_munge(transformer, data) - case 'factor' - output = bids.transformers.factor(transformer, data); + transformerName = lower(transformer.Name); - case 'threshold' - output = bids.transformers.threshold(transformer, data); + switch transformerName - case 'rename' - output = bids.transformers.rename(transformer, data); + case 'assign' + output = bids.transformers.assign(transformer, data); case 'concatenate' output = bids.transformers.concatenate(transformer, data); - case 'replace' - output = bids.transformers.replace(transformer, data); - case 'constant' output = bids.transformers.constant(transformer, data); @@ -140,17 +124,107 @@ case 'delete' output = bids.transformers.delete(transformer, data); + case 'dropna' + output = bids.transformers.drop_na(transformer, data); + + case 'factor' + output = bids.transformers.factor(transformer, data); + + case 'filter' + output = bids.transformers.filter(transformer, data); + + case 'rename' + output = bids.transformers.rename(transformer, data); + case 'select' output = bids.transformers.select(transformer, data); - case {'and', 'or', 'not'} - output = bids.transformers.logical(transformer, data); + case 'replace' + output = bids.transformers.replace(transformer, data); + + case 'split' + output = bids.transformers.split(transformer, data); + + otherwise + + not_implemented(transformer.Name); + + end + +end + +function output = apply_compute(transformer, data) + + transformerName = lower(transformer.Name); + + switch transformerName + + case 'sum' + output = bids.transformers.sum(transformer, data); + + case 'product' + output = bids.transformers.product(transformer, data); + + case 'mean' + output = bids.transformers.mean(transformer, data); + + case 'stddev' + output = bids.transformers.std(transformer, data); + + case 'scale' + output = bids.transformers.scale(transformer, data); + + case 'threshold' + output = bids.transformers.threshold(transformer, data); otherwise - bids.internal.error_handling(mfilename(), 'notImplemented', ... - sprintf('Transformer %s not implemented', transformer.Name), ... - false); + + not_implemented(transformer.Name); end end + +function not_implemented(name) + bids.internal.error_handling(mfilename(), 'notImplemented', ... + sprintf('Transformer %s not implemented', name), ... + false); +end + +function BASIC = basic_transfomers() + BASIC = {'Add' + 'Divide' + 'Multiply' + 'Power' + 'Subtract'}; +end + +function LOGICAL = logical_transfomers() + LOGICAL = {'And' + 'Or' + 'Not'}; +end + +function MUNGE = munge_transfomers() + MUNGE = {'Assign' + 'Concatenate' + 'Constant' + 'Copy' + 'Delete' + 'DropNA' + 'Filter' + 'Factor' + 'Rename' + 'Replace' + 'Select' + 'Split'}; +end + +function COMPUTE = compute_transfomers() + COMPUTE = {'Mean' + 'Product' + 'Scale' + 'StdDev' + 'Sum' + 'Threshold'}; +end diff --git a/tests/test_transformers/test_transformers_compute.m b/tests/test_transformers/test_transformers_compute.m index 304c287c..6e926529 100644 --- a/tests/test_transformers/test_transformers_compute.m +++ b/tests/test_transformers/test_transformers_compute.m @@ -29,7 +29,7 @@ transformers(2).Output = 'onset_plus_1'; % WHEN - new_content = bids.transformers(vis_motion_events(), transformers); + new_content = bids.transformers(transformers, vis_motion_events()); % THEN assert(all(ismember({'onset_plus_1'; 'onset_minus_3'}, fieldnames(new_content)))); @@ -48,7 +48,7 @@ transformers(1).Value = '3'; % WHEN - new_content = bids.transformers.basic(transformers, vis_motion_events()); + new_content = bids.transformers(transformers, vis_motion_events()); % THEN assertEqual(new_content.onset, [5; 7]); @@ -59,7 +59,7 @@ transformers(1).Value = '+'; % WHEN - assertExceptionThrown(@()bids.transformers.basic(transformers, vis_motion_events()), ... + assertExceptionThrown(@()bids.transformers(transformers, vis_motion_events()), ... 'basic:numericOrCoercableToNumericRequired'); % THEN @@ -74,7 +74,7 @@ function test_constant() 'Output', 'cst'); % WHEN - new_content = bids.transformers.constant(transformers, vis_motion_to_threshold_events()); + new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); assertEqual(new_content.cst, ones(4, 1)); @@ -84,27 +84,12 @@ function test_constant() 'Output', 'cst'); % WHEN - new_content = bids.transformers.constant(transformers, vis_motion_to_threshold_events()); + new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); assertEqual(new_content.cst, ones(4, 1) * 2); end -function test_drop_na() - - % GIVEN - transformers = struct('Name', 'Factor', ... - 'Input', {{'age', 'handedness'}}); - - % WHEN - new_content = bids.transformers.drop_na(transformers, participants()); - - % THEN - assertEqual(new_content.age, [21; 18; 46; 10]); - assertEqual(new_content.handedness, {'right'; 'left'; 'left'; 'right'}); - -end - function test_divide_several_inputs % GIVEN @@ -113,7 +98,7 @@ function test_drop_na() transformers(1).Value = 2; % WHEN - new_content = bids.transformers.basic(transformers, vis_motion_events()); + new_content = bids.transformers(transformers, vis_motion_events()); % THEN assertEqual(new_content.onset, [1; 2]); @@ -128,7 +113,7 @@ function test_mean() 'Input', {{'age'}}); % WHEN - new_content = bids.transformers.mean(transformers, participants()); + new_content = bids.transformers(transformers, participants()); % THEN assertEqual(new_content.age_mean, nan); @@ -140,7 +125,7 @@ function test_mean() 'OmitNan', true); % WHEN - new_content = bids.transformers.mean(transformers, participants()); + new_content = bids.transformers(transformers, participants()); % THEN assertEqual(new_content.age_mean_omitnan, 23.75); @@ -155,7 +140,7 @@ function test_product() 'Output', 'onset_times_duration'); % WHEN - new_content = bids.transformers.product(transformers, vis_motion_to_threshold_events()); + new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); % THEN assertEqual(new_content.onset_times_duration, [4; 8; 12; 16]); @@ -169,7 +154,7 @@ function test_std() 'Input', {{'age'}}); % WHEN - new_content = bids.transformers.std(transformers, participants()); + new_content = bids.transformers(transformers, participants()); % THEN assertEqual(new_content.age_std, nan); @@ -181,7 +166,7 @@ function test_std() 'OmitNan', true); % WHEN - new_content = bids.transformers.std(transformers, participants()); + new_content = bids.transformers(transformers, participants()); % THEN assertElementsAlmostEqual(new_content.age_std_omitnan, 15.543, 'absolute', 1e-3); @@ -196,7 +181,7 @@ function test_sum() 'Output', 'onset_plus_duration'); % WHEN - new_content = bids.transformers.sum(transformers, vis_motion_to_threshold_events()); + new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); % THEN assertEqual(new_content.onset_plus_duration, [4; 6; 8; 10]); @@ -208,7 +193,7 @@ function test_sum() 'Output', 'onset_plus_duration_with_weight'); % WHEN - new_content = bids.transformers.sum(transformers, vis_motion_to_threshold_events()); + new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); % THEN assertEqual(new_content.onset_plus_duration_with_weight, [6; 10; 14; 18]); @@ -223,7 +208,7 @@ function test_sum() transformers.Value = 2; % WHEN - new_content = bids.transformers.basic(transformers, vis_motion_events()); + new_content = bids.transformers(transformers, vis_motion_events()); % THEN assertEqual(new_content.intensity, [4; 16]); @@ -235,7 +220,7 @@ function test_sum() transformers.Output = 'intensity_cubed'; % WHEN - new_content = bids.transformers.basic(transformers, vis_motion_events()); + new_content = bids.transformers(transformers, vis_motion_events()); % THEN assertEqual(new_content.intensity_cubed, [8; -64]); @@ -245,11 +230,11 @@ function test_sum() function test_scale() %% GIVEN - transformers = struct('Name', 'Factor', ... + transformers = struct('Name', 'Scale', ... 'Input', {{'age'}}); % WHEN - new_content = bids.transformers.scale(transformers, participants()); + new_content = bids.transformers(transformers, participants()); % THEN assertElementsAlmostEqual(new_content.age, ... @@ -257,7 +242,7 @@ function test_scale() 'absolute', 1e-3); %% GIVEN - transformers = struct('Name', 'Factor', ... + transformers = struct('Name', 'Scale', ... 'Input', {{'age'}}, ... 'Demean', true, ... 'Rescale', true, ... @@ -265,7 +250,7 @@ function test_scale() 'Output', {{'age_demeaned_centered'}}); % WHEN - new_content = bids.transformers.scale(transformers, participants()); + new_content = bids.transformers(transformers, participants()); % THEN assertElementsAlmostEqual(new_content.age_demeaned_centered, ... @@ -295,7 +280,7 @@ function test_scale_nan_after() 'Demean', false, ... 'Output', {{'age_not_demeaned_after'}}); % WHEN - new_content = bids.transformers(participants(), transformers); + new_content = bids.transformers(transformers, participants()); % THEN assertElementsAlmostEqual(new_content.age_not_rescaled, ... @@ -331,7 +316,7 @@ function test_scale_nan_before() 'Output', {{'age_not_demeaned_before'}}); % WHEN - new_content = bids.transformers(participants(), transformers); + new_content = bids.transformers(transformers, participants()); % THEN assertElementsAlmostEqual(new_content.age_before, ... @@ -353,7 +338,7 @@ function test_scale_nan_before() transformers(1).Value = 3; % WHEN - new_content = bids.transformers.basic(transformers, vis_motion_events()); + new_content = bids.transformers(transformers, vis_motion_events()); % THEN assertEqual(new_content.onset, [-1; 1]); @@ -366,7 +351,7 @@ function test_threshold_output() 'Input', 'to_threshold', ... 'Output', 'tmp'); - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); assertEqual(new_content.tmp, [1; 2; 0; 0]); @@ -378,7 +363,7 @@ function test_threshold() transformers = struct('Name', 'Threshold', ... 'Input', 'to_threshold'); - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); % THEN assertEqual(new_content.to_threshold, [1; 2; 0; 0]); @@ -388,7 +373,7 @@ function test_threshold() 'Input', 'to_threshold', ... 'Threshold', 1); - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); % THEN assertEqual(new_content.to_threshold, [0; 2; 0; 0]); @@ -398,7 +383,7 @@ function test_threshold() 'Input', 'to_threshold', ... 'Binarize', true); - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); % THEN assertEqual(new_content.to_threshold, [1; 1; 0; 0]); @@ -409,7 +394,7 @@ function test_threshold() 'Binarize', true, ... 'Above', false); - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); % THEN assertEqual(new_content.to_threshold, [0; 0; 1; 1]); @@ -422,7 +407,7 @@ function test_threshold() 'Above', true, ... 'Signed', false); - new_content = bids.transformers.threshold(transformers, vis_motion_to_threshold_events()); + new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); % THEN assertEqual(new_content.to_threshold, [0; 1; 0; 1]); diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 373250ca..cc3df973 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -17,7 +17,7 @@ function test_no_transformation() transformers = struct([]); - new_content = bids.transformers(participants(), transformers); + new_content = bids.transformers(transformers, participants()); assertEqual(new_content, participants()); @@ -75,7 +75,7 @@ function test_and() 'Output', 'men_gt_twenty'); % WHEN - new_content = bids.transformers.logical(transformers, participants()); + new_content = bids.transformers(transformers, participants()); % THEN assertEqual(new_content.men_gt_twenty, [true; false; false; false; false]); @@ -90,7 +90,7 @@ function test_and_nan() 'Output', 'age_or_hand'); % WHEN - new_content = bids.transformers.logical(transformers, participants()); + new_content = bids.transformers(transformers, participants()); % THEN assertEqual(new_content.age_or_hand, [true; true; false; true; false]); @@ -105,7 +105,7 @@ function test_or() 'Output', 'men_or_gt_twenty'); % WHEN - new_content = bids.transformers.logical(transformers, participants()); + new_content = bids.transformers(transformers, participants()); % THEN assertEqual(new_content.men_or_gt_twenty, [true; true; true; false; false]); @@ -120,7 +120,7 @@ function test_not() 'Output', 'ager_lt_twenty'); % WHEN - new_content = bids.transformers.logical(transformers, participants()); + new_content = bids.transformers(transformers, participants()); % THEN assertEqual(new_content.ager_lt_twenty, [false; true; false; true; true]); @@ -151,7 +151,7 @@ function test_touch() 'Input', {{'tmp'}}); % WHEN - new_content = bids.transformers(tsv_content, transformers); + new_content = bids.transformers(transformers, tsv_content); % THEN % TODO assert whole content @@ -185,7 +185,7 @@ function test_combine_columns() 'Input', {{'tmp', 'Famous', 'FirstRep'}}); % WHEN - new_content = bids.transformers(tsv_content, transformers); + new_content = bids.transformers(transformers, tsv_content); % THEN % TODO assert whole content @@ -210,7 +210,7 @@ function test_complex_filter_with_and() 'Output', 'FirstRep'); % WHEN - new_content = bids.transformers(tsv_content, transformers); + new_content = bids.transformers(transformers, tsv_content); % THEN assert(all(ismember({'Famous'; 'FirstRep'}, fieldnames(new_content)))); @@ -223,7 +223,7 @@ function test_complex_filter_with_and() 'Output', 'FamousFirstRep'); % WHEN - new_content = bids.transformers(tsv_content, transformers); + new_content = bids.transformers(transformers, tsv_content); % THEN assertEqual(sum(new_content.FamousFirstRep), 26); @@ -242,7 +242,7 @@ function test_assign_with_target_attribute() data = face_rep_events(); data.Face = [1; 1; 1; 1]; - new_content = bids.transformers.assign(transformers, data); + new_content = bids.transformers(transformers, data); % check non involved fields are padded correctly expected.familiarity = cat(1, data.familiarity, repmat({nan}, 4, 1)); @@ -271,7 +271,7 @@ function test_assign() data = face_rep_events(); data.Face = [1; 1; 1; 1]; - new_content = bids.transformers.assign(transformers, data); + new_content = bids.transformers(transformers, data); assertEqual(new_content.Face, new_content.response_time); @@ -287,7 +287,7 @@ function test_assign_with_output() data = face_rep_events(); data.Face = [1; 1; 1; 1]; - new_content = bids.transformers.assign(transformers, data); + new_content = bids.transformers(transformers, data); assertEqual(new_content.new_face, new_content.response_time); @@ -304,7 +304,7 @@ function test_assign_with_output_and_input_attribute() data = face_rep_events(); data.Face = [1; 1; 1; 1]; - new_content = bids.transformers.assign(transformers, data); + new_content = bids.transformers(transformers, data); assertEqual(new_content.new_face, new_content.onset); @@ -316,7 +316,7 @@ function test_assign_missing_target() 'Input', 'response_time', ... 'Target', 'Face'); - assertExceptionThrown(@()bids.transformers.assign(transformers, face_rep_events()), ... + assertExceptionThrown(@()bids.transformers(transformers, face_rep_events()), ... 'check_field:missingTarget'); end @@ -333,7 +333,7 @@ function test_concatenate() 'Output', 'trial_type'); % WHEN - new_content = bids.transformers.concatenate(transformers, tsv_content); + new_content = bids.transformers(transformers, tsv_content); assertEqual(unique(new_content.trial_type), ... {'famous_1'; 'famous_2'; 'unfamiliar_1'; 'unfamiliar_2'}); @@ -348,7 +348,7 @@ function test_concatenate_strings() 'Output', 'trial_type'); % WHEN - new_content = bids.transformers.concatenate(transformers, face_rep_events()); + new_content = bids.transformers(transformers, face_rep_events()); assertEqual(unique(new_content.trial_type), ... {'Face_Famous face'; ... @@ -364,7 +364,7 @@ function test_concatenate_numbers() 'Output', 'trial_type'); % WHEN - new_content = bids.transformers.concatenate(transformers, face_rep_events()); + new_content = bids.transformers(transformers, face_rep_events()); assertEqual(unique(new_content.trial_type), ... {'2_1.5' @@ -383,7 +383,7 @@ function test_copy() transformers = struct('Name', 'Copy', ... 'Input', {{'face_type', 'repetition_type'}}, ... 'Output', {{'foo', 'bar'}}); - new_content = bids.transformers.copy(transformers, tsv_content); + new_content = bids.transformers(transformers, tsv_content); assert(all(ismember({'foo'; 'bar'}, fieldnames(new_content)))); assertEqual(new_content.foo, new_content.face_type); @@ -400,7 +400,7 @@ function test_delete_select() transformers = struct('Name', 'Delete', ... 'Input', 'face_type'); - new_content = bids.transformers.delete(transformers, tsv_content); + new_content = bids.transformers(transformers, tsv_content); assert(~(ismember({'face_type'}, fieldnames(new_content)))); @@ -408,7 +408,7 @@ function test_delete_select() transformers = struct('Name', 'Select', ... 'Input', 'face_type'); - new_content = bids.transformers.select(transformers, tsv_content); + new_content = bids.transformers(transformers, tsv_content); assertEqual(fieldnames(new_content), { 'face_type' 'onset' @@ -416,6 +416,21 @@ function test_delete_select() end +function test_drop_na() + + % GIVEN + transformers = struct('Name', 'DropNA', ... + 'Input', {{'age', 'handedness'}}); + + % WHEN + new_content = bids.transformers(transformers, participants()); + + % THEN + assertEqual(new_content.age, [21; 18; 46; 10]); + assertEqual(new_content.handedness, {'right'; 'left'; 'left'; 'right'}); + +end + function test_factor() % GIVEN @@ -423,7 +438,7 @@ function test_factor() 'Input', {{'familiarity'}}); % WHEN - new_content = bids.transformers.factor(transformers, face_rep_events()); + new_content = bids.transformers(transformers, face_rep_events()); % THEN assert(isfield(new_content, 'familiarity_1')); @@ -440,7 +455,7 @@ function test_factor_numeric() 'Input', {{'age'}}); % WHEN - new_content = bids.transformers.factor(transformers, participants()); + new_content = bids.transformers(transformers, participants()); % THEN assert(isfield(new_content, 'age_10')); @@ -467,7 +482,7 @@ function test_filter_numeric() 'Query', [' response_time ' types{i} ' 1.56']); % WHEN - new_content = bids.transformers.filter(transformers, face_rep_events()); + new_content = bids.transformers(transformers, face_rep_events()); % THEN types{i}; @@ -485,7 +500,7 @@ function test_filter_string() 'Query', ' familiarity == Famous face '); % WHEN - new_content = bids.transformers.filter(transformers, face_rep_events()); + new_content = bids.transformers(transformers, face_rep_events()); % THEN assertEqual(new_content.familiarity, {'Famous face'; nan; 'Famous face'; nan}); @@ -501,7 +516,7 @@ function test_filter_string_ouput() 'Output', 'famous_face'); % WHEN - new_content = bids.transformers.filter(transformers, face_rep_events()); + new_content = bids.transformers(transformers, face_rep_events()); % THEN assertEqual(new_content.familiarity, {'Famous face' @@ -520,7 +535,7 @@ function test_filter_across_columns() 'Output', 'familiarity_repetition_1'); % WHEN - new_content = bids.transformers.filter(transformers, face_rep_events); + new_content = bids.transformers(transformers, face_rep_events); % THEN assertEqual(new_content.familiarity_repetition_1, ... @@ -535,7 +550,7 @@ function test_filter_several_inputs() 'Query', 'repetition>1'); % WHEN - new_content = bids.transformers.filter(transformers, face_rep_events); + new_content = bids.transformers(transformers, face_rep_events); end @@ -548,7 +563,7 @@ function test_replace() transformers(1).Replace(2) = struct('key', 'Unfamiliar face', 'value', 'bar'); % WHEN - new_content = bids.transformers.replace(transformers, face_rep_events()); + new_content = bids.transformers(transformers, face_rep_events()); % THEN assertEqual(new_content.familiarity, {'foo'; 'bar'; 'foo'; 'bar'}); @@ -561,7 +576,7 @@ function test_replace() transformers(1).Attribute = 'duration'; % WHEN - new_content = bids.transformers.replace(transformers, face_rep_events()); + new_content = bids.transformers(transformers, face_rep_events()); % THEN assertEqual(unique(new_content.duration), 1); @@ -579,7 +594,7 @@ function test_replace_with_output() transformers(1).Attribute = 'duration'; % WHEN - new_content = bids.transformers.replace(transformers, face_rep_events()); + new_content = bids.transformers(transformers, face_rep_events()); % THEN assertEqual(unique(new_content.tmp), 1); @@ -596,7 +611,7 @@ function test_rename() transformers = struct('Name', 'Rename', ... 'Input', {{'face_type', 'repetition_type'}}, ... 'Output', {{'foo', 'bar'}}); - new_content = bids.transformers.rename(transformers, tsv_content); + new_content = bids.transformers(transformers, tsv_content); assert(all(ismember({'foo'; 'bar'}, fieldnames(new_content)))); assert(all(~ismember({'face_type'; 'repetition_type'}, fieldnames(new_content)))); @@ -612,7 +627,7 @@ function test_select() 'Input', {{'age'}}); % WHEN' - new_content = bids.transformers.select(transformers, participants()); + new_content = bids.transformers(transformers, participants()); % THEN assertEqual(fieldnames(new_content), {'age'}); @@ -626,7 +641,7 @@ function test_select_event() 'Input', {{'familiarity'}}); % WHEN' - new_content = bids.transformers.select(transformers, face_rep_events()); + new_content = bids.transformers(transformers, face_rep_events()); % THEN assertEqual(fieldnames(new_content), {'familiarity'; 'onset'; 'duration'}); @@ -641,7 +656,7 @@ function test_split_empty_by() 'By', {{}}); % WHEN' - new_content = bids.transformers.split(transformers, participants()); + new_content = bids.transformers(transformers, participants()); % THEN assertEqual(new_content, participants); @@ -656,7 +671,7 @@ function test_split_simple() 'By', {{'sex'}}); % WHEN' - new_content = bids.transformers.split(transformers, participants()); + new_content = bids.transformers(transformers, participants()); % THEN assertEqual(new_content.age_BY_sex_M, [21; 18; nan; nan; nan]); @@ -672,7 +687,7 @@ function test_split_simple_string() 'By', {{'sex'}}); % WHEN' - new_content = bids.transformers.split(transformers, participants()); + new_content = bids.transformers(transformers, participants()); % THEN assertEqual(new_content.handedness_BY_sex_F, {nan; nan; nan; 'left'; 'right'}); @@ -688,7 +703,7 @@ function test_split_nested() 'By', {{'sex', 'handedness'}}); % WHEN' - new_content = bids.transformers.split(transformers, participants()); + new_content = bids.transformers(transformers, participants()); % THEN assert(isfield(new_content, 'age_BY_handedness_left_BY_sex_M')); From d822612e53780571ac548b051eb53bf63b9eb4a6 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 16 May 2022 12:39:10 +0200 Subject: [PATCH 152/340] try silencing the tons of octave warnings --- tests/test_transformers/test_transformers_compute.m | 4 ++++ tests/test_transformers/test_transformers_munge.m | 3 +++ 2 files changed, 7 insertions(+) diff --git a/tests/test_transformers/test_transformers_compute.m b/tests/test_transformers/test_transformers_compute.m index 6e926529..5a3abe61 100644 --- a/tests/test_transformers/test_transformers_compute.m +++ b/tests/test_transformers/test_transformers_compute.m @@ -2,6 +2,10 @@ % % (C) Copyright 2022 Remi Gau + if bids.internal.is_octave + warning off; + end + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 test_functions = localfunctions(); %#ok<*NASGU> catch % no problem; early Matlab versions can use initTestSuite fine diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index cc3df973..6c9739c2 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -2,6 +2,9 @@ % % (C) Copyright 2022 Remi Gau + if bids.internal.is_octave + warning off; + end try % assignment of 'localfunctions' is necessary in Matlab >= 2016 test_functions = localfunctions(); %#ok<*NASGU> catch % no problem; early Matlab versions can use initTestSuite fine From cfb59dd7fe52b3213bfc2ced57f23745816a05fb Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 16 May 2022 13:56:54 +0200 Subject: [PATCH 153/340] silence transformers test for Octave --- tests/test_transformers/test_transformers_class.m | 4 ++++ tests/test_transformers/test_transformers_compute.m | 2 +- tests/test_transformers/test_transformers_munge.m | 2 +- 3 files changed, 6 insertions(+), 2 deletions(-) diff --git a/tests/test_transformers/test_transformers_class.m b/tests/test_transformers/test_transformers_class.m index 136b1910..6a232e3c 100644 --- a/tests/test_transformers/test_transformers_class.m +++ b/tests/test_transformers/test_transformers_class.m @@ -2,6 +2,10 @@ % % (C) Copyright 2022 Remi Gau + if bids.internal.is_octave + return + end + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 test_functions = localfunctions(); %#ok<*NASGU> catch % no problem; early Matlab versions can use initTestSuite fine diff --git a/tests/test_transformers/test_transformers_compute.m b/tests/test_transformers/test_transformers_compute.m index 5a3abe61..bc02fd09 100644 --- a/tests/test_transformers/test_transformers_compute.m +++ b/tests/test_transformers/test_transformers_compute.m @@ -3,7 +3,7 @@ % (C) Copyright 2022 Remi Gau if bids.internal.is_octave - warning off; + return end try % assignment of 'localfunctions' is necessary in Matlab >= 2016 diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 6c9739c2..b0a93fe4 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -3,7 +3,7 @@ % (C) Copyright 2022 Remi Gau if bids.internal.is_octave - warning off; + return end try % assignment of 'localfunctions' is necessary in Matlab >= 2016 test_functions = localfunctions(); %#ok<*NASGU> From 4d58d2089a9c6c40c7066ae1486be6a203062a68 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 16 May 2022 17:22:31 +0200 Subject: [PATCH 154/340] fix spm facerep download --- +bids/+util/download_ds.m | 3 +++ 1 file changed, 3 insertions(+) diff --git a/+bids/+util/download_ds.m b/+bids/+util/download_ds.m index af706718..7f869483 100644 --- a/+bids/+util/download_ds.m +++ b/+bids/+util/download_ds.m @@ -114,6 +114,9 @@ case 'MoAEpilot.bids' copyfile(fullfile(out_path, 'MoAEpilot', '*'), out_path); rmdir(fullfile(out_path, 'MoAEpilot'), 's'); + case 'face_rep' + copyfile(fullfile(out_path, basename, '*'), out_path); + rmdir(fullfile(out_path, basename), 's'); case 'multimodal_eeg' copyfile(fullfile(bids.internal.root_dir, 'EEG', '*'), out_path); otherwise From c30cf22765280a81e5ef3cd04e62796e13fc4477 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 17 May 2022 19:55:43 +0200 Subject: [PATCH 155/340] make bids.File more tolerant of files with no entity --- +bids/File.m | 1 - tests/test_bids_file.m | 11 +++++++++++ 2 files changed, 11 insertions(+), 1 deletion(-) diff --git a/+bids/File.m b/+bids/File.m index 7414c788..d24ab6ca 100644 --- a/+bids/File.m +++ b/+bids/File.m @@ -681,7 +681,6 @@ function bids_file_error(obj, id, msg) switch id case 'noEntity' msg = 'No entity-label pairs.'; - obj.tolerant = false; case 'schemaMissing' msg = 'no schema specified: run file.use_schema()'; diff --git a/tests/test_bids_file.m b/tests/test_bids_file.m index 374c1d04..4796a0f6 100644 --- a/tests/test_bids_file.m +++ b/tests/test_bids_file.m @@ -15,6 +15,17 @@ % % end +function test_no_entity_warning + + if bids.internal.is_octave + return + end + + assertWarning(@()bids.File('TStatistic.nii', 'verbose', true), ... + 'File:noEntity'); + +end + function test_participants pth_bids_example = get_test_data_dir(); From c794786d7055d948aec3220aa433f44e718797f7 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 18 May 2022 11:49:37 +0200 Subject: [PATCH 156/340] add basic demo for bids.File --- demos/working_with_files.m | 102 +++++++++++++++++++++++++++++++++++++ 1 file changed, 102 insertions(+) create mode 100644 demos/working_with_files.m diff --git a/demos/working_with_files.m b/demos/working_with_files.m new file mode 100644 index 00000000..d0ba7b42 --- /dev/null +++ b/demos/working_with_files.m @@ -0,0 +1,102 @@ +% (C) Copyright 2021 Remi Gau + +% demos to show how to use bids-matlab +% to create and edit file BIDS filenames +% +% bids.File is a class that helps you work with BIDS files +% +% - generate valid BIDS or BIDS-like filenames +% - parse existing filenames +% - edit those filenames +% - rename files +% - access that file metadata +% + +%% Parsing filenames +bf = bids.File('sub-01_ses-02_task-face_run-01_bold.nii.gz'); + +disp(bf.suffix); +disp(bf.entities); +disp(bf.extension); + +%% Changing parts of the filename + +bf = bids.File('sub-01_ses-02_task-face_run-01_bold.nii.gz'); +bf.entities.sub = '02'; + +disp(bf.filename); + +%% Removing part of the name + +bf = bids.File('sub-01_ses-02_task-face_run-01_bold.nii.gz'); +bf.entities.ses = ''; + +disp(bf.filename); + +%% Adding things to the name + +bf = bids.File('sub-01_task-face_run-01_bold.nii.gz'); +bf.entities.ses = '02'; + +% oops "ses-02" should be at the beginning +disp(bf.filename); + +% let's reorder things +bf = bf.reorder_entities(); + +% fixed +disp(bf.filename); + +%% Renaming existing files + +% let's create a dummy file to work with +% by calling the linux "touch" command +system('touch sub-01_ses-02_task-face_run-01_bold.nii.gz'); + +input_file = fullfile(pwd, 'sub-01_ses-02_task-face_run-01_bold.nii.gz'); + +% let's change the filename +bf = bids.File(input_file); +bf.entities.sub = '02'; +bf.entities.ses = ''; +bf.entities.run = ''; + +% use the rename method to see how the file WOULD be renamed +bf.rename('verbose', true); + +% use "dry_run" false to actually rename the file +bf.rename('verbose', true, ... + 'dry_run', false); + +% you may need to use the 'force' parameter +% if you want to overwrite existing files +% +% bf.rename('verbose', true, ... +% 'dry_run', false, ... +% 'force', true); + +% let's add a test to make sure the expected file exist +expected_file = fullfile(pwd, 'sub-02_task-face_bold.nii.gz'); +assert(exist(expected_file, 'file') == 2); + +% we clean up the mess we did +delete(expected_file); + +%% Accessing metadata + +% creating dummy data +system('touch sub-01_ses-02_task-face_run-01_bold.nii.gz'); +% creating dummy metada +bids.util.jsonencode('sub-01_ses-02_task-face_run-01_bold.json', ... + struct('TaskName', 'face', ... + 'RepetitionTime', 1.5)); +% access metadata +input_file = fullfile(pwd, 'sub-01_ses-02_task-face_run-01_bold.nii.gz'); + +bf = bids.File(input_file); + +disp(bf.metadata.TaskName); + +disp(bf.metadata.RepetitionTime); + +delete('sub-01_ses-02_task-face_run-01_bold.*'); From 17b12f812e90416dc89b7459dae8083d288cb8e0 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 18 May 2022 12:16:01 +0200 Subject: [PATCH 157/340] update demo --- ...3_BIDS-Matlab_filenames_and_metadata.ipynb | 59 +++++++++++++++---- demos/working_with_files.m | 54 ++++++++++++++++- 2 files changed, 102 insertions(+), 11 deletions(-) diff --git a/demos/notebooks/03_BIDS-Matlab_filenames_and_metadata.ipynb b/demos/notebooks/03_BIDS-Matlab_filenames_and_metadata.ipynb index 7b38a8a0..9a2d6b02 100644 --- a/demos/notebooks/03_BIDS-Matlab_filenames_and_metadata.ipynb +++ b/demos/notebooks/03_BIDS-Matlab_filenames_and_metadata.ipynb @@ -19,7 +19,11 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "vscode": { + "languageId": "json" + } + }, "outputs": [], "source": [ "% add bids-matlab to path\n", @@ -71,7 +75,11 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "vscode": { + "languageId": "json" + } + }, "outputs": [], "source": [ "input = struct('ext', '.nii');\n", @@ -85,7 +93,11 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "vscode": { + "languageId": "json" + } + }, "outputs": [ { "name": "stdout", @@ -111,7 +123,11 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "vscode": { + "languageId": "json" + } + }, "outputs": [ { "name": "stdout", @@ -138,7 +154,10 @@ "cell_type": "code", "execution_count": 5, "metadata": { - "scrolled": true + "scrolled": true, + "vscode": { + "languageId": "json" + } }, "outputs": [ { @@ -178,7 +197,11 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "vscode": { + "languageId": "json" + } + }, "outputs": [ { "name": "stdout", @@ -225,7 +248,11 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "vscode": { + "languageId": "json" + } + }, "outputs": [ { "name": "stdout", @@ -263,7 +290,11 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "vscode": { + "languageId": "json" + } + }, "outputs": [ { "name": "stdout", @@ -294,7 +325,11 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "vscode": { + "languageId": "json" + } + }, "outputs": [ { "name": "stdout", @@ -348,7 +383,11 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "vscode": { + "languageId": "json" + } + }, "outputs": [ { "name": "stdout", diff --git a/demos/working_with_files.m b/demos/working_with_files.m index d0ba7b42..12ae4bdb 100644 --- a/demos/working_with_files.m +++ b/demos/working_with_files.m @@ -47,6 +47,34 @@ % fixed disp(bf.filename); +% note this also works with the derivatives entities of BIDS +bf.entities.desc = 'mean'; +bf.entities.space = 'individual'; +bf.entities.hemi = 'L'; + +bf = bf.reorder_entities(); + +disp(bf.filename); + +%% Generating a filename from scratch + +% define the specification of the name to create +spec = struct('ext', '.eeg', ... + 'suffix', 'eeg', ... + 'entities', struct('task', 'lineCrossing', ... + 'run', '02', ... + 'sub', '01')); + +% by default the entities are ordered +% in the way you'entered them +bf = bids.File(spec); +disp(bf.filename); + +% but you can use the BIDS schema +% to make sure things are ordered the right way +bf = bids.File(spec, 'use_schema', true); +disp(bf.filename); + %% Renaming existing files % let's create a dummy file to work with @@ -82,6 +110,29 @@ % we clean up the mess we did delete(expected_file); +%% Renaming existing files with specification + +% same as above but allows you to specify all the changes to apply +% in a single "spec" structure + +system('touch sub-01_ses-02_task-face_run-01_bold.nii.gz'); +input_file = fullfile(pwd, 'sub-01_ses-02_task-face_run-01_bold.nii.gz'); + +bf = bids.File(input_file); + +spec = struct('entities', struct('desc', 'mean', ... + 'ses', '', ... + 'run', '')); + +bf.rename('spec', spec, ... + 'verbose', true, ... + 'dry_run', false); + +expected_file = fullfile(pwd, 'sub-01_task-face_desc-mean_bold.nii.gz'); +assert(exist(expected_file, 'file') == 2); + +delete('*.nii.gz'); + %% Accessing metadata % creating dummy data @@ -99,4 +150,5 @@ disp(bf.metadata.RepetitionTime); -delete('sub-01_ses-02_task-face_run-01_bold.*'); +delete('*.nii.gz'); +delete('*.json'); From 4aafa8897895e1c36869b41ffb1127dbfd9b9774 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 22 May 2022 22:01:24 +0200 Subject: [PATCH 158/340] fix missing index in model to return all Nodes with a given name and not copies of the first one --- +bids/Model.m | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index a3e28ee6..35728d3e 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -280,9 +280,9 @@ idx = find(idx); for i = 1:numel(idx) if iscell(obj.Nodes) - value{end + 1} = obj.Nodes{idx}; + value{end + 1} = obj.Nodes{idx(i)}; elseif isstruct(obj.Nodes) - value{end + 1} = obj.Nodes(idx); + value{end + 1} = obj.Nodes(idx(i)); end end else From 57e5d54afd0289bffabec0d93e30b1c092f3d24a Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 25 May 2022 17:08:56 +0200 Subject: [PATCH 159/340] silence bids.File prefix warning when not using schema --- +bids/File.m | 16 ++++++++++++---- tests/test_bids_file.m | 2 +- 2 files changed, 13 insertions(+), 5 deletions(-) diff --git a/+bids/File.m b/+bids/File.m index d24ab6ca..757b3f2b 100644 --- a/+bids/File.m +++ b/+bids/File.m @@ -123,6 +123,10 @@ obj.tolerant = args.Results.tolerant; obj.verbose = args.Results.verbose; + if args.Results.use_schema + obj.schema = bids.Schema(); + end + if isempty(args.Results.input) f_struct = struct([]); elseif ischar(args.Results.input) @@ -134,9 +138,6 @@ f_struct = args.Results.input; end - obj.verbose = args.Results.verbose; - obj.tolerant = args.Results.tolerant; - if isfield(f_struct, 'prefix') obj.prefix = f_struct.prefix; end @@ -537,7 +538,10 @@ % file = file.use_schema(); % - obj.schema = bids.Schema(); + if isempty(obj.schema) + obj.schema = bids.Schema(); + end + obj = obj.get_required_entities(); obj = obj.get_entity_order_from_schema(); obj.validate_entities(); @@ -678,6 +682,10 @@ function bids_file_error(obj, id, msg) msg = ''; end + if isempty(obj.schema) && ismember(id, {'prefixDefined'}) + return + end + switch id case 'noEntity' msg = 'No entity-label pairs.'; diff --git a/tests/test_bids_file.m b/tests/test_bids_file.m index 4796a0f6..d51c8e19 100644 --- a/tests/test_bids_file.m +++ b/tests/test_bids_file.m @@ -512,7 +512,7 @@ function test_error_no_extension() function test_name_validation() filename = 'wuasub-01_task-faceRecognition_ses-test_run-02_bold.nii'; - assertExceptionThrown(@() bids.File(filename, 'tolerant', false), ... + assertExceptionThrown(@() bids.File(filename, 'tolerant', false, 'use_schema', true), ... 'File:prefixDefined'); filename = 'bold.nii'; From c4f85454cd0cecff5c8bab94654850625c62d69b Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 25 May 2022 18:05:23 +0200 Subject: [PATCH 160/340] fix default behavior of bids.Model.get_nodes --- +bids/Model.m | 102 +++++++++++++++++++++++----------------- miss_hit.cfg | 2 +- tests/test_bids_model.m | 3 ++ 3 files changed, 63 insertions(+), 44 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index a3e28ee6..d0392fbf 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -238,60 +238,76 @@ value = obj.Nodes; idx = 1:numel(value); - else + if ~iscell(value) + value = {value}; + end + return - value = {}; + end - allowed_levels = @(x) all(ismember(lower(x), {'run', 'session', 'subject', 'dataset'})); + value = {}; - args = inputParser; - args.addParameter('Level', '', allowed_levels); - args.addParameter('Name', ''); - args.parse(varargin{:}); + allowed_levels = @(x) all(ismember(lower(x), {'', 'run', 'session', 'subject', 'dataset'})); - Level = lower(args.Results.Level); - if ~strcmp(Level, '') - if ischar(Level) - Level = {Level}; - end - if iscell(obj.Nodes) - levels = cellfun(@(x) lower(x.Level), obj.Nodes, 'UniformOutput', false); - elseif isstruct(obj.Nodes) - levels = lower({obj.Nodes.Level}'); - end - idx = ismember(levels, Level); + args = inputParser; + args.addParameter('Level', '', allowed_levels); + args.addParameter('Name', ''); + args.parse(varargin{:}); + + Level = lower(args.Results.Level); + Name = lower(args.Results.Name); %#ok<*PROPLC> + + if strcmp(Name, '') && strcmp(Level, '') + value = obj.Nodes; + idx = 1:numel(value); + + if ~iscell(value) + value = {value}; end + return - Name = lower(args.Results.Name); %#ok<*PROPLC> - if ~strcmp(Name, '') - if ischar(Name) - Name = {Name}; - end - if iscell(obj.Nodes) - names = cellfun(@(x) lower(x.Name), obj.Nodes, 'UniformOutput', false); - elseif isstruct(obj.Nodes) - names = lower({obj.Nodes.Name}'); - end - idx = ismember(names, Name); + end + + if ~strcmp(Level, '') + if ischar(Level) + Level = {Level}; + end + if iscell(obj.Nodes) + levels = cellfun(@(x) lower(x.Level), obj.Nodes, 'UniformOutput', false); + elseif isstruct(obj.Nodes) + levels = lower({obj.Nodes.Level}'); end + idx = ismember(levels, Level); + end - % TODO merge idx when both Level and Name are passed as parameters - if any(idx) - idx = find(idx); - for i = 1:numel(idx) - if iscell(obj.Nodes) - value{end + 1} = obj.Nodes{idx}; - elseif isstruct(obj.Nodes) - value{end + 1} = obj.Nodes(idx); - end + if ~strcmp(Name, '') + if ischar(Name) + Name = {Name}; + end + if iscell(obj.Nodes) + names = cellfun(@(x) lower(x.Name), obj.Nodes, 'UniformOutput', false); + elseif isstruct(obj.Nodes) + names = lower({obj.Nodes.Name}'); + end + idx = ismember(names, Name); + end + + % TODO merge idx when both Level and Name are passed as parameters + if any(idx) + idx = find(idx); + for i = 1:numel(idx) + if iscell(obj.Nodes) + value{end + 1} = obj.Nodes{idx}; + elseif isstruct(obj.Nodes) + value{end + 1} = obj.Nodes(idx); end - else - msg = sprintf('Could not find a corresponding Node.'); - bids.internal.error_handling(mfilename(), 'missingNode', msg, ... - obj.tolerant, ... - obj.verbose); end + else + msg = sprintf('Could not find a corresponding Node.'); + bids.internal.error_handling(mfilename(), 'missingNode', msg, ... + obj.tolerant, ... + obj.verbose); end if ~iscell(value) diff --git a/miss_hit.cfg b/miss_hit.cfg index ffb89516..a2aa6ab4 100644 --- a/miss_hit.cfg +++ b/miss_hit.cfg @@ -19,6 +19,6 @@ tab_width: 2 # metrics limit for the code quality (https://florianschanda.github.io/miss_hit/metrics.html) metric "cnest": limit 5 -metric "file_length": limit 750 +metric "file_length": limit 800 metric "cyc": limit 21 metric "parameters": limit 8 diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index 6e54aa61..cc44d177 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -87,6 +87,9 @@ function test_model_get_nodes() bm = bids.Model('file', model_file('narps'), 'verbose', false); assertEqual(numel(bm.get_nodes), 5); + assertEqual(numel(bm.get_nodes('Level', '')), 5); + assertEqual(numel(bm.get_nodes('Name', '')), 5); + assertEqual(numel(bm.get_nodes('Level', '', 'Name', '')), 5); assertEqual(numel(bm.get_nodes('Level', 'Run')), 1); assertEqual(numel(bm.get_nodes('Level', 'Dataset')), 3); assertEqual(numel(bm.get_nodes('Name', 'negative-loss')), 1); From 1f2726e20aeb4f209bcb96b5486f73b69d96dc77 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 25 May 2022 18:14:37 +0200 Subject: [PATCH 161/340] reimplement 4aafa88 --- +bids/Model.m | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index d0392fbf..7122beef 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -297,9 +297,9 @@ idx = find(idx); for i = 1:numel(idx) if iscell(obj.Nodes) - value{end + 1} = obj.Nodes{idx}; + value{end + 1} = obj.Nodes{idx(i)}; elseif isstruct(obj.Nodes) - value{end + 1} = obj.Nodes(idx); + value{end + 1} = obj.Nodes(idx(i)); end end From dfc2bead966037e4054773d523201fa61e40ab55 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 29 May 2022 10:07:01 +0200 Subject: [PATCH 162/340] fix filter transformer --- +bids/+transformers/filter.m | 32 ++++++++----------- +bids/+transformers/get_query.m | 6 ++++ .../test_transformers_munge.m | 22 ++++++++++++- 3 files changed, 41 insertions(+), 19 deletions(-) diff --git a/+bids/+transformers/filter.m b/+bids/+transformers/filter.m index 260c829d..e555c8a9 100644 --- a/+bids/+transformers/filter.m +++ b/+bids/+transformers/filter.m @@ -41,16 +41,21 @@ % 'Input', 'sex', ... % 'Query', 'age > 20'); % - % data.sex = ; - % data.age = ; + % data.sex = {'M', 'F', 'F', 'M'}; + % data.age = [10, 21, 15, 26]; % % data = bids.transformers(transformer, data); % % data.sex % - % ans = + % ans = % + % 4X1 cell array % + % [NaN] + % 'F' + % [NaN] + % 'M' % % % (C) Copyright 2022 BIDS-MATLAB developers @@ -79,7 +84,8 @@ end - idx = strcmp(data.(left), right); + idx = regexp(data.(left), right, 'match'); + idx = ~cellfun('isempty', idx); elseif isnumeric(data.(left)) @@ -111,22 +117,12 @@ clear tmp; - if iscellstr(data.(input{i})) - - tmp(idx, 1) = data.(input{i})(idx); + tmp(idx, 1) = data.(input{i})(idx); + if iscell(tmp) tmp(~idx, 1) = repmat({nan}, sum(~idx), 1); - - elseif isnumeric(data.(input{i})) - - tmp(idx, 1) = data.(left)(idx); - - if iscellstr(tmp) - tmp(~idx, 1) = repmat({nan}, sum(~idx), 1); - else - tmp(~idx, 1) = nan; - end - + else + tmp(~idx, 1) = nan; end data.(output{i}) = tmp; diff --git a/+bids/+transformers/get_query.m b/+bids/+transformers/get_query.m index d75a2414..c2140b25 100644 --- a/+bids/+transformers/get_query.m +++ b/+bids/+transformers/get_query.m @@ -13,6 +13,12 @@ query = transformer.Query; end + % should not happen because only one query is allowed + % but in case the user did input things into a cell + if iscell(query) + query = query{1}; + end + % identify query type for i = 1:numel(supported_types) sts = strfind(query, supported_types{i}); diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index b0a93fe4..097d3ab0 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -510,7 +510,7 @@ function test_filter_string() end -function test_filter_string_ouput() +function test_filter_string_output() % GIVEN transformers = struct('Name', 'Filter', ... @@ -530,6 +530,22 @@ function test_filter_string_ouput() end +function test_filter_string_output_across_columns() + + % GIVEN + transformers = struct('Name', 'Filter', ... + 'Input', 'onset', ... + 'Query', ' familiarity == Famous face ', ... + 'Output', 'new'); + + % WHEN + new_content = bids.transformers(transformers, face_rep_events()); + + % THEN + assertEqual(new_content.new, [2; nan; 5; nan]); + +end + function test_filter_across_columns() transformers = struct('Name', 'Filter', ... @@ -555,6 +571,10 @@ function test_filter_several_inputs() % WHEN new_content = bids.transformers(transformers, face_rep_events); + assertEqual(new_content.repetition, [nan; nan; 2; 2]); + + assertEqual(new_content.response_time, [nan; nan; 1.56; 2.1]); + end function test_replace() From 7506d3124280066ac29fbf6654e471b807303b2a Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 29 May 2022 10:56:57 +0200 Subject: [PATCH 163/340] basic transformers can now act on specific rows --- +bids/+transformers/basic.m | 52 ++++++++++++++++++- +bids/+transformers/get_query.m | 10 +++- .../test_transformers_compute.m | 27 ++++++++++ 3 files changed, 86 insertions(+), 3 deletions(-) diff --git a/+bids/+transformers/basic.m b/+bids/+transformers/basic.m index 51c499d3..8543a590 100644 --- a/+bids/+transformers/basic.m +++ b/+bids/+transformers/basic.m @@ -65,6 +65,56 @@ input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data); + rows = logical(size(data.(input{1}))); + + [left, query_type, right] = bids.transformers.get_query(transformer); + if ~isempty(query_type) + bids.transformers.check_field(left, data, 'query', false); + % identify rows + if iscellstr(data.(left)) + + if ismember(query_type, {'>', '<', '>=', '<='}) + msg = sprtinf(['Types "%s" are not supported for queries on string\n'... + 'in query %s'], ... + {'>, <, >=, <='}, ... + query); + bids.internal.error_handling(mfilename(), ... + 'unsupportedQueryType', ... + msg, ... + false); + + end + + rows = regexp(data.(left), right, 'match'); + rows = ~cellfun('isempty', rows); + + elseif isnumeric(data.(left)) + + right = str2num(right); + + switch query_type + + case '==' + rows = data.(left) == right; + + case '>' + rows = data.(left) > right; + + case '<' + rows = data.(left) < right; + + case '>=' + rows = data.(left) >= right; + + case '<=' + rows = data.(left) <= right; + + end + + end + + end + for i = 1:numel(input) value = transformer.Value; @@ -102,7 +152,7 @@ end - data.(output{i}) = tmp; + data.(output{i})(rows, :) = tmp(rows, :); end diff --git a/+bids/+transformers/get_query.m b/+bids/+transformers/get_query.m index c2140b25..f789ceec 100644 --- a/+bids/+transformers/get_query.m +++ b/+bids/+transformers/get_query.m @@ -5,12 +5,18 @@ supported_types = {'>=', '<=', '==', '>', '<'}; - if isempty(transformer.Query) + if ~isfield(transformer, 'Query') || isempty(transformer.Query) bids.internal.error_handling(mfilename(), 'emptyQuery', ... 'empty query', ... - false); + true); + left = ''; + query_type = ''; + right = ''; + return + else query = transformer.Query; + end % should not happen because only one query is allowed diff --git a/tests/test_transformers/test_transformers_compute.m b/tests/test_transformers/test_transformers_compute.m index bc02fd09..3a9fb841 100644 --- a/tests/test_transformers/test_transformers_compute.m +++ b/tests/test_transformers/test_transformers_compute.m @@ -44,6 +44,33 @@ %% single step +function test_basic_to_specific_rows + %% GIVEN + transformers(1).Name = 'Add'; + transformers(1).Input = 'onset'; + transformers(1).Query = 'familiarity == Famous face'; + transformers(1).Value = 3; + + % WHEN + new_content = bids.transformers(transformers, face_rep_events()); + + % THEN + assertEqual(new_content.onset, [5; 4; 8; 8]); + + %% GIVEN + transformers(1).Name = 'Subtract'; + transformers(1).Input = 'onset'; + transformers(1).Query = 'response_time < 2'; + transformers(1).Value = 1; + + % WHEN + new_content = bids.transformers(transformers, face_rep_events()); + + % THEN + assertEqual(new_content.onset, [1; 4; 4; 8]); + +end + function test_add_coerce_value %% GIVEN From b16f0b9608b4a56b6373e9b67e24a234be26c6f5 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 29 May 2022 11:09:38 +0200 Subject: [PATCH 164/340] refactor and doc --- +bids/+transformers/basic.m | 48 ++++------------------ +bids/+transformers/filter.m | 49 ++-------------------- +bids/+transformers/identify_rows.m | 64 +++++++++++++++++++++++++++++ 3 files changed, 75 insertions(+), 86 deletions(-) create mode 100644 +bids/+transformers/identify_rows.m diff --git a/+bids/+transformers/basic.m b/+bids/+transformers/basic.m index 8543a590..615c0b72 100644 --- a/+bids/+transformers/basic.m +++ b/+bids/+transformers/basic.m @@ -12,6 +12,7 @@ % "Input": "onset", % "Value": 0.5, % "Output": "delayed_onset" + % "Query": "familiarity == Famous face" % } % % Each of these transformations takes one or more columns, @@ -30,6 +31,10 @@ % :param Value: **mandatory**. The value to perform operation with (i.e. operand). % :type Value: float % + % :param Query: optional. Boolean expression used to select on which rows to + % act. + % :type Query: string + % % :param Output: optional. List of column names to write out to. % :type Output: string or array % @@ -69,49 +74,10 @@ [left, query_type, right] = bids.transformers.get_query(transformer); if ~isempty(query_type) - bids.transformers.check_field(left, data, 'query', false); - % identify rows - if iscellstr(data.(left)) - - if ismember(query_type, {'>', '<', '>=', '<='}) - msg = sprtinf(['Types "%s" are not supported for queries on string\n'... - 'in query %s'], ... - {'>, <, >=, <='}, ... - query); - bids.internal.error_handling(mfilename(), ... - 'unsupportedQueryType', ... - msg, ... - false); - - end - - rows = regexp(data.(left), right, 'match'); - rows = ~cellfun('isempty', rows); - - elseif isnumeric(data.(left)) - - right = str2num(right); - switch query_type - - case '==' - rows = data.(left) == right; - - case '>' - rows = data.(left) > right; - - case '<' - rows = data.(left) < right; - - case '>=' - rows = data.(left) >= right; - - case '<=' - rows = data.(left) <= right; - - end + bids.transformers.check_field(left, data, 'query', false); - end + rows = bids.transformers.identify_rows(data, left, query_type, right); end diff --git a/+bids/+transformers/filter.m b/+bids/+transformers/filter.m index e555c8a9..ab292485 100644 --- a/+bids/+transformers/filter.m +++ b/+bids/+transformers/filter.m @@ -69,60 +69,19 @@ [left, query_type, right] = bids.transformers.get_query(transformer); bids.transformers.check_field(left, data, 'query', false); - % identify rows - if iscellstr(data.(left)) - - if ismember(query_type, {'>', '<', '>=', '<='}) - msg = sprtinf(['Types "%s" are not supported for queries on string\n'... - 'in query %s'], ... - {'>, <, >=, <='}, ... - query); - bids.internal.error_handling(mfilename(), ... - 'unsupportedQueryType', ... - msg, ... - false); - - end - - idx = regexp(data.(left), right, 'match'); - idx = ~cellfun('isempty', idx); - - elseif isnumeric(data.(left)) - - right = str2num(right); - - switch query_type - - case '==' - idx = data.(left) == right; - - case '>' - idx = data.(left) > right; - - case '<' - idx = data.(left) < right; - - case '>=' - idx = data.(left) >= right; - - case '<=' - idx = data.(left) <= right; - - end - - end + rows = bids.transformers.identify_rows(data, left, query_type, right); % filter rows of all inputs for i = 1:numel(input) clear tmp; - tmp(idx, 1) = data.(input{i})(idx); + tmp(rows, 1) = data.(input{i})(rows); if iscell(tmp) - tmp(~idx, 1) = repmat({nan}, sum(~idx), 1); + tmp(~rows, 1) = repmat({nan}, sum(~rows), 1); else - tmp(~idx, 1) = nan; + tmp(~rows, 1) = nan; end data.(output{i}) = tmp; diff --git a/+bids/+transformers/identify_rows.m b/+bids/+transformers/identify_rows.m new file mode 100644 index 00000000..d5ffc55d --- /dev/null +++ b/+bids/+transformers/identify_rows.m @@ -0,0 +1,64 @@ +function rows = identify_rows(data, left, query_type, right) + % + % USAGE:: + % + % rows = identify_rows(data, left, query_type, right) + % + % EXAMPLE:: + % + % transformer = struct('Name', 'Filter', ... + % 'Input', 'sex', ... + % 'Query', 'age > 20'); + % + % data.sex = {'M', 'F', 'F', 'M'}; + % data.age = [10, 21, 15, 26]; + % + % [left, query_type, right] = bids.transformers.get_query(transformer); + % rows = identify_rows(data, left, query_type, right); + % + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + if iscellstr(data.(left)) + + if ismember(query_type, {'>', '<', '>=', '<='}) + msg = sprtinf(['Types "%s" are not supported for queries on string\n'... + 'in query %s'], ... + {'>, <, >=, <='}, ... + query); + bids.internal.error_handling(mfilename(), ... + 'unsupportedQueryType', ... + msg, ... + false); + + end + + rows = regexp(data.(left), right, 'match'); + rows = ~cellfun('isempty', rows); + + elseif isnumeric(data.(left)) + + right = str2num(right); + + switch query_type + + case '==' + rows = data.(left) == right; + + case '>' + rows = data.(left) > right; + + case '<' + rows = data.(left) < right; + + case '>=' + rows = data.(left) >= right; + + case '<=' + rows = data.(left) <= right; + + end + + end +end From b80f0c4f46340a8db3074a0950eca41b7d811ced Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 29 May 2022 11:16:19 +0200 Subject: [PATCH 165/340] refactor CI --- ...miss_hit_code_quality.yml => miss_hit.yml} | 32 ++++++++------- .github/workflows/miss_hit_code_style.yml | 39 ------------------- .github/workflows/run_tests_matlab.yml | 6 ++- .github/workflows/run_tests_octave.yml | 4 ++ 4 files changed, 26 insertions(+), 55 deletions(-) rename .github/workflows/{miss_hit_code_quality.yml => miss_hit.yml} (51%) delete mode 100644 .github/workflows/miss_hit_code_style.yml diff --git a/.github/workflows/miss_hit_code_quality.yml b/.github/workflows/miss_hit.yml similarity index 51% rename from .github/workflows/miss_hit_code_quality.yml rename to .github/workflows/miss_hit.yml index c3be8334..b5032c7d 100644 --- a/.github/workflows/miss_hit_code_quality.yml +++ b/.github/workflows/miss_hit.yml @@ -1,43 +1,45 @@ -name: code quality -# runs the miss hit linter on the code base -# https://github.com/florianschanda/miss_hit/ -# see CONTRIBUTING.md for more information +name: miss_hit on: push: branches: - - master - main - dev + paths: + - '**.m' pull_request: branches: ['*'] + paths: + - '**.m' jobs: - style: + + miss_hit: runs-on: ubuntu-latest + strategy: + matrix: + command: ["mh_style", "mh_metric --ci && mh_lint"] + fail-fast: true # cancel all jobs if one fails + steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v3 with: submodules: true fetch-depth: 1 - - name: Set up Python 3.6 + - name: Set up Python uses: actions/setup-python@v2 with: - python-version: 3.6 + python-version: 3.9 - name: Install dependencies run: | python -m pip install --upgrade pip setuptools pip3 install -r requirements.txt - - name: MISS_HIT Metrics - run: | - mh_metric --ci - - - name: MISS_HIT Bug finder + - name: ${{ matrix.command }} run: | - mh_lint + ${{ matrix.command }} diff --git a/.github/workflows/miss_hit_code_style.yml b/.github/workflows/miss_hit_code_style.yml deleted file mode 100644 index c98fbc7c..00000000 --- a/.github/workflows/miss_hit_code_style.yml +++ /dev/null @@ -1,39 +0,0 @@ -name: code style -# runs the miss hit linter on the code base -# https://github.com/florianschanda/miss_hit/ -# see CONTRIBUTING.md for more information - -on: - push: - branches: - - master - - main - - dev - pull_request: - branches: ['*'] - -jobs: - style: - - runs-on: ubuntu-latest - - steps: - - - uses: actions/checkout@v2 - with: - submodules: true - fetch-depth: 1 - - - name: Set up Python 3.6 - uses: actions/setup-python@v2 - with: - python-version: 3.6 - - - name: Install dependencies - run: | - python -m pip install --upgrade pip setuptools - pip3 install -r requirements.txt - - - name: MISS_HIT Code style - run: | - mh_style --process-slx diff --git a/.github/workflows/run_tests_matlab.yml b/.github/workflows/run_tests_matlab.yml index 0d5bcee4..cf8e4fb3 100644 --- a/.github/workflows/run_tests_matlab.yml +++ b/.github/workflows/run_tests_matlab.yml @@ -5,9 +5,13 @@ on: branches: - master - main - - dev + - + paths: + - '**.m' pull_request: branches: ["*"] + paths: + - '**.m' # Allows you to run this workflow manually from the Actions tab workflow_dispatch: diff --git a/.github/workflows/run_tests_octave.yml b/.github/workflows/run_tests_octave.yml index 2ff97647..d7e2e478 100644 --- a/.github/workflows/run_tests_octave.yml +++ b/.github/workflows/run_tests_octave.yml @@ -6,8 +6,12 @@ on: - master - main - dev + paths: + - '**.m' pull_request: branches: ['*'] + paths: + - '**.m' env: OCTFLAGS: --no-gui --no-window-system --silent From 9d19d182b57c6b2999f38db6a1730904aa05a344 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 29 May 2022 11:17:41 +0200 Subject: [PATCH 166/340] infra - read doc version from version.txt --- docs/source/conf.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/docs/source/conf.py b/docs/source/conf.py index f4d1550f..685b3c05 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -23,7 +23,8 @@ author = "BIDS-MATLAB developers" # The full version, including alpha/beta/rc tags -release = "v0.1.0dev" +with open('../../version.txt', encoding='utf-8') as version_file: + release = version_file.read() # -- General configuration --------------------------------------------------- From 308d0fe2f2c47e9feafbea18aa4386e8ebf3e1e0 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 29 May 2022 11:30:19 +0200 Subject: [PATCH 167/340] doc - update doc --- +bids/Model.m | 2 +- .readthedocs.yml | 26 ++++ README.md | 6 +- docs/requirements.txt | 1 + docs/source/conf.py | 9 +- docs/source/general_information.md | 215 +++++++++++++++++++++++++++++ docs/source/index.rst | 1 + docs/source/stats_model.rst | 2 +- 8 files changed, 257 insertions(+), 5 deletions(-) create mode 100644 .readthedocs.yml create mode 100644 docs/source/general_information.md diff --git a/+bids/Model.m b/+bids/Model.m index 7122beef..99613824 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -3,7 +3,7 @@ % Class to deal with BIDS stats models % % See the `BIDS stats model website - % `_ + % `_ % for more information. % % USAGE:: diff --git a/.readthedocs.yml b/.readthedocs.yml new file mode 100644 index 00000000..380ad385 --- /dev/null +++ b/.readthedocs.yml @@ -0,0 +1,26 @@ +# .readthedocs.yml +# Read the Docs configuration file +# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details + +# Required +version: 2 + +# Build documentation in the docs/ directory with Sphinx +sphinx: + configuration: docs/source/conf.py + builder: html + fail_on_warning: true + +# Build documentation with MkDocs +#mkdocs: +# configuration: mkdocs.yml + +# Optionally build your docs in additional formats such as PDF +formats: + - pdf + +# Optionally set the version of Python and requirements required to build your docs +python: + version: 3.9 + install: + - requirements: requirements.txt diff --git a/README.md b/README.md index 1e2c046c..2479277e 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,7 @@ + + + + [![tests_matlab](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_matlab.yml/badge.svg)](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_matlab.yml) [![tests_octave](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_octave.yml/badge.svg)](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_octave.yml) [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/bids-standard/bids-matlab/master?filepath=examples/tutorial.ipynb) @@ -5,7 +9,7 @@ [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.5910584.svg)](https://doi.org/10.5281/zenodo.5910584) [![All Contributors](https://img.shields.io/badge/all_contributors-13-orange.svg?style=flat-square)](#contributors-) - + # BIDS for MATLAB / Octave diff --git a/docs/requirements.txt b/docs/requirements.txt index aa3e0882..fc4281ce 100644 --- a/docs/requirements.txt +++ b/docs/requirements.txt @@ -3,3 +3,4 @@ sphinxcontrib-matlabdomain sphinxcontrib-napoleon sphinx_rtd_theme sphinx-copybutton +myst-parser diff --git a/docs/source/conf.py b/docs/source/conf.py index 685b3c05..c390c2b3 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -23,7 +23,7 @@ author = "BIDS-MATLAB developers" # The full version, including alpha/beta/rc tags -with open('../../version.txt', encoding='utf-8') as version_file: +with open("../../version.txt", encoding="utf-8") as version_file: release = version_file.read() @@ -32,7 +32,12 @@ # Add any Sphinx extension module names here, as strings. They can be # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom # ones. -extensions = ["sphinxcontrib.matlab", "sphinx.ext.autodoc", "sphinx_copybutton"] +extensions = [ + "sphinxcontrib.matlab", + "sphinx.ext.autodoc", + "sphinx_copybutton", + "myst_parser", +] matlab_src_dir = os.path.dirname(os.path.abspath("../../+bids")) primary_domain = "mat" diff --git a/docs/source/general_information.md b/docs/source/general_information.md new file mode 100644 index 00000000..2479277e --- /dev/null +++ b/docs/source/general_information.md @@ -0,0 +1,215 @@ + + + + +[![tests_matlab](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_matlab.yml/badge.svg)](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_matlab.yml) +[![tests_octave](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_octave.yml/badge.svg)](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_octave.yml) +[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/bids-standard/bids-matlab/master?filepath=examples/tutorial.ipynb) +[![View bids-matlab on File Exchange](https://www.mathworks.com/matlabcentral/images/matlab-file-exchange.svg)](https://nl.mathworks.com/matlabcentral/fileexchange/93740-bids-matlab) +[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.5910584.svg)](https://doi.org/10.5281/zenodo.5910584) +[![All Contributors](https://img.shields.io/badge/all_contributors-13-orange.svg?style=flat-square)](#contributors-) + + + +# BIDS for MATLAB / Octave + +This repository aims at centralising MATLAB/Octave tools to interact with +datasets conforming to the BIDS (Brain Imaging Data Structure) format. + +For more information about BIDS, visit https://bids.neuroimaging.io/. + +Join our chat on the +[BIDS-MATLAB channel](https://mattermost.brainhack.org/brainhack/channels/bids-matlab) +on the brainhack mattermost and our [google group](https://groups.google.com/g/bids-matlab). + +See also [PyBIDS](https://github.com/bids-standard/pybids) for Python and the +[BIDS Starter Kit](https://github.com/bids-standard/bids-starter-kit). + +## Installation + +Download, unzip this repository and add its content to the MATLAB/Octave path. + +```Matlab +unzip('https://github.com/bids-standard/bids-matlab/archive/master.zip'); +addpath('bids-matlab-master'); +``` + +Or clone it with git: + +```bash +git clone https://github.com/bids-standard/bids-matlab.git +``` + +and then add it to your MATLAB/Octave path. + +```Matlab +addpath('bids-matlab'); +``` + +### Get the latest features + +The latest features of bids-matlab that are in development are in our `dev` +"branch". + +To access them you can either download the `dev` branch from there: +https://github.com/bids-standard/bids-matlab/tree/dev + +Or you can check it out the `dev` branch after the adding this official +bids-matlab repository as a remote. + +``` +git add remote upstream https://github.com/bids-standard/bids-matlab.git +git checkout upstream/dev +``` + +## Features + +### What this toolbox can do + +- read the layout of a BIDS dataset (see `bids.layout`), +- perform queries on that layout to get information about the subjects, + sessions, runs, modalities, metadata... contained within that dataset (see + `bids.query`), +- parse the layout of "BIDS-derivative compatible" datasets (like those + generated by fMRIprep), + +- create BIDS compatible filenames or folder structures for raw or derivatives + datasets (`bids.File`, `bids.util.mkdir`, + `bids.dataset_description`), +- do basic copying of files to help initialize a derivative dataset + to start a new analysis (`bids.copy_to_derivative`), + +- generate a human readable report of the content of BIDS data set containing + anatomical MRI, functional MRI, diffusion weighted imaging, field map data + (see `bids.report`) +- read and write JSON files (see `bids.util.jsondecode` and + `bids.util.jsonwrite`) provided that the right + [dependencies](#reading-and-writing-json-files) are installed, +- read and write TSV files (see `bids.util.tsvread` and `bids.util.tsvwrite`) + +- access and query the BIDS schema (bids.schema) + +The behavior of this toolbox assumes that it is interacting with a valid BIDS +dataset that should have been validated using +[BIDS-validator](https://bids-standard.github.io/bids-validator/). If the +Node.js version of the validator is +[installed on your computer](https://github.com/bids-standard/bids-validator#quickstart), +you can call it from the matlab prompt using `bids.validate`. Just be aware that +any unvalidated components may produce undefined behavior. Although, if you're +BIDS-y enough, the behavior may be predictable. + +### What this toolbox cannot do... yet + +- generate human readable reports of the content of BIDS data with EEG, MEG, + iEEG, physio and events data, +- deal with some of the incoming BIDS extensions (BIDS model...) + +### What will this toolbox most likely never do + +- act as a Matlab / Octave based BIDS-validator +- act as a BIDS converter +- implement reading / writing capabilities for the different modality-specific + data format that exist in BIDS (`.nii`, `.eeg`, `.ds`, `.fif`...) + +## Usage + +BIDS matlab is structured as package, so you can easily access functions in subfolders +that start with `+`. + +To use the `+bids/layout.m` function: + +```Matlab +BIDS = bids.layout('/home/data/ds000117'); +bids.query(BIDS, 'subjects') +``` + +To use the `+bids/+util/jsondecode.m` function: + +```Matlab +content = bids.util.jsondecode('/home/data/some_json_file.json'); +``` + +A +[tutorial](https://github.com/bids-standard/bids-matlab/blob/master/examples/tutorial.ipynb) +is available as a Jupyter Notebook and can be run interactively via +[Binder](https://mybinder.org/v2/gh/bids-standard/bids-matlab/master?filepath=examples/tutorial.ipynb). + +## Requirements + +BIDS-MATLAB works with: + +- Octave 5.2.0 or newer +- MATLAB R2014a or newer + +We aim for compatibility with the latest stable release of Octave at any time. +Compatibility can sometimes also be achieved with older versions of Octave but +this is not guaranteed. + +### Reading and writing JSON files + +If you are using MATLAB R2016b or newer, nothing else needs to be installed. + +If you are using MATLAB R2016a or older, or using Octave, you need to install a +supported JSON library for your MATLAB or Octave. This can be any of: + +- [JSONio](https://github.com/gllmflndn/JSONio) for MATLAB or Octave +- [SPM12](https://www.fil.ion.ucl.ac.uk/spm/software/spm12/) + +## Implementation + +Starting point was `spm_BIDS.m` from [SPM12](https://github.com/spm/spm12) +([documentation](https://en.wikibooks.org/wiki/SPM/BIDS#BIDS_parser_and_queries)) +reformatted in a `+bids` package with dependencies to other SPM functions +removed. + +## Other tools (MATLAB only) + +- [dicm2nii](https://github.com/xiangruili/dicm2nii): A DICOM to BIDS + converter +- [imtool3D_BIDS](https://github.com/tanguyduval/imtool3D_td): A 3D viewer for + BIDS directory +- [Brainstorm](https://github.com/brainstorm-tools/brainstorm3): Comprehensive + brain analysis toolbox (includes BIDS + [import and export](https://neuroimage.usc.edu/brainstorm/ExportBids) and + different examples dealing with BIDS datasets (e.g. + [group analysis from a MEG visual dataset](https://neuroimage.usc.edu/brainstorm/Tutorials/VisualGroup), + [resting state analysis from OMEGA datasets](https://neuroimage.usc.edu/brainstorm/Tutorials/RestingOmega#BIDS_specifications) + ) + +## Contributors ✨ + +Thanks goes to these wonderful people +([emoji key](https://allcontributors.org/docs/en/emoji-key)): + + + + + + + + + + + + + + + + + + + + + + + +

Guillaume
💻 🎨 📖 💡 🤔 🚇 🚧 💬 👀 ⚠️
Remi Gau
💻 🎨 📖 💡 🤔 🚧 💬 👀 ⚠️
Andrew Janke
💻 🎨 📖 🤔 👀 🚇
tanguyduval
💻 📖 🤔
Robert Oostenveld
💻 📖 🤔 👀
Christopher Madan
🖋
Julia Guiomar Niso Galán
👀

Michał Szczepanik
🚇 🤔 💻
Henk Mutsaerts
💻 🤔
Nikita Beliy
💻 🤔 👀
Martin Norgaard
🐛 🤔
Cyril Pernet
💻 🤔
Christophe Phillips
🤔
CerenB
👀
+ + + + + + +This project follows the +[all-contributors](https://github.com/all-contributors/all-contributors) +specification. Contributions of any kind welcome! diff --git a/docs/source/index.rst b/docs/source/index.rst index 81fcb436..d732e7ea 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -16,6 +16,7 @@ To see how to install BIDS-Matlab, please check :maxdepth: 3 :caption: Content + general_information layout_query file function_description diff --git a/docs/source/stats_model.rst b/docs/source/stats_model.rst index cd85f8ae..d3dcc364 100644 --- a/docs/source/stats_model.rst +++ b/docs/source/stats_model.rst @@ -2,7 +2,7 @@ BIDS stats model handling ************************* See the `BIDS stats model website -`_ +`_ for more information. .. automodule:: +bids From 8afb872cb08e0a3dfa3a6fb55737416a8ab9d4ae Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 29 May 2022 11:31:43 +0200 Subject: [PATCH 168/340] add badge to readme --- README.md | 1 + docs/source/general_information.md | 1 + 2 files changed, 2 insertions(+) diff --git a/README.md b/README.md index 2479277e..3ed5fe76 100644 --- a/README.md +++ b/README.md @@ -2,6 +2,7 @@ +[![miss_hit](https://github.com/bids-standard/bids-matlab/actions/workflows/miss_hit.yml/badge.svg)](https://github.com/bids-standard/bids-matlab/actions/workflows/miss_hit.yml) [![tests_matlab](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_matlab.yml/badge.svg)](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_matlab.yml) [![tests_octave](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_octave.yml/badge.svg)](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_octave.yml) [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/bids-standard/bids-matlab/master?filepath=examples/tutorial.ipynb) diff --git a/docs/source/general_information.md b/docs/source/general_information.md index 2479277e..3ed5fe76 100644 --- a/docs/source/general_information.md +++ b/docs/source/general_information.md @@ -2,6 +2,7 @@ +[![miss_hit](https://github.com/bids-standard/bids-matlab/actions/workflows/miss_hit.yml/badge.svg)](https://github.com/bids-standard/bids-matlab/actions/workflows/miss_hit.yml) [![tests_matlab](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_matlab.yml/badge.svg)](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_matlab.yml) [![tests_octave](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_octave.yml/badge.svg)](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_octave.yml) [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/bids-standard/bids-matlab/master?filepath=examples/tutorial.ipynb) From 6bce06ce7c6efef8080ad5649f6e05c1f8616679 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 29 May 2022 11:32:25 +0200 Subject: [PATCH 169/340] change python version for RTD --- .readthedocs.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.readthedocs.yml b/.readthedocs.yml index 380ad385..d8ba1b2e 100644 --- a/.readthedocs.yml +++ b/.readthedocs.yml @@ -21,6 +21,6 @@ formats: # Optionally set the version of Python and requirements required to build your docs python: - version: 3.9 + version: 3.8 install: - requirements: requirements.txt From 72c809650e2939ca8fbab8c75603e7dcdc021da3 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 29 May 2022 11:34:47 +0200 Subject: [PATCH 170/340] do not fail doc build on warning --- .readthedocs.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.readthedocs.yml b/.readthedocs.yml index d8ba1b2e..826a8dde 100644 --- a/.readthedocs.yml +++ b/.readthedocs.yml @@ -9,7 +9,7 @@ version: 2 sphinx: configuration: docs/source/conf.py builder: html - fail_on_warning: true + fail_on_warning: false # Build documentation with MkDocs #mkdocs: From 5e7871e21759811735b88c8f3fabb8e3744447c8 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 29 May 2022 19:38:56 +0200 Subject: [PATCH 171/340] fix bids report to actually include metadata for functional data --- +bids/report.m | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/+bids/report.m b/+bids/report.m index 62ac72c1..ef67143e 100644 --- a/+bids/report.m +++ b/+bids/report.m @@ -223,10 +223,11 @@ function report_func(BIDS, filter, read_nii, verbose, file_id) % add mention of contrast for iTask = 1:numel(tasks) + this_filter = filter; this_filter.task = tasks{iTask}; - [filter, nb_runs] = update_filter_with_run_label(BIDS, filter); + [this_filter, nb_runs] = update_filter_with_run_label(BIDS, this_filter); - [~, metadata] = get_filemane_and_metadata(BIDS, filter); + [~, metadata] = get_filemane_and_metadata(BIDS, this_filter); boilerplate = bids.internal.replace_placeholders(boilerplate, metadata); acq_param = get_acq_param(BIDS, this_filter, read_nii, verbose); From 50db7d9f0572ba34ab84c740d6887a3eaddc4dee Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 30 May 2022 20:39:00 +0200 Subject: [PATCH 172/340] improve reports --- +bids/diagnostic.m | 2 +- +bids/report.m | 117 +++++++++++++++++++++++----- templates/boilerplates/anat.tmp | 2 +- templates/boilerplates/dwi.tmp | 2 +- templates/boilerplates/fmap.tmp | 2 +- templates/boilerplates/func.tmp | 2 +- templates/boilerplates/perf.tmp | 2 +- templates/boilerplates/pet.tmp | 2 +- templates/boilerplates/physio.tmp | 1 + tests/data/reports/MoAE_all.md | 50 +++++++----- tests/data/reports/asl003_perf.md | 53 ++++++++----- tests/data/reports/ds000117_anat.md | 21 +++-- tests/data/reports/ds000117_dwi.md | 25 +++--- tests/data/reports/ds000117_fmap.md | 55 +++++++------ tests/data/reports/ds000117_func.md | 29 ++++--- tests/data/reports/ds000117_meg.md | 27 +++++-- tests/data/reports/pet001_pet.md | 21 +++-- tests/test_report.m | 15 ++-- 18 files changed, 295 insertions(+), 133 deletions(-) create mode 100644 templates/boilerplates/physio.tmp diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index 2807a923..4f2ea00a 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -135,7 +135,7 @@ if ~isempty(args.Results.output_path) if exist(args.Results.output_path, 'dir') bids.util.mkdir(args.Results.output_path); - print(fig_name, '-dpng'); + print(fullfile(args.Results.output_path, fig_name), '-dpng'); end end diff --git a/+bids/report.m b/+bids/report.m index ef67143e..356e855c 100644 --- a/+bids/report.m +++ b/+bids/report.m @@ -39,7 +39,7 @@ % - report summary statistics on participants as suggested in COBIDAS report % - check if all subjects have the same content? % - take care of other recommended metafield in BIDS specs or COBIDAS? - % - add a dataset description (ethics, grant, scanner details...) + % - add a dataset description (ethics, grant...) default_BIDS = pwd; default_filter = struct('sub', '', 'ses', ''); @@ -59,6 +59,8 @@ parse(args, varargin{:}); + schema = bids.Schema(); + BIDS = bids.layout(args.Results.BIDS); filter = check_filter(BIDS, args); @@ -73,6 +75,9 @@ fprintf(1, '\n%s\n', repmat('-', 80, 1)); end + text = '\n# Data description\n'; + print_to_output(text, file_id, args.Results.verbose); + for i_sub = 1:nb_sub this_filter = filter; @@ -89,7 +94,7 @@ this_filter.ses = sessions{i_sess}; if numel(sessions) > 1 - text = sprintf('\n Working on session: %s\n', this_filter.ses); + text = sprintf('\n ## session %s\n', this_filter.ses); print_to_output(text, file_id, args.Results.verbose); end @@ -99,7 +104,9 @@ this_filter.modality = modalities(i_modality); - print_to_output([upper(this_filter.modality{1}) ' REPORT'], ... + desc = schema.content.objects.datatypes.(this_filter.modality{1}).name; + + print_to_output(['### ' desc ' data'], ... file_id, ... args.Results.verbose); @@ -139,6 +146,12 @@ function report_nifti(BIDS, filter, read_nii, verbose, file_id) for iType = 1:numel(suffixes) filter.suffix = suffixes{iType}; + + schema = bids.Schema(); + suffix_fullname = schema.content.objects.suffixes.(filter.suffix).name; + + print_to_output(['#### ' suffix_fullname], file_id, verbose); + boilerplate = get_boilerplate(filter.modality{1}, verbose); if ismember(filter.suffix, {'blood', 'asllabeling'}) @@ -206,15 +219,15 @@ function report_func(BIDS, filter, read_nii, verbose, file_id) for iType = 1:numel(suffixes) filter.suffix = suffixes{iType}; - boilerplate = get_boilerplate(filter.modality{1}, verbose); - if ismember(filter.suffix, {'physio'}) - not_supported(filter.suffix, verbose); - continue + if ~ismember(filter.suffix, {'physio', 'events'}) + print_to_output(['#### ' upper(filter.suffix) ' data'], file_id, verbose); end - % events are taken care of as part by print_events_info below - if ismember(filter.suffix, {'events'}) + boilerplate = get_boilerplate(filter.modality{1}, verbose); + + % events and physio are taken care of as part by print_X_info below + if ismember(filter.suffix, {'events', 'physio'}) continue end @@ -223,6 +236,8 @@ function report_func(BIDS, filter, read_nii, verbose, file_id) % add mention of contrast for iTask = 1:numel(tasks) + print_to_output(['##### Task ' tasks{iTask} ' data'], file_id, verbose); + this_filter = filter; this_filter.task = tasks{iTask}; [this_filter, nb_runs] = update_filter_with_run_label(BIDS, this_filter); @@ -245,7 +260,9 @@ function report_func(BIDS, filter, read_nii, verbose, file_id) print_text('task', file_id, verbose, acq_param); - print_events_info(file_id, BIDS, filter, verbose); + print_events_info(file_id, BIDS, this_filter, verbose); + + print_physio_info(file_id, BIDS, this_filter, verbose); end @@ -261,6 +278,8 @@ function report_meeg(BIDS, filter, verbose, file_id) filter.suffix = suffixes{iType}; + print_to_output(['#### ' upper(filter.suffix) ' data'], file_id, verbose); + boilerplate = get_boilerplate(filter.modality{1}, verbose); if ismember(filter.suffix, {'physio', 'channels', 'headshape'}) @@ -277,6 +296,8 @@ function report_meeg(BIDS, filter, verbose, file_id) for iTask = 1:numel(tasks) + print_to_output(['##### Task ' tasks{iTask} ' data'], file_id, verbose); + filter.task = tasks{iTask}; [filter, nb_runs] = update_filter_with_run_label(BIDS, filter); @@ -434,10 +455,9 @@ function not_supported(thing_not_supported, verbose) end function param = get_acq_param(BIDS, filter, read_gz, verbose) - % Will get info from acquisition parameters from the BIDS structure or from - % the NIfTI files + % Will get info from acquisition parameters + % from the BIDS structure or from the NIfTI files - % acq_param = set_default_acq_param(); param = struct(); [filename, metadata] = get_filemane_and_metadata(BIDS, filter); @@ -469,6 +489,8 @@ function not_supported(thing_not_supported, verbose) param = convert_field_to_str(param); + param = define_multiband(param); + param = define_slice_timing(param); param = read_nifti(read_gz, filename{1}, param, verbose); @@ -504,7 +526,7 @@ function not_supported(thing_not_supported, verbose) acq_param.vox_size = sprintf('%.2f X %.2f X %.2f', vs(1), vs(2), vs(3)); % field of view - acq_param.fov = sprintf('%.2f X %.2f', vs(1) * dim(1), vs(2) * dim(2)); + acq_param.fov = sprintf('%.0f X %.0f', round(vs(1) * dim(1)), round(vs(2) * dim(2))); catch @@ -525,7 +547,7 @@ function not_supported(thing_not_supported, verbose) for iField = 1:size(fields_list, 1) - if isfield(metadata, fields_list{iField}) + if isfield(metadata, fields_list{iField, 2}) acq_param.(fields_list{iField, 1}) = metadata.(fields_list{iField, 2}); end @@ -545,18 +567,47 @@ function not_supported(thing_not_supported, verbose) end -function acq_param = define_slice_timing(acq_param) +function acq_param = define_multiband(acq_param) if ~isfield(acq_param, 'so_str') || isempty(acq_param.so_str) return end so_str = acq_param.so_str; + if iscell(so_str) + so_str = cell2mat(so_str); + end + if ischar(so_str) + so_str = cellstr(so_str); + so_str = str2double(so_str); + end + + % assume that all unique values of the slice time order + % are repeated the same number of time + tmp = unique(so_str); + mb_str = sum(so_str == tmp(1)); + + if mb_str > 1 + acq_param.mb_str = mb_str; + end + +end + +function acq_param = define_slice_timing(acq_param) + + if ~isfield(acq_param, 'so_str') || isempty(acq_param.so_str) + return + end % Try to figure out the order the slices were acquired from their timing + so_str = acq_param.so_str; if iscell(so_str) so_str = cell2mat(so_str); end + if ischar(so_str) + so_str = cellstr(so_str); + so_str = str2double(so_str); + end [~, I] = sort(so_str); @@ -638,12 +689,36 @@ function print_events_info(file_id, BIDS, filter, verbose) filter.suffix = 'events'; [~, metadata] = get_filemane_and_metadata(BIDS, filter); - if isfield(metadata, 'StimulusPresentation') - print_text('events', file_id, verbose, metadata); + + if ~isempty(metadata) + print_to_output('###### events data', file_id, verbose); + + if isfield(metadata, 'StimulusPresentation') + print_text('events', file_id, verbose, metadata); + end + if isfield(metadata, 'trial_type') + % TODO + not_supported('trial_type description', verbose); + end end - if isfield(metadata, 'trial_type') - % TODO - not_supported('trial_type description', verbose); + +end + +function print_physio_info(file_id, BIDS, filter, verbose) + + filter.suffix = 'physio'; + + [~, metadata] = get_filemane_and_metadata(BIDS, filter); + + if ~isempty(metadata) + print_to_output('###### physiological data', file_id, verbose); + + if isfield(metadata, 'Columns') + metadata.Columns = strjoin(metadata.Columns, ', '); + print_text('physio', file_id, verbose, metadata); + end + + print_text('device_info', file_id, verbose, metadata); end end diff --git a/templates/boilerplates/anat.tmp b/templates/boilerplates/anat.tmp index c6b030f3..e17b4435 100644 --- a/templates/boilerplates/anat.tmp +++ b/templates/boilerplates/anat.tmp @@ -1,4 +1,4 @@ {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} {{suffix}} structural MRI data were collected ({{nb_slices}} slices; repetition time, TR= {{RepetitionTime}} s; -echo time, TE= {{echo_time}} ms; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= {{fov}} mm; +echo time, TE= {{echo_time}} s; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm). diff --git a/templates/boilerplates/dwi.tmp b/templates/boilerplates/dwi.tmp index 32efde19..f6534800 100644 --- a/templates/boilerplates/dwi.tmp +++ b/templates/boilerplates/dwi.tmp @@ -1 +1 @@ -{{nb_runs}} run of {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} diffusion-weighted-imaging ({{suffix}}) data were collected ({{nb_slices}} slices ; repetition time, TR= {{RepetitionTime}} s; echo time, TE= {{echo_time}} ms; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}} ; voxel size= {{vox_size}} mm ; b-values of XXX acquired; XXX diffusion directions; multiband factor= {{mb_str}} ). +{{nb_runs}} run of {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} diffusion-weighted-imaging ({{suffix}}) data were collected ({{nb_slices}} slices ; repetition time, TR= {{RepetitionTime}} s; echo time, TE= {{echo_time}} s; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}} ; voxel size= {{vox_size}} mm ; b-values of XXX acquired; XXX diffusion directions; multiband factor= {{mb_str}} ). diff --git a/templates/boilerplates/fmap.tmp b/templates/boilerplates/fmap.tmp index e9b9534a..6aecd509 100644 --- a/templates/boilerplates/fmap.tmp +++ b/templates/boilerplates/fmap.tmp @@ -1 +1 @@ -A {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} field map (phase encoding: {{PhaseEncodingDirection}}; {{nb_slices}} slices; repetition time, TR= {{RepetitionTime}} s; echo time 1 / 2, TE 1/2= {{echo_time}} ms; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm) was acquired. +A {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} field map (phase encoding: {{PhaseEncodingDirection}}; {{nb_slices}} slices; repetition time, TR= {{RepetitionTime}} s; echo time 1 / 2, TE 1/2= {{echo_time}} s; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm) was acquired. diff --git a/templates/boilerplates/func.tmp b/templates/boilerplates/func.tmp index 789e6862..07c78515 100644 --- a/templates/boilerplates/func.tmp +++ b/templates/boilerplates/func.tmp @@ -1,5 +1,5 @@ For the {{TaskName}} task, {{nb_runs}} run(s) of {{suffix}} {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} fMRI data were collected. -The acquisiton parameters were: {{nb_slices}} slices acquired in a {{so_str}} fashion; repetition time, TR= {{RepetitionTime}} s; echo time, TE= {{echo_time}} ms; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm; multiband factor= {{mb_str}}; in-plane acceleration factor= {pr_str}}. +The acquisition parameters were: {{nb_slices}} slices acquired in a {{so_str}} fashion; repetition time, TR= {{RepetitionTime}} s; echo time, TE= {{echo_time}} s; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm; multiband factor= {{mb_str}}; in-plane acceleration factor= {pr_str}}. Each run was {{length}} minutes in length, during which {{nb_vols}} functional volumes were acquired. diff --git a/templates/boilerplates/perf.tmp b/templates/boilerplates/perf.tmp index df3be01d..f5e80a72 100644 --- a/templates/boilerplates/perf.tmp +++ b/templates/boilerplates/perf.tmp @@ -1 +1 @@ -{{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} {{suffix}} perfusion MRI data were collected ({{nb_slices}} slices; repetition time, TR= {{RepetitionTime}} ms; echo time, TE= {{echo_time}} ms; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm) +{{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} {{suffix}} perfusion MRI data were collected ({{nb_slices}} slices; repetition time, TR= {{RepetitionTime}} ms; echo time, TE= {{echo_time}} s; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm) diff --git a/templates/boilerplates/pet.tmp b/templates/boilerplates/pet.tmp index 4da852eb..0049ef72 100644 --- a/templates/boilerplates/pet.tmp +++ b/templates/boilerplates/pet.tmp @@ -1,3 +1,3 @@ The imaging was done using {{TracerRadionuclide}} labelled {{TracerName}} admnistered by {{ModeOfAdministration}}. -The acquisiton parameters were: field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm. +The acquisition parameters were: field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm. diff --git a/templates/boilerplates/physio.tmp b/templates/boilerplates/physio.tmp new file mode 100644 index 00000000..1a5491a7 --- /dev/null +++ b/templates/boilerplates/physio.tmp @@ -0,0 +1 @@ +Physiological for {{Columns}} were recorded with a sampling frequency of {{SamplingFrequency}}. diff --git a/tests/data/reports/MoAE_all.md b/tests/data/reports/MoAE_all.md index 15484235..28170825 100644 --- a/tests/data/reports/MoAE_all.md +++ b/tests/data/reports/MoAE_all.md @@ -1,34 +1,46 @@ -ANAT REPORT -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +# Data description + + +### Anatomical Magnetic Resonance Imaging data + +#### T1-weighted image + +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} -system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. +MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} +system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. The software version was {{SoftwareVersions}}. -{{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} T1w structural MRI -data were collected (54 slices; repetition time, TR= {{RepetitionTime}} s; echo -time, TE= {{echo_time}} ms; flip angle, FA= {{FlipAngle}} deg; field of view, -FOV= 256.00 X 256.00 mm; matrix size= 256 X 256; voxel size= 1.00 X 1.00 X 3.00 -mm). +{{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} T1w structural MRI +data were collected (54 slices; repetition time, TR= {{RepetitionTime}} s; echo +time, TE= {{echo_time}} s; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= +256 X 256 mm; matrix size= 256 X 256; voxel size= 1.00 X 1.00 X 3.00 mm). -FUNC REPORT +### Task-Based Magnetic Resonance Imaging data -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +#### BOLD data + +##### Task auditory data + +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -MRI scans were acquired at 2 Tesla using a MAGNETOM Vision system from Siemens, +MRI scans were acquired at 2 Tesla using a MAGNETOM Vision system from Siemens, with serial number {{DeviceSerialNumber}}. The software version was {{SoftwareVersions}}. -For the Auditory task, 1 run(s) of bold {{PulseSequenceType}} {{ScanningSequence}} -{{SequenceVariant}} fMRI data were collected. The acquisiton parameters were: -64 slices acquired in a {{so_str}} fashion; repetition time, TR= 7 s; echo time, -TE= {{echo_time}} ms; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= 192.00 -X 192.00 mm; matrix size= 64 X 64; voxel size= 3.00 X 3.00 X 3.00 mm; multiband -factor= {{mb_str}}; in-plane acceleration factor= {pr_str}}. Each run was -9.8 minutes in length, during which 84 functional volumes were acquired. +For the Auditory task, 1 run(s) of bold {{PulseSequenceType}} {{ScanningSequence}} +{{SequenceVariant}} fMRI data were collected. The acquisition parameters were: +64 slices acquired in a {{so_str}} fashion; repetition time, TR= 7 s; echo time, +TE= {{echo_time}} s; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= 192 +X 192 mm; matrix size= 64 X 64; voxel size= 3.00 X 3.00 X 3.00 mm; multiband +factor= {{mb_str}}; in-plane acceleration factor= {pr_str}}. Each run was 9.8 minutes +in length, during which 84 functional volumes were acquired. {{TaskDescription}} Participants were specifically instructed to: {{Instructions}} +###### events data + This text was automatically generated by [BIDS-matlab](https://github.com/bids-standard/bids-matlab). + diff --git a/tests/data/reports/asl003_perf.md b/tests/data/reports/asl003_perf.md index 1d370b35..54b3f055 100644 --- a/tests/data/reports/asl003_perf.md +++ b/tests/data/reports/asl003_perf.md @@ -1,38 +1,51 @@ -PERF REPORT -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +# Data description + + +### Perfusion imaging data + +#### Arterial Spin Labeling + +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -MRI scans were acquired at 3 Tesla using a TrioTim system from Siemens, with serial +MRI scans were acquired at 3 Tesla using a TrioTim system from Siemens, with serial number {{DeviceSerialNumber}}. The software version was N4_VB17A_LATEST_20090307. -3Dgrase RM SK asl perfusion MRI data were collected ({{nb_slices}} slices; repetition -time, TR= {{RepetitionTime}} ms; echo time, TE= {{echo_time}} ms; flip angle, -FA= 180 deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel -size= {{vox_size}} mm) +3Dgrase RM SK asl perfusion MRI data were collected ({{nb_slices}} slices; repetition +time, TR= {{RepetitionTime}} ms; echo time, TE= 0.01192 s; flip angle, FA= +180 deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= +{{vox_size}} mm) -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +#### Arterial Spin Labeling Context + +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} -system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. +MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} +system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. The software version was {{SoftwareVersions}}. -{{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} aslcontext perfusion -MRI data were collected ({{nb_slices}} slices; repetition time, TR= {{RepetitionTime}} -ms; echo time, TE= {{echo_time}} ms; flip angle, FA= {{FlipAngle}} deg; -field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} +{{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} aslcontext perfusion +MRI data were collected ({{nb_slices}} slices; repetition time, TR= {{RepetitionTime}} +ms; echo time, TE= {{echo_time}} s; flip angle, FA= {{FlipAngle}} deg; +field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm) -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +#### ASL Labeling Screenshot + +#### M0 image + +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -MRI scans were acquired at 3 Tesla using a TrioTim system from Siemens, with serial +MRI scans were acquired at 3 Tesla using a TrioTim system from Siemens, with serial number {{DeviceSerialNumber}}. The software version was N4_VB17A_LATEST_20090307. -3Dgrase RM SK m0scan perfusion MRI data were collected ({{nb_slices}} slices; repetition -time, TR= {{RepetitionTime}} ms; echo time, TE= {{echo_time}} ms; flip -angle, FA= 180 deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel -size= {{vox_size}} mm) +3Dgrase RM SK m0scan perfusion MRI data were collected ({{nb_slices}} slices; repetition +time, TR= {{RepetitionTime}} ms; echo time, TE= 0.01614 s; flip angle, +FA= 180 deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= +{{vox_size}} mm) This text was automatically generated by [BIDS-matlab](https://github.com/bids-standard/bids-matlab). + diff --git a/tests/data/reports/ds000117_anat.md b/tests/data/reports/ds000117_anat.md index d5c129c8..5e87a33f 100644 --- a/tests/data/reports/ds000117_anat.md +++ b/tests/data/reports/ds000117_anat.md @@ -1,14 +1,21 @@ -ANAT REPORT -The data acquisition was performed in the MRC Cognition and Brain Sciences Unit, +# Data description + + +### Anatomical Magnetic Resonance Imaging data + +#### T1-weighted image + +The data acquisition was performed in the MRC Cognition and Brain Sciences Unit, {{InstitutionalDepartmentName}}, 15 Chaucer Road, Cambridge CB2 7EF, UK. -MRI scans were acquired at 3 Tesla using a TrioTim system from Siemens, with serial +MRI scans were acquired at 3 Tesla using a TrioTim system from Siemens, with serial number 35119. The software version was syngo_MR_B15. -MPRAGE GR_IR SP_MP_OSP T1w structural MRI data were collected ({{nb_slices}} slices; -repetition time, TR= 2.25 s; echo time, TE= {{echo_time}} ms; flip angle, FA= -9 deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= -{{vox_size}} mm). +MPRAGE GR_IR SP_MP_OSP T1w structural MRI data were collected ({{nb_slices}} slices; +repetition time, TR= 2.25 s; echo time, TE= 0.00298 s; flip angle, FA= 9 deg; +field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} +mm). This text was automatically generated by [BIDS-matlab](https://github.com/bids-standard/bids-matlab). + diff --git a/tests/data/reports/ds000117_dwi.md b/tests/data/reports/ds000117_dwi.md index 1288c075..464fe6e6 100644 --- a/tests/data/reports/ds000117_dwi.md +++ b/tests/data/reports/ds000117_dwi.md @@ -1,17 +1,24 @@ -DWI REPORT -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +# Data description + + +### Diffusion-Weighted Imaging data + +#### Diffusion-weighted image + +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} -system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. +MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} +system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. The software version was {{SoftwareVersions}}. -1 run of {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} diffusion-weighted-imaging -(dwi) data were collected ({{nb_slices}} slices ; repetition -time, TR= {{RepetitionTime}} s; echo time, TE= {{echo_time}} ms; flip angle, FA= -{{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}} ; -voxel size= {{vox_size}} mm ; b-values of XXX acquired; XXX diffusion directions; +1 run of {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} diffusion-weighted-imaging +(dwi) data were collected ({{nb_slices}} slices ; repetition +time, TR= {{RepetitionTime}} s; echo time, TE= {{echo_time}} s; flip angle, FA= +{{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}} ; voxel +size= {{vox_size}} mm ; b-values of XXX acquired; XXX diffusion directions; multiband factor= {{mb_str}} ). This text was automatically generated by [BIDS-matlab](https://github.com/bids-standard/bids-matlab). + diff --git a/tests/data/reports/ds000117_fmap.md b/tests/data/reports/ds000117_fmap.md index 92badf58..fa57fe98 100644 --- a/tests/data/reports/ds000117_fmap.md +++ b/tests/data/reports/ds000117_fmap.md @@ -1,42 +1,53 @@ -FMAP REPORT -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +# Data description + + +### Field maps data + +#### Magnitude + +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} -system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. +MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} +system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. The software version was {{SoftwareVersions}}. -A {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} field map (phase -encoding: {{PhaseEncodingDirection}}; {{nb_slices}} slices; repetition time, TR= -{{RepetitionTime}} s; echo time 1 / 2, TE 1/2= {{echo_time}} ms; flip angle, -FA= {{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; +A {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} field map (phase +encoding: {{PhaseEncodingDirection}}; {{nb_slices}} slices; repetition time, TR= +{{RepetitionTime}} s; echo time 1 / 2, TE 1/2= {{echo_time}} s; flip angle, FA= +{{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm) was acquired. -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +#### Magnitude + +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} -system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. +MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} +system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. The software version was {{SoftwareVersions}}. -A {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} field map (phase -encoding: {{PhaseEncodingDirection}}; {{nb_slices}} slices; repetition time, TR= -{{RepetitionTime}} s; echo time 1 / 2, TE 1/2= {{echo_time}} ms; flip angle, -FA= {{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; +A {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} field map (phase +encoding: {{PhaseEncodingDirection}}; {{nb_slices}} slices; repetition time, TR= +{{RepetitionTime}} s; echo time 1 / 2, TE 1/2= {{echo_time}} s; flip angle, FA= +{{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm) was acquired. -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +#### Phase-difference + +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} -system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. +MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} +system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. The software version was {{SoftwareVersions}}. -A {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} field map (phase -encoding: {{PhaseEncodingDirection}}; {{nb_slices}} slices; repetition time, TR= -0.4 s; echo time 1 / 2, TE 1/2= 0.01 / 0.01 ms; flip angle, FA= 60 deg; field -of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm) +A {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} field map (phase +encoding: {{PhaseEncodingDirection}}; {{nb_slices}} slices; repetition time, TR= +0.4 s; echo time 1 / 2, TE 1/2= 0.01 / 0.01 s; flip angle, FA= 60 deg; field +of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm) was acquired. This text was automatically generated by [BIDS-matlab](https://github.com/bids-standard/bids-matlab). + diff --git a/tests/data/reports/ds000117_func.md b/tests/data/reports/ds000117_func.md index b812df40..fc9c749c 100644 --- a/tests/data/reports/ds000117_func.md +++ b/tests/data/reports/ds000117_func.md @@ -1,19 +1,30 @@ -FUNC REPORT -The data acquisition was performed in the MRC Cognition and Brain Sciences Unit, +# Data description + + +### Task-Based Magnetic Resonance Imaging data + +#### BOLD data + +##### Task facerecognition data + +The data acquisition was performed in the MRC Cognition and Brain Sciences Unit, {{InstitutionalDepartmentName}}, 15 Chaucer Road, Cambridge CB2 7EF, UK. -MRI scans were acquired at 3 Tesla using a TrioTim system from Siemens, with serial +MRI scans were acquired at 3 Tesla using a TrioTim system from Siemens, with serial number 35119. The software version was syngo_MR_B15. -For the facerecognition task, 9 run(s) of events EPI EP SK fMRI data were collected. -The acquisiton parameters were: {{nb_slices}} slices acquired in a {{so_str}} -fashion; repetition time, TR= 2 s; echo time, TE= {{echo_time}} ms; flip angle, -FA= 78 deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel -size= {{vox_size}} mm; multiband factor= {{mb_str}}; in-plane acceleration factor= -{pr_str}}. Each run was {{length}} minutes in length, during which {{nb_vols}} +For the facerecognition task, 9 run(s) of bold EPI EP SK fMRI data were collected. +The acquisition parameters were: {{nb_slices}} slices acquired in a interleaved +ascending fashion; repetition time, TR= 2 s; echo time, TE= 0.03 s; flip angle, +FA= 78 deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel +size= {{vox_size}} mm; multiband factor= {{mb_str}}; in-plane acceleration factor= +{pr_str}}. Each run was {{length}} minutes in length, during which {{nb_vols}} functional volumes were acquired. {{TaskDescription}} Participants were specifically instructed to: {{Instructions}} +###### events data + This text was automatically generated by [BIDS-matlab](https://github.com/bids-standard/bids-matlab). + diff --git a/tests/data/reports/ds000117_meg.md b/tests/data/reports/ds000117_meg.md index 93d1b0ce..868694e8 100644 --- a/tests/data/reports/ds000117_meg.md +++ b/tests/data/reports/ds000117_meg.md @@ -1,16 +1,31 @@ -MEG REPORT -The data acquisition was performed in the MRC Cognition & Brain Sciences Unit, {{InstitutionalDepartmentName}}, +# Data description + + +### Magnetoencephalography data + +#### EVENTS data + +#### HEADSHAPE data + +#### MEG data + +##### Task facerecognition data + +The data acquisition was performed in the MRC Cognition & Brain Sciences Unit, {{InstitutionalDepartmentName}}, 15 Chaucer Road, Cambridge, UK. -Recordings were acquired using a ElektaVectorview system from ElektaNeuromag, with +Recordings were acquired using a ElektaVectorview system from ElektaNeuromag, with serial number {{DeviceSerialNumber}}. The software version was {{SoftwareVersions}}. -For the facerecognition task, 6 run(s) of meg data were collected. Power line and -sampling frequencies were 50 Hz and 1100 Hz, respectively. Data was collected -with {{ChannelCount}} meg channels, 2 EOG channels, 1 ECG channels and 0 EMG channels +For the facerecognition task, 6 run(s) of meg data were collected. Power line and +sampling frequencies were 50 Hz and 1100 Hz, respectively. Data was collected +with {{ChannelCount}} meg channels, 2 EOG channels, 1 ECG channels and 0 EMG channels recorded simultaneously. {{TaskDescription}} Participants were specifically instructed to: {{Instructions}} +###### events data + This text was automatically generated by [BIDS-matlab](https://github.com/bids-standard/bids-matlab). + diff --git a/tests/data/reports/pet001_pet.md b/tests/data/reports/pet001_pet.md index 1cf0c80a..dfb5ca0f 100644 --- a/tests/data/reports/pet001_pet.md +++ b/tests/data/reports/pet001_pet.md @@ -1,14 +1,23 @@ -PET REPORT -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +# Data description + + +### Positron Emission Tomography data + +#### Blood recording data + +#### Positron Emission Tomography + +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -Brain PET scans were acquired using a High-Resolution Research Tomograph (HRRT, -CTI/Siemens) system from Siemens, with serial number {{DeviceSerialNumber}}. The +Brain PET scans were acquired using a High-Resolution Research Tomograph (HRRT, +CTI/Siemens) system from Siemens, with serial number {{DeviceSerialNumber}}. The software version was {{SoftwareVersions}}. -The imaging was done using C11 labelled CIMBI-36 admnistered by bolus. The acquisiton -parameters were: field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; +The imaging was done using C11 labelled CIMBI-36 admnistered by bolus. The acquisition +parameters were: field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm. This text was automatically generated by [BIDS-matlab](https://github.com/bids-standard/bids-matlab). + diff --git a/tests/test_report.m b/tests/test_report.m index 0773c9ae..59562d1c 100644 --- a/tests/test_report.m +++ b/tests/test_report.m @@ -114,13 +114,14 @@ function test_report_moae_data() bu_folder = fixture_moae(); - bids.util.download_ds('source', 'spm', ... - 'demo', 'moae', ... - 'force', true, ... - 'verbose', false, ... - 'delete_previous', true); - - BIDS = bids.layout(moae_dir(), 'use_schema', true); + pth = bids.util.download_ds('source', 'spm', ... + 'demo', 'moae', ... + 'out_path', fullfile(pwd, 'tmp'), ... + 'force', true, ... + 'verbose', true, ... + 'delete_previous', false); + + BIDS = bids.layout(pth, 'use_schema', true); report = bids.report(BIDS, ... 'output_path', cfg.output_path, ... From a7a078cacdc7d688cb320ef986eb0be257ed09a4 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 30 May 2022 21:31:39 +0200 Subject: [PATCH 173/340] small fix in diagnostic table plotting --- +bids/+internal/plot_diagnostic_table.m | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/+bids/+internal/plot_diagnostic_table.m b/+bids/+internal/plot_diagnostic_table.m index 6cb803af..3dbbaa8c 100644 --- a/+bids/+internal/plot_diagnostic_table.m +++ b/+bids/+internal/plot_diagnostic_table.m @@ -64,12 +64,16 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) % add horizontal borders x_borders = [0 nb_cols] + 0.5; y_borders = [[2:nb_rows]', [2:nb_rows]'] - 0.5; - plot(x_borders, y_borders, '-w'); + if numel(x_borders) == numel(y_borders) + plot(x_borders, y_borders, '-w'); + end % add vertical borders y_borders = [0 nb_rows] + 0.5; x_borders = [[2:nb_cols]', [2:nb_cols]'] - 0.5; - plot(x_borders, y_borders, '-w'); + if numel(x_borders) == numel(y_borders) + plot(x_borders, y_borders, '-w'); + end % % tried using grid to use as borders % % but there seems to always be the main grid overlaid on the values From 8381cf6de632f85515ab8329382d07be996e51c8 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 3 Jun 2022 07:22:53 +0200 Subject: [PATCH 174/340] fix bug 385 by coercing Nodes and Edges to always be cells --- +bids/Model.m | 64 +++++++------- tests/data/model/model-bug385_smdl.json | 109 ++++++++++++++++++++++++ tests/test_bids_model.m | 6 ++ 3 files changed, 145 insertions(+), 34 deletions(-) create mode 100644 tests/data/model/model-bug385_smdl.json diff --git a/+bids/Model.m b/+bids/Model.m index 99613824..4c283de9 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -59,7 +59,7 @@ Nodes = {'REQUIRED'} % Nodes of the model - Edges % Edges of the model + Edges = {} % Edges of the model tolerant = true % if ``true`` turns error into warning @@ -135,6 +135,8 @@ obj.Input = obj.content.Input; end + % Nodes are coerced into cells + % to make easier to deal with them later if ~isfield(obj.content, 'Nodes') bids.internal.error_handling(mfilename(), ... 'NodesRequired', ... @@ -142,13 +144,31 @@ obj.tolerant, ... obj.verbose); else - obj.Nodes = obj.content.Nodes; + + if iscell(obj.content.Nodes) + obj.Nodes = obj.content.Nodes; + elseif isstruct(obj.content.Nodes) + for i = 1:numel(obj.content.Nodes) + obj.Nodes{i, 1} = obj.content.Nodes(i); + end + end + end + % Edges are coerced into cells + % to make easier to deal with them later if isfield(obj.content, 'Edges') - obj.Edges = obj.content.Edges; + if iscell(obj.content.Edges) + obj.Edges = obj.content.Edges; + elseif isstruct(obj.content.Edges) + for i = 1:numel(obj.content.Edges) + obj.Edges{i, 1} = obj.content.Edges(i); + end + end + else obj = get_edges_from_nodes(obj); + end obj.validate(); @@ -257,6 +277,7 @@ Level = lower(args.Results.Level); Name = lower(args.Results.Name); %#ok<*PROPLC> + % return all nodes if no argument is given if strcmp(Name, '') && strcmp(Level, '') value = obj.Nodes; idx = 1:numel(value); @@ -268,15 +289,13 @@ end + % otherwise we identify them by the arguments given + % Name takes precedence as Name are supposed to be unique if ~strcmp(Level, '') if ischar(Level) Level = {Level}; end - if iscell(obj.Nodes) - levels = cellfun(@(x) lower(x.Level), obj.Nodes, 'UniformOutput', false); - elseif isstruct(obj.Nodes) - levels = lower({obj.Nodes.Level}'); - end + levels = cellfun(@(x) lower(x.Level), obj.Nodes, 'UniformOutput', false); idx = ismember(levels, Level); end @@ -284,23 +303,15 @@ if ischar(Name) Name = {Name}; end - if iscell(obj.Nodes) - names = cellfun(@(x) lower(x.Name), obj.Nodes, 'UniformOutput', false); - elseif isstruct(obj.Nodes) - names = lower({obj.Nodes.Name}'); - end + names = cellfun(@(x) lower(x.Name), obj.Nodes, 'UniformOutput', false); idx = ismember(names, Name); end - % TODO merge idx when both Level and Name are passed as parameters + % TODO merge idx when both Level and Name are passed as parameters ? if any(idx) idx = find(idx); for i = 1:numel(idx) - if iscell(obj.Nodes) value{end + 1} = obj.Nodes{idx(i)}; - elseif isstruct(obj.Nodes) - value{end + 1} = obj.Nodes(idx(i)); - end end else @@ -338,11 +349,7 @@ end function value = node_names(obj) - if iscell(obj.Nodes) value = cellfun(@(x) x.Name, obj.Nodes, 'UniformOutput', false); - else - value = {obj.Nodes.Name}; - end end function validate(obj) @@ -366,11 +373,7 @@ function validate(obj) nodes = obj.Nodes; for i = 1:(numel(nodes)) - if iscell(nodes) - this_node = nodes{i, 1}; - elseif isstruct(nodes) - this_node = nodes(i); - end + this_node = nodes{i, 1}; fields_present = fieldnames(this_node); if any(~ismember(REQUIRED_NODES_FIELDS, fields_present)) @@ -453,7 +456,6 @@ function validate_edges(obj) for i = 1:(numel(edges)) - if iscell(edges) this_edge = edges{i, 1}; @@ -463,12 +465,6 @@ function validate_edges(obj) end - elseif isstruct(edges) - - this_edge = edges(1); - - end - fields_present = fieldnames(this_edge); if any(~ismember(REQUIRED_EDGES_FIELDS, fields_present)) obj.model_validation_error('Edges', REQUIRED_EDGES_FIELDS); diff --git a/tests/data/model/model-bug385_smdl.json b/tests/data/model/model-bug385_smdl.json new file mode 100644 index 00000000..e7b84302 --- /dev/null +++ b/tests/data/model/model-bug385_smdl.json @@ -0,0 +1,109 @@ +{ + "Name": "default_motion_model", + "BIDSModelVersion": "1.0.0", + "Description": "bug: https://github.com/bids-standard/bids-matlab/issues/385", + "Input": { + "task": [ + "motion" + ], + "acq": [""], + "space": [ + "MNI152NLin2009cAsym" + ] + }, + "Nodes": [ + { + "Level": "Run", + "Name": "run", + "GroupBy": [ + "run", + "session", + "subject" + ], + "Model": { + "X": [ + "trial_type.BioMot_LH", + "trial_type.BioMot_RH", + "trial_type.BioScr_LH", + "trial_type.BioScr_RH", + "trial_type.motion_LH", + "trial_type.motion_RH", + "trial_type.static_LH", + "trial_type.static_RH", + "1", + "trans_?", + "rot_?", + "non_steady_state_outlier*", + "motion_outlier*" + ], + "Type": "glm", + "HRF": { + "Variables": [ + "trial_type.BioMot_LH", + "trial_type.BioMot_RH", + "trial_type.BioScr_LH", + "trial_type.BioScr_RH", + "trial_type.motion_LH", + "trial_type.motion_RH", + "trial_type.static_LH", + "trial_type.static_RH" + ], + "Model": "DoubleGamma" + }, + "Options": { + "HighPassFilterCutoffHz": 0.008, + "Mask": { + "desc": ["brain"], + "suffix": ["mask"] + } + }, + "Software": { + "SPM": { + "SerialCorrelation": "FAST", + "HRFderivatives": "Temporal" + } + } + }, + "DummyContrasts": { + "Test": "t", + "Contrasts": [ + "trial_type.BioMot_LH", + "trial_type.BioMot_RH", + "trial_type.BioScr_LH", + "trial_type.BioScr_RH", + "trial_type.motion_LH", + "trial_type.motion_RH", + "trial_type.static_LH", + "trial_type.static_RH" + ] + } + }, + { + "Level": "Subject", + "Name": "subject", + "GroupBy": [ + "subject", + "contrast" + ], + "Model": { + "X": [1], + "Type": "glm" + }, + "DummyContrasts": { + "Test": "t" + } + }, + { + "Level": "Dataset", + "Name": "dataset", + "GroupBy": ["contrast"], + "Model": { + "X": [1], + "Type": "glm" + }, + "DummyContrasts": { + "Test": "t" + } + } + ] +} diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index cc44d177..f71eeb9b 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -8,6 +8,12 @@ initTestSuite; end +function test_model_bug_385() + + bm = bids.Model('file', model_file('bug385'), 'verbose', false); + +end + function test_model_basic() bm = bids.Model('file', model_file('narps'), 'verbose', false); From 0895e9185ca7db6f914bae4e59ce214a8a8a618f Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 3 Jun 2022 07:36:22 +0200 Subject: [PATCH 175/340] get_node function return cell is numel(output) > 1 but struct if equal to 1 --- +bids/Model.m | 69 +++++++++++++++++++++++++++++---------------------- miss_hit.cfg | 1 + 2 files changed, 41 insertions(+), 29 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index 4c283de9..3e320936 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -144,15 +144,15 @@ obj.tolerant, ... obj.verbose); else - + if iscell(obj.content.Nodes) obj.Nodes = obj.content.Nodes; elseif isstruct(obj.content.Nodes) for i = 1:numel(obj.content.Nodes) - obj.Nodes{i, 1} = obj.content.Nodes(i); + obj.Nodes{i, 1} = obj.content.Nodes(i); end end - + end % Edges are coerced into cells @@ -162,13 +162,13 @@ obj.Edges = obj.content.Edges; elseif isstruct(obj.content.Edges) for i = 1:numel(obj.content.Edges) - obj.Edges{i, 1} = obj.content.Edges(i); + obj.Edges{i, 1} = obj.content.Edges(i); end end - + else obj = get_edges_from_nodes(obj); - + end obj.validate(); @@ -241,6 +241,11 @@ % :type file: path % % + % Returns: value - Node(s) as struct if there is only one or a cell if + % more + % idx - Node index + % + % % EXAMPLE:: % % bm = bids.Model('file', model_file('narps'), 'verbose', false); @@ -258,9 +263,8 @@ value = obj.Nodes; idx = 1:numel(value); - if ~iscell(value) - value = {value}; - end + value = format_output(value, idx); + return end @@ -282,9 +286,8 @@ value = obj.Nodes; idx = 1:numel(value); - if ~iscell(value) - value = {value}; - end + value = format_output(value, idx); + return end @@ -311,7 +314,7 @@ if any(idx) idx = find(idx); for i = 1:numel(idx) - value{end + 1} = obj.Nodes{idx(i)}; + value{end + 1} = obj.Nodes{idx(i)}; end else @@ -321,9 +324,18 @@ obj.verbose); end - if ~iscell(value) - value = {value}; + value = format_output(value, idx); + + % local subfunction to ensure that cells are returned if more than one + % node and struct otherwise + function value = format_output(value, idx) + if ~iscell(value) && numel(idx) > 1 + value = {value}; + elseif iscell(value) && numel(idx) == 1 + value = value{1}; + end end + end function value = get.Edges(obj) @@ -349,7 +361,7 @@ end function value = node_names(obj) - value = cellfun(@(x) x.Name, obj.Nodes, 'UniformOutput', false); + value = cellfun(@(x) x.Name, obj.Nodes, 'UniformOutput', false); end function validate(obj) @@ -456,14 +468,13 @@ function validate_edges(obj) for i = 1:(numel(edges)) + this_edge = edges{i, 1}; - this_edge = edges{i, 1}; - - if ~isstruct(this_edge) - obj.model_validation_error('Edges', REQUIRED_EDGES_FIELDS); - continue + if ~isstruct(this_edge) + obj.model_validation_error('Edges', REQUIRED_EDGES_FIELDS); + continue - end + end fields_present = fieldnames(this_edge); if any(~ismember(REQUIRED_EDGES_FIELDS, fields_present)) @@ -504,8 +515,8 @@ function validate_edges(obj) value = []; [node, idx] = get_nodes(obj, varargin{:}); assert(numel(node) == 1); - if isfield(node{1}, 'Transformations') - value = node{1}.Transformations; + if isfield(node, 'Transformations') + value = node.Transformations; end end @@ -521,8 +532,8 @@ function validate_edges(obj) value = []; [node, idx] = get_nodes(obj, varargin{:}); assert(numel(node) == 1); - if isfield(node{1}, 'DummyContrasts') - value = node{1}.DummyContrasts; + if isfield(node, 'DummyContrasts') + value = node.DummyContrasts; end end @@ -538,8 +549,8 @@ function validate_edges(obj) value = []; [node, idx] = get_nodes(obj, varargin{:}); assert(numel(node) == 1); - if isfield(node{1}, 'Contrasts') - value = node{1}.Contrasts; + if isfield(node, 'Contrasts') + value = node.Contrasts; end end @@ -554,7 +565,7 @@ function validate_edges(obj) % [node, idx] = get_nodes(obj, varargin{:}); assert(numel(node) == 1); - value = node{1}.Model; + value = node.Model; end function value = get_design_matrix(obj, varargin) diff --git a/miss_hit.cfg b/miss_hit.cfg index a2aa6ab4..90974f35 100644 --- a/miss_hit.cfg +++ b/miss_hit.cfg @@ -11,6 +11,7 @@ regex_class_name: "(([A-Z]){1}([a-z]+)*)*" regex_method_name: "[a-zA-Z]+(_[a-z]+)*" regex_parameter_name: "[A-Z]*|[a-z]+(_[a-z]+)*" regex_function_name: "[a-z]+(_[a-zA-Z0-9]+)*" +regex_nested_name: "[a-z]+(_[a-zA-Z0-9]+)*" regex_script_name: "[a-zA-Z]+(_[a-zA-Z0-9]+)*" line_length: 100 From ab040306cd7eb674e25c2bae91b8a20630a55808 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 3 Jun 2022 07:48:48 +0200 Subject: [PATCH 176/340] coerce contrasts into cells on loading --- +bids/Model.m | 15 +++++++++++++-- tests/test_bids_model.m | 2 +- 2 files changed, 14 insertions(+), 3 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index 3e320936..ff267830 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -148,13 +148,24 @@ if iscell(obj.content.Nodes) obj.Nodes = obj.content.Nodes; elseif isstruct(obj.content.Nodes) - for i = 1:numel(obj.content.Nodes) - obj.Nodes{i, 1} = obj.content.Nodes(i); + for iNode = 1:numel(obj.content.Nodes) + obj.Nodes{iNode, 1} = obj.content.Nodes(iNode); end end end + % Contrasts are coerced into cells + % to make easier to deal with them later + for iNode = 1:numel(obj.content.Nodes) + if isfield(obj.Nodes{iNode, 1}, 'Contrasts') && isstruct(obj.Nodes{iNode, 1}.Contrasts) + for iCon = 1:numel(obj.Nodes{iNode, 1}.Contrasts) + tmp{iCon, 1} = obj.Nodes{iNode, 1}.Contrasts(iCon); + end + obj.Nodes{iNode, 1}.Contrasts = tmp; + end + end + % Edges are coerced into cells % to make easier to deal with them later if isfield(obj.content, 'Edges') diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index f71eeb9b..9fe7d689 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -136,7 +136,7 @@ function test_model_node_level_getters() {'Transformer'; 'Instructions'}); assertEqual(bm.get_contrasts('Name', 'negative-loss'), ... - struct('Name', 'negative', 'ConditionList', 1, 'Weights', -1, 'Test', 't')); + {struct('Name', 'negative', 'ConditionList', 1, 'Weights', -1, 'Test', 't')}); end From 3dd6d6924b35b789f9fc06645fabcc2ddb60f4b7 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 3 Jun 2022 08:05:51 +0200 Subject: [PATCH 177/340] add get_edge method --- +bids/Model.m | 41 +++++++++++++++++++++++++++++++++++++++++ tests/test_bids_model.m | 14 ++++++++++++++ 2 files changed, 55 insertions(+) diff --git a/+bids/Model.m b/+bids/Model.m index ff267830..ae0c6c46 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -353,6 +353,47 @@ value = obj.Edges; end + function edge = get_edge(obj, field, value) + % + % USAGE:: + % + % edge = bm.get_edges(field, value) + % + % + % field can be any of {'Source', 'Destination'} + % + % (C) Copyright 2022 CPP_SPM developers + + edge = struct([]); + + if ~ismember(field, {'Source', 'Destination'}) + bids.internal.error_handling(mfilename(), ... + 'wrongEdgeQuery', ... + 'Can only query Edges based on Source or Destination', ... + obj.tolerant, ... + obj.verbose); + end + + if isempty(obj.Edges) + obj = obj.get_edges_from_nodes; + end + + for i = 1:numel(obj.Edges) + if strcmp(obj.Edges{i}.(field), value) + edge = obj.Edges{i}; + break + end + end + + if isempty(edge) + msg = sprintf('Could not find a corresponding Edge.'); + bids.internal.error_handling(mfilename(), 'missingEdge', msg, ... + obj.tolerant, ... + obj.verbose); + end + + end + function obj = get_edges_from_nodes(obj) % % Generates all the default edges from the list of nodes in the model. diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index 9fe7d689..0d4af1d6 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -8,6 +8,20 @@ initTestSuite; end +function test_model_get_edge() + + bm = bids.Model('file', model_file('narps'), 'verbose', false); + + assertEqual(bm.get_edge('Source', 'run'), struct('Source', 'run', ... + 'Destination', 'subject')); + + assertEqual(bm.get_edge('Destination', 'negative-loss'), ... + struct('Source', 'subject', ... + 'Destination', 'negative-loss', ... + 'Filter', struct('contrast', {{'loss'}}))); + +end + function test_model_bug_385() bm = bids.Model('file', model_file('bug385'), 'verbose', false); From c2b9079afc73a8954bf30914f02f55496d131cc3 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 3 Jun 2022 08:22:02 +0200 Subject: [PATCH 178/340] add contrast validation method --- +bids/Model.m | 37 ++++++++++++++++++++++++++++++++++++- miss_hit.cfg | 2 +- 2 files changed, 37 insertions(+), 2 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index ae0c6c46..0d9d30ed 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -430,7 +430,7 @@ function validate(obj) REQUIRED_TRANSFORMATIONS_FIELDS = {'Transformer', 'Instructions'}; REQUIRED_MODEL_FIELDS = {'Type', 'X'}; REQUIRED_HRF_FIELDS = {'Variables', 'Model'}; - REQUIRED_CONTRASTS_FIELDS = {'Name', 'ConditionList'}; + REQUIRED_CONTRASTS_FIELDS = {'Name', 'ConditionList', 'Weights', 'Test'}; REQUIRED_DUMMY_CONTRASTS_FIELDS = {'Contrasts'}; % Nodes @@ -470,6 +470,8 @@ function validate(obj) obj.model_validation_error('Contrasts', check.Contrasts); end + obj.validate_constrasts(this_node); + end else @@ -798,6 +800,39 @@ function write(obj, filename) end end + % could be made static + function validate_constrasts(node) + + if ~isfield(node, 'Contrasts') + return + end + + for iCon = 1:numel(node.Contrasts) + + if ~isfield(node.Contrasts{iCon}, 'Weights') + msg = sprintf('No weights specified for Contrast %s of Node %s', ... + node.Contrasts{iCon}.Name, node.Name); + bids.internal.error_handling(mfilename(), ... + 'weightsRequired', ... + msg, ... + obj.tolerant, ... + obj.verbose); + end + + if numel(node.Contrasts{iCon}.Weights) ~= numel(node.Contrasts{iCon}.ConditionList) + msg = sprintf('Number of Weights and Conditions unequal for Contrast %s of Node %s', ... + node.Contrasts{iCon}.Name, node.Name); + bids.internal.error_handling(mfilename(), ... + 'numelWeightsConditionMismatch', ... + msg, ... + obj.tolerant, ... + obj.verbose); + end + + end + + end + end methods (Access = protected) diff --git a/miss_hit.cfg b/miss_hit.cfg index 90974f35..9bed07a5 100644 --- a/miss_hit.cfg +++ b/miss_hit.cfg @@ -20,6 +20,6 @@ tab_width: 2 # metrics limit for the code quality (https://florianschanda.github.io/miss_hit/metrics.html) metric "cnest": limit 5 -metric "file_length": limit 800 +metric "file_length": limit 900 metric "cyc": limit 21 metric "parameters": limit 8 From c0722a8a6c5af1cba2fb8eec3eed4a0636975dc7 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 3 Jun 2022 08:32:43 +0200 Subject: [PATCH 179/340] improve get_edge method to handle edges with same source --- +bids/Model.m | 18 +++++++++++++++--- tests/test_bids_model.m | 2 ++ 2 files changed, 17 insertions(+), 3 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index 0d9d30ed..319f0eb3 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -364,7 +364,7 @@ % % (C) Copyright 2022 CPP_SPM developers - edge = struct([]); + edge = {}; if ~ismember(field, {'Source', 'Destination'}) bids.internal.error_handling(mfilename(), ... @@ -378,10 +378,11 @@ obj = obj.get_edges_from_nodes; end + % for 'Destination' we should only get a single value + % for 'Source' we can get several for i = 1:numel(obj.Edges) if strcmp(obj.Edges{i}.(field), value) - edge = obj.Edges{i}; - break + edge{end + 1} = obj.Edges{i}; end end @@ -392,6 +393,17 @@ obj.verbose); end + if strcmp(field, 'Destination') && numel(edge) > 1 + msg = sprintf('Getting more than one Edge with Destination %s.', value); + bids.internal.error_handling(mfilename(), 'tooManyEdges', msg, ... + obj.tolerant, ... + obj.verbose); + end + + if numel(edge) == 1 + edge = edge{1}; + end + end function obj = get_edges_from_nodes(obj) diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index 0d4af1d6..ddca8cd0 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -15,6 +15,8 @@ function test_model_get_edge() assertEqual(bm.get_edge('Source', 'run'), struct('Source', 'run', ... 'Destination', 'subject')); + assertEqual(numel(bm.get_edge('Source', 'subject')), 3); + assertEqual(bm.get_edge('Destination', 'negative-loss'), ... struct('Source', 'subject', ... 'Destination', 'negative-loss', ... From fb7fca3562ea43f0a7c14de166f79982e0dc49b7 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 3 Jun 2022 09:00:47 +0200 Subject: [PATCH 180/340] add get_source_node method --- +bids/Model.m | 29 +++++++++++++++++++++++++++++ tests/test_bids_model.m | 29 +++++++++++++++++++++++++++++ 2 files changed, 58 insertions(+) diff --git a/+bids/Model.m b/+bids/Model.m index 319f0eb3..bd164df6 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -349,6 +349,35 @@ end + function source_nodes = get_source_node(obj, node_name) + + source_nodes = {}; + + if isempty(obj.Edges) + obj = obj.get_edges_from_nodes; + end + + if strcmp(node_name, obj.Edges{1}.Source) + % The root node cannot have a source + return + end + + % we should only get 1 value + for i = 1:numel(obj.Edges) + if strcmp(obj.Edges{i}.Destination, node_name) + source = obj.Edges{i}.Source; + source_nodes{end + 1} = obj.get_nodes('Name', source); + end + end + + assert(numel(source_nodes) == 1); + + if numel(source_nodes) == 1 + source_nodes = source_nodes{1}; + end + + end + function value = get.Edges(obj) value = obj.Edges; end diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index ddca8cd0..7c09fc56 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -8,6 +8,35 @@ initTestSuite; end +function test_model_load_edges() + + bm = bids.Model('file', model_file('narps'), 'verbose', false); + + edges = bm.Edges; + + assertEqual(edges{1}, struct('Source', 'run', 'Destination', 'subject')); + assertEqual(edges{2}, struct('Source', 'subject', 'Destination', 'positive')); + assertEqual(edges{3}, struct('Source', 'subject', ... + 'Destination', 'negative-loss', ... + 'Filter', struct('contrast', {{'loss'}}))); + assertEqual(edges{4}, struct('Source', 'subject', ... + 'Destination', 'between-groups', ... + 'Filter', struct('contrast', {{'loss'}}))); + +end + +function test_model_get_source_nodes() + + bm = bids.Model('file', model_file('narps'), 'verbose', false); + + assertEqual(bm.get_source_node('run'), {}); + + assertEqual(bm.get_source_node('subject'), bm.get_nodes('Name', 'run')); + + assertEqual(bm.get_source_node('negative-loss'), bm.get_nodes('Name', 'subject')); + +end + function test_model_get_edge() bm = bids.Model('file', model_file('narps'), 'verbose', false); From dd97f02840bace366d3f1894be2a76d1cba1f56d Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 3 Jun 2022 09:37:35 +0200 Subject: [PATCH 181/340] ensure written models are valid --- +bids/Model.m | 38 +++++++++ miss_hit.cfg | 2 +- tests/data/model/model-bug385_smdl.json | 34 ++++++-- tests/data/model/model-narps_smdl.json | 4 +- .../data/model/model-rhymejudgement_smdl.json | 80 ++++++++++++++----- tests/test_bids_model.m | 11 ++- 6 files changed, 140 insertions(+), 29 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index bd164df6..446d8a39 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -755,8 +755,45 @@ function validate_edges(obj) obj.content.BIDSModelVersion = obj.BIDSModelVersion; obj.content.Description = obj.Description; obj.content.Input = obj.Input; + + % coerce some fields of Nodes to make sure the output JSON is valid obj.content.Nodes = obj.Nodes; + + for i = 1:numel(obj.content.Nodes) + + this_node = obj.content.Nodes{i}; + + if isnumeric(this_node.Model.X) && numel(this_node.Model.X) == 1 + this_node.Model.X = {this_node.Model.X}; + end + + if isfield(this_node, 'Contrasts') + for j = 1:numel(this_node.Contrasts) + + this_contrast = this_node.Contrasts{j}; + + if ~isempty(this_contrast.Weights) && ... + ~iscell(this_contrast.Weights) && ... + numel(this_contrast.Weights) == 1 + this_contrast.Weights = {this_contrast.Weights}; + end + + if isnumeric(this_contrast.ConditionList) && ... + numel(this_contrast.ConditionList) == 1 + this_contrast.ConditionList = {this_contrast.ConditionList}; + end + + this_node.Contrasts{j} = this_contrast; + + end + end + + obj.content.Nodes{i} = this_node; + + end + obj.content.Edges = obj.Edges; + end function write(obj, filename) @@ -766,6 +803,7 @@ function write(obj, filename) % bm.write(filename) % + obj = update(obj); bids.util.mkdir(fileparts(filename)); bids.util.jsonencode(filename, obj.content); diff --git a/miss_hit.cfg b/miss_hit.cfg index 9bed07a5..45074973 100644 --- a/miss_hit.cfg +++ b/miss_hit.cfg @@ -20,6 +20,6 @@ tab_width: 2 # metrics limit for the code quality (https://florianschanda.github.io/miss_hit/metrics.html) metric "cnest": limit 5 -metric "file_length": limit 900 +metric "file_length": limit 1000 metric "cyc": limit 21 metric "parameters": limit 8 diff --git a/tests/data/model/model-bug385_smdl.json b/tests/data/model/model-bug385_smdl.json index e7b84302..18c58061 100644 --- a/tests/data/model/model-bug385_smdl.json +++ b/tests/data/model/model-bug385_smdl.json @@ -6,7 +6,9 @@ "task": [ "motion" ], - "acq": [""], + "acq": [ + "" + ], "space": [ "MNI152NLin2009cAsym" ] @@ -53,8 +55,12 @@ "Options": { "HighPassFilterCutoffHz": 0.008, "Mask": { - "desc": ["brain"], - "suffix": ["mask"] + "desc": [ + "brain" + ], + "suffix": [ + "mask" + ] } }, "Software": { @@ -86,7 +92,9 @@ "contrast" ], "Model": { - "X": [1], + "X": [ + 1 + ], "Type": "glm" }, "DummyContrasts": { @@ -96,14 +104,28 @@ { "Level": "Dataset", "Name": "dataset", - "GroupBy": ["contrast"], + "GroupBy": [ + "contrast" + ], "Model": { - "X": [1], + "X": [ + 1 + ], "Type": "glm" }, "DummyContrasts": { "Test": "t" } } + ], + "Edges": [ + { + "Source": "run", + "Destination": "subject" + }, + { + "Source": "subject", + "Destination": "dataset" + } ] } diff --git a/tests/data/model/model-narps_smdl.json b/tests/data/model/model-narps_smdl.json index a6ba683e..b45e598f 100644 --- a/tests/data/model/model-narps_smdl.json +++ b/tests/data/model/model-narps_smdl.json @@ -3,7 +3,9 @@ "Description": "NARPS Analysis model", "BIDSModelVersion": "1.0.0", "Input": { - "task": ["MGT"] + "task": [ + "MGT" + ] }, "Nodes": [ { diff --git a/tests/data/model/model-rhymejudgement_smdl.json b/tests/data/model/model-rhymejudgement_smdl.json index b5767d9c..10f0c6cf 100644 --- a/tests/data/model/model-rhymejudgement_smdl.json +++ b/tests/data/model/model-rhymejudgement_smdl.json @@ -3,7 +3,9 @@ "BIDSModelVersion": "1.0.0", "Description": "default BIDS stats model for rhymejudgment task", "Input": { - "task": ["rhymejudgment"] + "task": [ + "rhymejudgment" + ] }, "Nodes": [ { @@ -18,7 +20,9 @@ "Instructions": [ { "Name": "", - "Inputs": [""] + "Inputs": [ + "" + ] } ] }, @@ -39,8 +43,12 @@ "Options": { "HighPassFilterCutoffHz": 0.008, "Mask": { - "desc": ["brain"], - "suffix": ["mask"] + "desc": [ + "brain" + ], + "suffix": [ + "mask" + ] } }, "Software": [] @@ -48,8 +56,12 @@ "Contrasts": [ { "Name": "", - "ConditionList": [""], - "Weights": [""], + "ConditionList": [ + "" + ], + "Weights": [ + "" + ], "Test": "t" } ], @@ -64,15 +76,23 @@ { "Level": "Subject", "Name": "subject", - "GroupBy": [""], + "GroupBy": [ + "" + ], "Model": { - "X": [""], + "X": [ + "" + ], "Type": "glm", "Options": { "HighPassFilterCutoffHz": 0.008, "Mask": { - "desc": ["brain"], - "suffix": ["mask"] + "desc": [ + "brain" + ], + "suffix": [ + "mask" + ] } }, "Software": [] @@ -80,28 +100,42 @@ "Contrasts": [ { "Name": "", - "ConditionList": [""], - "Weights": [""], + "ConditionList": [ + "" + ], + "Weights": [ + "" + ], "Test": "t" } ], "DummyContrasts": { "Test": "t", - "Contrasts": [""] + "Contrasts": [ + "" + ] } }, { "Level": "Dataset", "Name": "dataset", - "GroupBy": [""], + "GroupBy": [ + "" + ], "Model": { - "X": [""], + "X": [ + "" + ], "Type": "glm", "Options": { "HighPassFilterCutoffHz": 0.008, "Mask": { - "desc": ["brain"], - "suffix": ["mask"] + "desc": [ + "brain" + ], + "suffix": [ + "mask" + ] } }, "Software": [] @@ -109,14 +143,20 @@ "Contrasts": [ { "Name": "", - "ConditionList": [""], - "Weights": [""], + "ConditionList": [ + "" + ], + "Weights": [ + "" + ], "Test": "t" } ], "DummyContrasts": { "Test": "t", - "Contrasts": [""] + "Contrasts": [ + "" + ] } } ], diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index 7c09fc56..8091c3e7 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -122,15 +122,24 @@ function test_model_validate() function test_model_write() + filename = fullfile(pwd, 'tmp', 'model-foo_smdl.json'); + bm = bids.Model('file', model_file('narps'), 'verbose', false); - filename = fullfile(pwd, 'tmp', 'foo.json'); bm.write(filename); assertEqual(bids.util.jsondecode(model_file('narps')), ... bids.util.jsondecode(filename)); delete(filename); + bm = bids.Model('file', model_file('bug385'), 'verbose', false); + + bm.write(filename); + assertEqual(bids.util.jsondecode(model_file('bug385')), ... + bids.util.jsondecode(filename)); + + delete(filename); + end function test_model_get_nodes() From 1b53a46f728cd30287396c115e47f07022b66c31 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 3 Jun 2022 11:01:05 +0200 Subject: [PATCH 182/340] fix typo --- +bids/Model.m | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/+bids/Model.m b/+bids/Model.m index 446d8a39..cf69f071 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -342,7 +342,7 @@ function value = format_output(value, idx) if ~iscell(value) && numel(idx) > 1 value = {value}; - elseif iscell(value) && numel(idx) == 1 + elseif iscell(value) && numel(value) == 1 value = value{1}; end end From 3afc04b0f2bd7cb61d5c7fbadd598ab01d82573b Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 7 Jun 2022 07:20:48 +0200 Subject: [PATCH 183/340] clear variable that would otherwise lead to directly assigning contrasts from lower levels to a higher level - fixes https://github.com/cpp-lln-lab/CPP_SPM/issues/616 --- +bids/Model.m | 1 + 1 file changed, 1 insertion(+) diff --git a/+bids/Model.m b/+bids/Model.m index cf69f071..bbd6632c 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -163,6 +163,7 @@ tmp{iCon, 1} = obj.Nodes{iNode, 1}.Contrasts(iCon); end obj.Nodes{iNode, 1}.Contrasts = tmp; + clear tmp; end end From 99eac7b1cc595f6542b42627dac80c3c693d5b96 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 7 Jun 2022 10:37:38 +0200 Subject: [PATCH 184/340] Fix matlab test CI workflow --- .github/workflows/run_tests_matlab.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/run_tests_matlab.yml b/.github/workflows/run_tests_matlab.yml index cf8e4fb3..16d91b12 100644 --- a/.github/workflows/run_tests_matlab.yml +++ b/.github/workflows/run_tests_matlab.yml @@ -5,7 +5,7 @@ on: branches: - master - main - - + - dev paths: - '**.m' pull_request: From ca2ec87564097798c25c259793fd2b5dc3ad2bfa Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 7 Jun 2022 12:04:39 +0200 Subject: [PATCH 185/340] make sure tests are run in CI when workflow files are changed --- .github/workflows/run_tests_matlab.yml | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/.github/workflows/run_tests_matlab.yml b/.github/workflows/run_tests_matlab.yml index 16d91b12..b69196f6 100644 --- a/.github/workflows/run_tests_matlab.yml +++ b/.github/workflows/run_tests_matlab.yml @@ -4,14 +4,15 @@ on: push: branches: - master - - main - dev paths: - - '**.m' + - '**.m' + - .github/workflows/*.yml pull_request: branches: ["*"] paths: - - '**.m' + - '**.m' + - .github/workflows/*.yml # Allows you to run this workflow manually from the Actions tab workflow_dispatch: From 15d3b6b6b20ee84ba68e6c684da51d5b7eda3cae Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 8 Jun 2022 12:35:04 +0200 Subject: [PATCH 186/340] improve Description constructor to also accept filenames and not a just whole layout --- +bids/Description.m | 36 +++++++++++++++++++++++++----------- 1 file changed, 25 insertions(+), 11 deletions(-) diff --git a/+bids/Description.m b/+bids/Description.m index 20c7c8b2..3dcad5a1 100644 --- a/+bids/Description.m +++ b/+bids/Description.m @@ -8,9 +8,11 @@ % % :param pipeline: pipeline name % :type pipeline: string + % % :param BIDS: output from BIDS layout to identify the source dataset % used when creating a derivatives dataset - % :type BIDS: structure + % Can also be the path to a dataset_descriptin.json file + % :type BIDS: structure or char % % % (C) Copyright 2021 BIDS-MATLAB developers @@ -31,24 +33,36 @@ methods - function obj = Description(pipeline, BIDS) + function obj = Description(varargin) + % + % USAGE:: % - % Instance constructor + % ds_desc = bids.Description(pipeline, BIDS); % - if nargin > 0 + args = inputParser; + + addOptional(args, 'pipeline', '', @ischar); + addRequired(args, 'BIDS', ''); + + parse(args, varargin{:}); + + if ~isempty(pipeline) obj.is_derivative = true; - if ~isempty(pipeline) - obj.pipeline = pipeline; - end + obj.pipeline = pipeline; end - if nargin > 1 && ~isempty(BIDS) - obj.source_description = BIDS.description; + if ~isempty(BIDS) + if isstruct(BIDS) + obj.source_description = BIDS.description; + elseif ischar(BIDS) && ... + exist(BIDS, 'file') && ... + strcmp(bids.internal.file_utils(BIDS, 'filename'), 'dataset_description.json') + obj.source_description = bids.util.jsondecode(BIDS); + end end - obj.content = struct( ... - 'Name', '', ... + obj.content = struct('Name', '', ... 'BIDSVersion', '', ... 'DatasetType', 'raw', ... 'License', '', ... From 7294ba17e7c3607898335a549ad1f8b78f13a43b Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 8 Jun 2022 13:06:50 +0200 Subject: [PATCH 187/340] fix bugs --- +bids/Description.m | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/+bids/Description.m b/+bids/Description.m index 3dcad5a1..5dfde74c 100644 --- a/+bids/Description.m +++ b/+bids/Description.m @@ -42,11 +42,18 @@ args = inputParser; + char_or_struct = @(x) ischar(x) || isstruct(x); + addOptional(args, 'pipeline', '', @ischar); - addRequired(args, 'BIDS', ''); + addOptional(args, 'BIDS', '', char_or_struct); parse(args, varargin{:}); + pipeline = args.Results.pipeline; + BIDS = args.Results.BIDS; + + %% + if ~isempty(pipeline) obj.is_derivative = true; obj.pipeline = pipeline; From 0c0a4a8d177477a19431339b09ef718fc2cb0002 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 8 Jun 2022 13:07:20 +0200 Subject: [PATCH 188/340] allow empty subject directories when going schema less --- +bids/layout.m | 8 ++++++++ tests/tests_layout/test_layout.m | 7 +++++++ 2 files changed, 15 insertions(+) diff --git a/+bids/layout.m b/+bids/layout.m index 15797ec9..e868ca3b 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -241,9 +241,16 @@ % so the parsing is unconstrained for iModality = 1:numel(modalities) switch modalities{iModality} + case {'anat', 'func', 'beh', 'meg', 'eeg', 'ieeg', 'pet', 'fmap', 'dwi', 'perf', 'micr'} subject = parse_using_schema(subject, modalities{iModality}, schema, verbose); + otherwise + + if isempty(modalities{iModality}) + continue + end + % in case we are going schemaless % or the modality is not one of the usual suspect if ~bids.internal.is_valid_fieldname(modalities{iModality}) @@ -258,6 +265,7 @@ subject.(modalities{iModality}) = struct([]); subject = parse_using_schema(subject, modalities{iModality}, schema, verbose); + end end diff --git a/tests/tests_layout/test_layout.m b/tests/tests_layout/test_layout.m index 30eb4c83..9773b3aa 100644 --- a/tests/tests_layout/test_layout.m +++ b/tests/tests_layout/test_layout.m @@ -6,6 +6,13 @@ initTestSuite; end +function test_layout_empty_subject_folder_allowed_when_schemaless() + mkdir tmp; + mkdir tmp/sub-01; + bids.layout(fullfile(pwd, 'tmp'), 'use_schema', false); + rmdir(fullfile(pwd, 'tmp'), 's'); +end + function test_layout_smoke_test() pth_bids_example = get_test_data_dir(); From 9f3a94f2f4ed8d8befbf6d62bef4983a4cdf755b Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 10 Jun 2022 19:15:16 +0200 Subject: [PATCH 189/340] fix bids basic transformers row selection --- +bids/+transformers/basic.m | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/+bids/+transformers/basic.m b/+bids/+transformers/basic.m index 615c0b72..9ba84453 100644 --- a/+bids/+transformers/basic.m +++ b/+bids/+transformers/basic.m @@ -70,7 +70,7 @@ input = bids.transformers.get_input(transformer, data); output = bids.transformers.get_output(transformer, data); - rows = logical(size(data.(input{1}))); + rows = true(size(data.(input{1}))); [left, query_type, right] = bids.transformers.get_query(transformer); if ~isempty(query_type) From e8f61538c88ec0d3e81a8deb8388624c61965801 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 12 Jun 2022 14:01:51 +0200 Subject: [PATCH 190/340] fix printing of windows path --- +bids/+internal/format_path.m | 32 ++++++++++++++++++++++++++++++++ +bids/copy_to_derivative.m | 2 +- +bids/layout.m | 2 +- 3 files changed, 34 insertions(+), 2 deletions(-) create mode 100644 +bids/+internal/format_path.m diff --git a/+bids/+internal/format_path.m b/+bids/+internal/format_path.m new file mode 100644 index 00000000..6cd7eb7e --- /dev/null +++ b/+bids/+internal/format_path.m @@ -0,0 +1,32 @@ +function pth = format_path(pth) + % + % + % USAGE:: + % + % pth = bids.internal.format_path(pth) + % + % Replaces single '\' by '/' in Windows paths + % to prevent escaping warning when printing a path to screen + % + % :param pth: If pth is a cellstr of paths, pathToPrint will work + % recursively on it. + % :type pth: char or cellstr$ + % + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + if isunix() + return + end + + if ischar(pth) + pth = strrep(pth, '\', '/'); + + elseif iscell(pth) + for i = 1:numel(pth) + pth{i} = pathToPrint(pth{i}); + end + end + +end diff --git a/+bids/copy_to_derivative.m b/+bids/copy_to_derivative.m index a5cf3568..11a92af0 100644 --- a/+bids/copy_to_derivative.m +++ b/+bids/copy_to_derivative.m @@ -369,7 +369,7 @@ function copy_dependencies(file, BIDS, derivatives_folder, unzip, force, skip_de copy_file(BIDS, derivatives_folder, dep_file, unzip, force, ~skip_dep, verbose); else - msg = sprintf('Dependency file %s not found', dep_file); + msg = sprintf('Dependency file %s not found', bids.internal.format_path(dep_file)); bids.internal.error_handling(mfilename, 'missingDependencyFile', msg, true, verbose); end diff --git a/+bids/layout.m b/+bids/layout.m index e868ca3b..50b725de 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -532,7 +532,7 @@ ['^' strrep(filename, ['.' ext], ['\.' ext]) '$']); if isempty(tsv_file) - msg = sprintf('Missing: %s', fullfile(pth, filename)); + msg = sprintf('Missing: %s', bids.internal.format_path(fullfile(pth, filename))); bids.internal.error_handling(mfilename, 'tsvMissing', msg, tolerant, verbose); else From 5bdacb40479fd329fdbee85f524cecc13d027952 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 12 Jun 2022 19:07:22 +0200 Subject: [PATCH 191/340] fix printing of windows path --- +bids/+internal/download.m | 4 +++- +bids/+internal/format_path.m | 32 ++++++++++++++++++++++++++++++++ +bids/+util/download_ds.m | 4 +++- +bids/copy_to_derivative.m | 2 +- +bids/layout.m | 4 ++-- 5 files changed, 41 insertions(+), 5 deletions(-) create mode 100644 +bids/+internal/format_path.m diff --git a/+bids/+internal/download.m b/+bids/+internal/download.m index fe91ae6e..373c13b5 100644 --- a/+bids/+internal/download.m +++ b/+bids/+internal/download.m @@ -35,7 +35,9 @@ % move file in case it was not downloaded in the root dir if ~exist(fullfile(output_dir, filename), 'file') - print_to_screen([filename ' --> ' output_dir], verbose); + print_to_screen([bids.internal.format_path(filename), ... + ' --> ', ... + bids.internal.format_path(output_dir)], verbose); movefile(filename, fullfile(output_dir, filename)); end filename = fullfile(output_dir, filename); diff --git a/+bids/+internal/format_path.m b/+bids/+internal/format_path.m new file mode 100644 index 00000000..6cd7eb7e --- /dev/null +++ b/+bids/+internal/format_path.m @@ -0,0 +1,32 @@ +function pth = format_path(pth) + % + % + % USAGE:: + % + % pth = bids.internal.format_path(pth) + % + % Replaces single '\' by '/' in Windows paths + % to prevent escaping warning when printing a path to screen + % + % :param pth: If pth is a cellstr of paths, pathToPrint will work + % recursively on it. + % :type pth: char or cellstr$ + % + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + if isunix() + return + end + + if ischar(pth) + pth = strrep(pth, '\', '/'); + + elseif iscell(pth) + for i = 1:numel(pth) + pth{i} = pathToPrint(pth{i}); + end + end + +end diff --git a/+bids/+util/download_ds.m b/+bids/+util/download_ds.m index 7f869483..baf67e8d 100644 --- a/+bids/+util/download_ds.m +++ b/+bids/+util/download_ds.m @@ -104,7 +104,9 @@ [~, basename, ext] = fileparts(filename); if strcmp(ext, '.zip') - msg = sprintf('Unzipping dataset:\n %s to \n %s \n\n', filename, out_path); + msg = sprintf('Unzipping dataset:\n %s to \n %s \n\n', ... + bids.internal.format_path(filename), ... + bids.internal.format_path(out_path)); print_to_screen(msg, verbose); unzip(filename, out_path); diff --git a/+bids/copy_to_derivative.m b/+bids/copy_to_derivative.m index a5cf3568..11a92af0 100644 --- a/+bids/copy_to_derivative.m +++ b/+bids/copy_to_derivative.m @@ -369,7 +369,7 @@ function copy_dependencies(file, BIDS, derivatives_folder, unzip, force, skip_de copy_file(BIDS, derivatives_folder, dep_file, unzip, force, ~skip_dep, verbose); else - msg = sprintf('Dependency file %s not found', dep_file); + msg = sprintf('Dependency file %s not found', bids.internal.format_path(dep_file)); bids.internal.error_handling(mfilename, 'missingDependencyFile', msg, true, verbose); end diff --git a/+bids/layout.m b/+bids/layout.m index e868ca3b..75cceeb9 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -112,7 +112,7 @@ subjects = cellstr(bids.internal.file_utils('List', BIDS.pth, 'dir', '^sub-.*$')); if isequal(subjects, {''}) msg = sprintf('No subjects found in BIDS directory: ''%s''', ... - BIDS.pth); + bids.internal.format_path(BIDS.pth)); bids.internal.error_handling(mfilename, 'noSubject', msg, tolerant, verbose); return end @@ -532,7 +532,7 @@ ['^' strrep(filename, ['.' ext], ['\.' ext]) '$']); if isempty(tsv_file) - msg = sprintf('Missing: %s', fullfile(pth, filename)); + msg = sprintf('Missing: %s', bids.internal.format_path(fullfile(pth, filename))); bids.internal.error_handling(mfilename, 'tsvMissing', msg, tolerant, verbose); else From 7b27412be9cf5057e1cd38e41d45b1a2ddb554b1 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 16 Jun 2022 13:53:19 +0200 Subject: [PATCH 192/340] add possibility to skip the manage dependencies step of the layout --- +bids/layout.m | 16 ++++++++++++++-- 1 file changed, 14 insertions(+), 2 deletions(-) diff --git a/+bids/layout.m b/+bids/layout.m index 75cceeb9..223b093b 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -7,6 +7,7 @@ % BIDS = bids.layout(pwd, ... % 'use_schema', true, ... % 'index_derivatives', false, ... + % 'index_dependencies', true, ... % 'tolerant', true, ... % 'verbose', false) % @@ -26,6 +27,10 @@ % any ``derivatives`` folder in the BIDS dataset. % :type index_derivatives: boolean % + % :param index_dependencies: if ``true`` this will index the dependencies (json files, + % assiciated TSV files for each file...) + % :type index_dependencies: boolean + % % :param tolerant: Set to ``true`` to turn validation errors into warnings % :type tolerant: boolean % @@ -42,6 +47,7 @@ default_root = pwd; default_index_derivatives = false; + default_index_dependencies = true; default_tolerant = true; default_use_schema = true; default_verbose = false; @@ -52,6 +58,7 @@ addOptional(args, 'root', default_root, is_dir_or_struct); addParameter(args, 'index_derivatives', default_index_derivatives); + addParameter(args, 'index_dependencies', default_index_dependencies); addParameter(args, 'tolerant', default_tolerant); addParameter(args, 'use_schema', default_use_schema); addParameter(args, 'verbose', default_verbose); @@ -60,6 +67,7 @@ root = args.Results.root; index_derivatives = args.Results.index_derivatives; + index_dependencies = args.Results.index_dependencies; tolerant = args.Results.tolerant; use_schema = args.Results.use_schema; verbose = args.Results.verbose; @@ -145,7 +153,7 @@ end - BIDS = manage_dependencies(BIDS, verbose); + BIDS = manage_dependencies(BIDS, index_dependencies, verbose); BIDS = index_derivatives_dir(BIDS, index_derivatives, verbose); @@ -549,11 +557,15 @@ end -function BIDS = manage_dependencies(BIDS, verbose) +function BIDS = manage_dependencies(BIDS, index_dependencies, verbose) % % Loops over all files and retrieve all files that current file depends on % + if ~index_dependencies + return + end + tolerant = true; file_list = bids.query(BIDS, 'data'); From 28626a109936372a3bbd15c1917c94dc6ef50c8c Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 23 Jun 2022 21:08:32 +0200 Subject: [PATCH 193/340] fix default stats model when no trial type columns --- +bids/+internal/list_all_trial_types.m | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/+bids/+internal/list_all_trial_types.m b/+bids/+internal/list_all_trial_types.m index 8faf25fb..cc77a5c0 100644 --- a/+bids/+internal/list_all_trial_types.m +++ b/+bids/+internal/list_all_trial_types.m @@ -20,8 +20,10 @@ % TODO probably faster ways to do this than a nested loop for i = 1:size(event_files, 1) tmp = bids.util.tsvread(event_files{i, 1}); - for j = 1:numel(tmp.trial_type) - trial_type_list{end + 1, 1} = tmp.trial_type{j}; %#ok<*AGROW> + if isfield(tmp, 'trial_type') + for j = 1:numel(tmp.trial_type) + trial_type_list{end + 1, 1} = tmp.trial_type{j}; %#ok<*AGROW> + end end end From 239e39919c0d1f2482c1ea3191352bf0236ca7bb Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 24 Jun 2022 12:46:07 +0200 Subject: [PATCH 194/340] allow constant transformer to use char as Values --- +bids/+transformers/constant.m | 14 +++++++++----- 1 file changed, 9 insertions(+), 5 deletions(-) diff --git a/+bids/+transformers/constant.m b/+bids/+transformers/constant.m index cf34847a..be451b36 100644 --- a/+bids/+transformers/constant.m +++ b/+bids/+transformers/constant.m @@ -1,6 +1,6 @@ function data = constant(transformer, data) % - % Adds a new column with a constant value. + % Adds a new column with a constant value (numeric or char). % % % **JSON EXAMPLE**: @@ -19,15 +19,15 @@ % :param Output: **mandatory**. Name of the newly generated column. % :type Output: string or array % - % :param Input: optional. The value of the constant, defaults to ``1``. - % :type Input: float + % :param Value: optional. The value of the constant, defaults to ``1``. + % :type Value: float or char % % % **CODE EXAMPLE**:: % % transformer = struct('Name', 'Constant', ... % 'Value', 1, ... - % 'Ouput', 'intercept'); + % 'Output', 'intercept'); % % % data = bids.transformers(transformer, data); @@ -47,5 +47,9 @@ value = transformer.Value; end - data.(output{1}) = ones(size(data.onset)) * value; + if isnumeric(value) + data.(output{1}) = ones(size(data.onset)) * value; + elseif ischar(value) + data.(output{1}) = cellstr(repmat(value, size(data.onset))); + end end From 6126316a856d2a961719165826aa66ed88b581e7 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 24 Jun 2022 18:50:17 +0200 Subject: [PATCH 195/340] improve diagnostic to be able to split by suffix --- +bids/+internal/plot_diagnostic_table.m | 51 ++++++++++++++----- +bids/diagnostic.m | 67 +++++++++++++++++++------ 2 files changed, 90 insertions(+), 28 deletions(-) diff --git a/+bids/+internal/plot_diagnostic_table.m b/+bids/+internal/plot_diagnostic_table.m index 3dbbaa8c..f6d716fa 100644 --- a/+bids/+internal/plot_diagnostic_table.m +++ b/+bids/+internal/plot_diagnostic_table.m @@ -15,16 +15,7 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) end - % prepare x tick labels - for col = 1:numel(headers) - xticklabel{col} = [headers{col}.modality]; - if isfield(headers{col}, 'task') - xticklabel{col} = sprintf('%s - task: %s', headers{col}.modality, headers{col}.task); - end - if length(xticklabel{col}) > 43 - xticklabel{col} = [xticklabel{col}(1:40) '...']; - end - end + xticklabel = create_x_tick_label(headers); nb_rows = size(diagnostic_table, 1); nb_cols = size(diagnostic_table, 2); @@ -52,9 +43,7 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) % y axis set(gca, 'yTick', 1:nb_rows); - if nb_rows < 50 - set(gca, 'yTickLabel', yticklabel); - end + set(gca, 'yTickLabel', yticklabel); box(gca, 'on'); @@ -111,3 +100,39 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) title(fig_name); end + +function xticklabel = create_x_tick_label(headers) + + for col = 1:numel(headers) + + if iscell(headers{col}.modality) + xticklabel{col} = headers{col}.modality{1}; + else + xticklabel{col} = headers{col}.modality; + end + + xticklabel = append_entity_to_label(headers, xticklabel, col, 'task'); + + xticklabel = append_entity_to_label(headers, xticklabel, col, 'suffix'); + + if length(xticklabel{col}) > 43 + xticklabel{col} = [xticklabel{col}(1:40) '...']; + end + + end + +end + +function label = append_entity_to_label(headers, label, col, entity) + + if isfield(headers{col}, entity) + + if iscell(headers{col}.(entity)) + headers{col}.(entity) = headers{col}.(entity){1}; + end + + label{col} = sprintf(['%s - ' entity ': %s'], label{col}, headers{col}.(entity)); + + end + +end diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index 4f2ea00a..1c577c38 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -41,7 +41,7 @@ % (C) Copyright 2021 BIDS-MATLAB developers default_BIDS = pwd; - default_schema = true; + default_schema = false; default_filter = struct(); default_split = {''}; default_output_path = ''; @@ -65,11 +65,9 @@ subjects = bids.query(BIDS, 'subjects', filter); - modalities = bids.query(BIDS, 'modalities', filter); - - headers = get_headers(BIDS, modalities, filter, args.Results.split_by); + headers = get_headers(BIDS, filter, args.Results.split_by); - diagnostic_table = nan(numel(subjects), numel(modalities)); + diagnostic_table = nan(numel(subjects), numel(headers)); % events_table = nan(numel(subjects), numel(tasks)); row = 1; @@ -102,6 +100,9 @@ if isfield(headers{i_col}, 'task') this_filter.task = headers{i_col}.task; end + if isfield(headers{i_col}, 'suffix') + this_filter.suffix = headers{i_col}.suffix; + end files = bids.query(BIDS, 'data', this_filter); @@ -141,28 +142,49 @@ end -function headers = get_headers(BIDS, modalities, filter, split_by) +function headers = get_headers(BIDS, filter, split_by) % % Get the headers to include in the output table % + % TODO will probably need to use a recursive way to build the header list + headers = {}; + + modalities = bids.query(BIDS, 'modalities', filter); + for i_modality = 1:numel(modalities) - if ismember('task', split_by) && ... - ismember(modalities(i_modality), {'func', 'eeg', 'meg', 'ieeg', 'pet', 'beh'}) + this_filter = filter; + this_filter.modality = modalities(i_modality); - this_filter = filter; - this_filter.modality = modalities(i_modality); - tasks = bids.query(BIDS, 'tasks', this_filter); + this_header = struct('modality', {modalities(i_modality)}); + + if ismember('suffix', split_by) + + suffixes = bids.query(BIDS, 'suffixes', this_filter); + + for i_suffix = 1:numel(suffixes) + + this_filter.suffix = suffixes(i_suffix); + + this_header.suffix = suffixes(i_suffix); + + if ismember('task', split_by) + headers = add_task_based_headers(BIDS, headers, this_filter, this_header, split_by); + else + headers{end + 1} = this_header; + end - for i_task = 1:numel(tasks) - headers{end + 1} = struct('modality', modalities(i_modality), ... - 'task', tasks(i_task)); end else - headers{end + 1} = struct('modality', modalities(i_modality)); + + if ismember('task', split_by) + headers = add_task_based_headers(BIDS, headers, this_filter, this_header, split_by); + else + headers{end + 1} = this_header; + end end @@ -177,3 +199,18 @@ this_filter.ses = ses; end end + +function headers = add_task_based_headers(BIDS, headers, this_filter, this_header, split_by) + + if ismember('task', split_by) + + tasks = bids.query(BIDS, 'tasks', this_filter); + + for i_task = 1:numel(tasks) + this_header.task = tasks(i_task); + headers{end + 1} = this_header; + end + + end + +end From 9bf91f5069c45b258c1a1ae3aec780ddf4ed0b58 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 24 Jun 2022 19:02:54 +0200 Subject: [PATCH 196/340] improve query performance --- +bids/query.m | 20 ++++++++++---------- tests/test_diagnostic.m | 2 ++ 2 files changed, 12 insertions(+), 10 deletions(-) diff --git a/+bids/query.m b/+bids/query.m index 73ed6a5e..b509b6c1 100644 --- a/+bids/query.m +++ b/+bids/query.m @@ -159,7 +159,7 @@ bids.internal.error_handling(mfilename(), 'unknownQuery', msg, false, true); end - bids_entities = schema_entities(); +% bids_entities = schema_entities(); BIDS = bids.layout(BIDS); @@ -175,7 +175,7 @@ % Get optional target option for metadata query [target, options] = get_target(query, options); - result = perform_query(BIDS, query, options, subjects, modalities, target, bids_entities); + result = perform_query(BIDS, query, options, subjects, modalities, target); %% Postprocessing output variable switch query @@ -341,7 +341,7 @@ case cat(2, {'suffixes', 'suffixes', 'extensions', 'prefixes'}, valid_entity_qu end -function result = perform_query(BIDS, query, options, subjects, modalities, target, bids_entities) +function result = perform_query(BIDS, query, options, subjects, modalities, target) % Initialise output variable result = {}; @@ -366,13 +366,13 @@ case cat(2, {'suffixes', 'suffixes', 'extensions', 'prefixes'}, valid_entity_qu end result = update_result(query, options, result, this_subject, ... - this_modality, target, bids_entities); + this_modality, target); end end - result = update_result_with_root_content(query, options, result, BIDS, bids_entities); + result = update_result_with_root_content(query, options, result, BIDS); end @@ -387,7 +387,6 @@ case cat(2, {'suffixes', 'suffixes', 'extensions', 'prefixes'}, valid_entity_qu this_subject = varargin{4}; this_modality = varargin{5}; target = varargin{6}; - bids_entities = varargin{7}; d = this_subject.(this_modality); @@ -441,7 +440,7 @@ case cat(2, {'suffixes', 'suffixes', 'extensions', 'prefixes'}, valid_entity_qu case valid_entity_queries() - result = update_if_entity(query, result, d(k), bids_entities); + result = update_if_entity(query, result, d(k)); case {'suffixes', 'prefixes'} field = query(1:end - 2); @@ -459,7 +458,7 @@ case valid_entity_queries() end end -function result = update_result_with_root_content(query, options, result, BIDS, bids_entities) +function result = update_result_with_root_content(query, options, result, BIDS) d = BIDS.root; @@ -493,7 +492,7 @@ case valid_entity_queries() case valid_entity_queries() - result = update_if_entity(query, result, d(k), bids_entities); + result = update_if_entity(query, result, d(k)); case {'suffixes', 'prefixes'} field = query(1:end - 2); @@ -513,7 +512,7 @@ case valid_entity_queries() value = schema.content.objects.entities; end -function result = update_if_entity(query, result, dk, bids_entities) +function result = update_if_entity(query, result, dk) if ismember(query, short_valid_entity_queries()) field = query(1:end - 1); @@ -522,6 +521,7 @@ case valid_entity_queries() field = 'atlas'; elseif ismember(query, long_valid_entity_queries()) + bids_entities = schema_entities(); field = bids_entities.(query(1:end - 1)).entity; else diff --git a/tests/test_diagnostic.m b/tests/test_diagnostic.m index 1a09cda8..2ab91352 100644 --- a/tests/test_diagnostic.m +++ b/tests/test_diagnostic.m @@ -22,7 +22,9 @@ function test_diagnostic_basic() BIDS = bids.layout(deblank(examples(i, :))); diagnostic_table = bids.diagnostic(BIDS, 'output_path', pwd); + diagnostic_table = bids.diagnostic(BIDS, 'split_by', {'suffix'}, 'output_path', pwd); diagnostic_table = bids.diagnostic(BIDS, 'split_by', {'task'}, 'output_path', pwd); + diagnostic_table = bids.diagnostic(BIDS, 'split_by', {'task', 'suffix'}, 'output_path', pwd); end From 650b32f945d1a86d909d51381b36564247636bf4 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 24 Jun 2022 19:13:58 +0200 Subject: [PATCH 197/340] return more argument for diagnostic --- +bids/diagnostic.m | 2 +- +bids/query.m | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index 1c577c38..0086a061 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -1,4 +1,4 @@ -function diagnostic_table = diagnostic(varargin) +function [diagnostic_table, sub_ses, headers] = diagnostic(varargin) % % Creates a summary figure listing the number of files for each subject / session and % and imaging modality (possiblty split by task) diff --git a/+bids/query.m b/+bids/query.m index b509b6c1..f5fd1221 100644 --- a/+bids/query.m +++ b/+bids/query.m @@ -159,7 +159,7 @@ bids.internal.error_handling(mfilename(), 'unknownQuery', msg, false, true); end -% bids_entities = schema_entities(); + % bids_entities = schema_entities(); BIDS = bids.layout(BIDS); From c622862830e30da2895f81a4f35dcb85a10ee8a2 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 25 Jun 2022 10:10:08 +0200 Subject: [PATCH 198/340] update PR content and title for schema update --- .github/workflows/update_schema.yml | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.github/workflows/update_schema.yml b/.github/workflows/update_schema.yml index 75555d34..b85c1556 100644 --- a/.github/workflows/update_schema.yml +++ b/.github/workflows/update_schema.yml @@ -56,9 +56,12 @@ jobs: uses: peter-evans/create-pull-request@v3 with: commit-message: BIDS schema update + id: cpr assignees: Remi-Gau, gllmflndn base: master delete-branch: true + title: '[BOT] update schema' + body: 'done via this [GitHub Action](https://github.com/bids-standard/bids-matlab/blob/master/.github/workflows/update_schema.yml)' - name: Check outputs run: | From 7106d4506999a1656d86e74586a825e3b1952b76 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 25 Jun 2022 10:26:20 +0200 Subject: [PATCH 199/340] change transformers name to prevent warning madness on Octave because name shadow core functions --- +bids/+transformers/assign.m | 246 ------------------ +bids/+transformers/basic.m | 125 --------- +bids/+transformers/concatenate.m | 69 ----- +bids/+transformers/constant.m | 55 ---- +bids/+transformers/copy.m | 62 ----- +bids/+transformers/delete.m | 56 ---- +bids/+transformers/drop_na.m | 70 ----- +bids/+transformers/factor.m | 89 ------- +bids/+transformers/filter.m | 91 ------- +bids/+transformers/logical.m | 103 -------- +bids/+transformers/mean.m | 82 ------ +bids/+transformers/product.m | 84 ------ +bids/+transformers/rename.m | 62 ----- +bids/+transformers/replace.m | 159 ----------- +bids/+transformers/scale.m | 126 --------- +bids/+transformers/select.m | 71 ----- +bids/+transformers/split.m | 197 -------------- +bids/+transformers/std.m | 82 ------ +bids/+transformers/sum.m | 103 -------- +bids/+transformers/threshold.m | 122 --------- +bids/transformers.m | 40 +-- .../test_transformers_compute.m | 2 +- 22 files changed, 21 insertions(+), 2075 deletions(-) delete mode 100644 +bids/+transformers/assign.m delete mode 100644 +bids/+transformers/basic.m delete mode 100644 +bids/+transformers/concatenate.m delete mode 100644 +bids/+transformers/constant.m delete mode 100644 +bids/+transformers/copy.m delete mode 100644 +bids/+transformers/delete.m delete mode 100644 +bids/+transformers/drop_na.m delete mode 100644 +bids/+transformers/factor.m delete mode 100644 +bids/+transformers/filter.m delete mode 100644 +bids/+transformers/logical.m delete mode 100644 +bids/+transformers/mean.m delete mode 100644 +bids/+transformers/product.m delete mode 100644 +bids/+transformers/rename.m delete mode 100644 +bids/+transformers/replace.m delete mode 100644 +bids/+transformers/scale.m delete mode 100644 +bids/+transformers/select.m delete mode 100644 +bids/+transformers/split.m delete mode 100644 +bids/+transformers/std.m delete mode 100644 +bids/+transformers/sum.m delete mode 100644 +bids/+transformers/threshold.m diff --git a/+bids/+transformers/assign.m b/+bids/+transformers/assign.m deleted file mode 100644 index 368f412a..00000000 --- a/+bids/+transformers/assign.m +++ /dev/null @@ -1,246 +0,0 @@ -function data = assign(transformer, data) - % - % The Assign transformation assigns one or more variables or columns (specified as the input) - % to one or more other columns (specified by target and/or output as described below). - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Assign", - % "Input": ["response_time"], - % "Target": ["face"], - % "TargetAttr": "duration", - % "Output": ["face_modulated_by_RT"] - % } - % - % - % Arguments: - % - % :param Input: **mandatory**. The name(s) of the columns - % from which attribute values are to be drawn - % (for assignment to the attributes of other columns). - % Must exactly match the length of the target argument. - % :type Input: string or array - % - % :param Target: **mandatory**. the name(s) of the columns to which - % the attribute values taken from the input - % are to be assigned. - % Must exactly match the length of the input argument. - % Names are mapped 1-to-1 from input to target. - % :type Target: string or array - % - % .. note:: - % - % If no output argument is specified, the columns named in target are modified in-place. - % - % - % :param Output: optional. Names of the columns to output the result of the assignment to. - % Must exactly match the length of the input and target arguments. - % :type Output: string or array - % - % If no output array is provided, columns named in target are modified in-place. - % - % If an output array is provided: - % - % - each column in the target array is first cloned, - % - then the reassignment from the input to the target is applied; - % - finally, the new (cloned and modified) column is written out to the column named in output. - % - % :param InputAttr: optional. Specifies which attribute of the input column to assign. - % Defaults to ``value``. - % If a array is passed, its length must exactly match - % that of the input and target arrays. - % :type InputAttr: string or array - % - % :param TargetAttr: optional. Specifies which attribute of the output column to assign to. - % Defaults to ``value``. - % If a array is passed, its length must exactly match - % that of the input and target arrays. - % :type TargetAttr: string or array - % - % ``InputAttr`` and ``TargetAttr`` must be one of: - % - % - ``value``, - % - ``onset``, - % - or ``duration``. - % - % .. note:: - % - % This transformation is non-destructive with respect to the input column(s). - % In case where in-place assignment is desired (essentially, renaming a column), - % either use the rename transformation, or set output to the same value as the input. - % - % Examples: - % - % To reassign the value property of a variable named ``response_time`` - % to the duration property of a ``face`` variable - % (as one might do in order to, e.g., model trial-by-trial reaction time differences - % for a given condition using a varying-epoch approach), - % and write it out as a new ``face_modulated_by_RT`` column. - % - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Assign', ... - % 'Input', 'response_time', ... - % 'Target', 'face', ... - % 'TargetAttr', 'duration', ... - % 'Ouput', 'face_modulated_by_RT'); - % - % data.response_time = ; - % data.face = ; - % data.duration = ; - % - % data = bids.transformers. (transformer, data); - % - % data.face_modulated_by_RT - % - % ans = - % - % - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - % TODO check if attr are cells - - input = bids.transformers.get_input(transformer, data); - target = get_target(transformer, data); - - output = bids.transformers.get_output(transformer, data, false); - - input_attr = get_attribute(transformer, input, 'InputAttr'); - target_attr = get_attribute(transformer, input, 'TargetAttr'); - - for i = 1:numel(input) - - if ~isempty(output) - assign_to = output{i}; - else - assign_to = target{i}; - end - - % grab the data that is being assigned somewhere else - % TODO deal with cell - % TODO deal with grabbing only certain rows? - switch input_attr{i} - - case 'value' - to_assign = data.(input{i}); - - case {'onset', 'duration'} - - attr_to_assign = data.(input_attr{i}); - - if strcmp(target_attr, 'value') - to_assign = attr_to_assign; - else - to_assign = data.(input{i}); - end - - otherwise - bids.internal.error_handling(mfilename(), 'wrongAttribute', ... - 'InputAttr must be one of "value", "onset", "duration"', ... - false); - - end - - if ~ismember(target_attr{i}, {'value', 'onset', 'duration'}) - bids.internal.error_handling(mfilename(), 'wrongAttribute', ... - 'InputAttr must be one of "value", "onset", "duration"', ... - false); - end - - if strcmp(target_attr, 'value') - - data.(assign_to) = to_assign; - - else - - fields = fieldnames(data); - for j = 1:numel(fields) - - if ismember(fields{j}, {assign_to, input{i}}) - continue - - elseif ismember(fields{j}, {target_attr{i}}) - data.(target_attr{i}) = cat(1, data.(target_attr{i}), to_assign); - - elseif ismember(fields{j}, {'onset', 'duration'}) - data.(fields{j}) = repmat(data.(fields{j}), 2, 1); - - else - - % pad non concerned fields with nan - data = pad_with_nans(data, fields{j}, to_assign); - end - - end - - % pad concerned fields - data.(assign_to) = cat(1, nan(size(to_assign)), data.(assign_to)); - data = pad_with_nans(data, input{i}, to_assign); - - end - - end - -end - -function data = pad_with_nans(data, field, to_assign) - - if iscell(data.(field)) - data.(field) = cat(1, data.(field), repmat({nan}, numel(to_assign), 1)); - else - data.(field) = cat(1, data.(field), nan(size(to_assign))); - end - -end - -function attr = get_attribute(transformer, input, type) - - attr = {'value'}; - if isfield(transformer, type) - attr = transformer.(type); - if ischar(attr) - attr = {attr}; - end - if numel(attr) > 1 && numel(attr) ~= numel(input) - bids.internal.error_handling(mfilename(), 'missingAttribute', ... - sprintf(['If number of %s must be equal to 1 ', ... - 'or to the number of Inputs'], type), ... - false); - end - end - -end - -function target = get_target(transformer, data) - - if isfield(transformer, 'Target') - - target = transformer.Target; - - if isempty(target) - target = {}; - if isfield(transformer, 'verbose') - warning('empty "Target" field'); - end - return - - else - bids.transformers.check_field(transformer.Target, data, 'Target', false); - - end - - target = {target}; - - else - target = {}; - - end - -end diff --git a/+bids/+transformers/basic.m b/+bids/+transformers/basic.m deleted file mode 100644 index 9ba84453..00000000 --- a/+bids/+transformers/basic.m +++ /dev/null @@ -1,125 +0,0 @@ -function data = basic(transformer, data) - % - % Perfoms a basic operation with a ``Value`` on the ``Input`` - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Add", - % "Input": "onset", - % "Value": 0.5, - % "Output": "delayed_onset" - % "Query": "familiarity == Famous face" - % } - % - % Each of these transformations takes one or more columns, - % and performs a mathematical operation on the input column and a provided operand. - % The operations are performed on each column independently. - % - % - % Arguments: - % - % :param Name: **mandatory**. Any of ``Add``, ``Subtract``, ``Multiply``, ``Divide``, ``Power``. - % :type Input: string - % - % :param Input: **mandatory**. A array of columns to perform operation on. - % :type Input: string or array - % - % :param Value: **mandatory**. The value to perform operation with (i.e. operand). - % :type Value: float - % - % :param Query: optional. Boolean expression used to select on which rows to - % act. - % :type Query: string - % - % :param Output: optional. List of column names to write out to. - % :type Output: string or array - % - % By default, computation is done in-place on the input - % (meaning that input columns are overwritten). - % If provided, the number of values must exactly match the number of input values, - % and the order will be mapped 1-to-1. - % - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Subtract', ... - % 'Input', 'onset', ... - % 'Value', 3, ... - % 'Ouput', 'onset_minus_3'); - % - % data.onset = [1; 2; 5; 6]; - % - % data = bids.transformers(transformer, data); - % - % data.onset_minus_3 - % - % ans = - % - % -2 - % -1 - % 2 - % 3 - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); - - rows = true(size(data.(input{1}))); - - [left, query_type, right] = bids.transformers.get_query(transformer); - if ~isempty(query_type) - - bids.transformers.check_field(left, data, 'query', false); - - rows = bids.transformers.identify_rows(data, left, query_type, right); - - end - - for i = 1:numel(input) - - value = transformer.Value; - - if ischar(value) - value = str2double(value); - if isnan(value) - msg = sprintf('basic transformers require values convertable to numeric. Got: %s', ... - transformer.Value); - bids.internal.error_handling(mfilename(), ... - 'numericOrCoercableToNumericRequired', ... - msg, ... - false); - end - end - - assert(isnumeric(value)); - - switch lower(transformer.Name) - - case 'add' - tmp = data.(input{i}) + value; - - case 'subtract' - tmp = data.(input{i}) - value; - - case 'multiply' - tmp = data.(input{i}) * value; - - case 'divide' - tmp = data.(input{i}) / value; - - case 'power' - tmp = data.(input{i}).^value; - - end - - data.(output{i})(rows, :) = tmp(rows, :); - - end - -end diff --git a/+bids/+transformers/concatenate.m b/+bids/+transformers/concatenate.m deleted file mode 100644 index 9a446bd8..00000000 --- a/+bids/+transformers/concatenate.m +++ /dev/null @@ -1,69 +0,0 @@ -function data = concatenate(transformer, data) - % - % Concatnate columns together. - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Concatenate", - % "Input": [ - % "face_type", - % "face_repetition" - % ], - % "Output": "face_type_repetition" - % } - % - % - % Arguments: - % - % :param Input: **mandatory**. TODO - % :type Input: array - % - % :param Output: optional. TODO - % :type Output: string or array - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Concatenate', ... - % 'Input', {{'face_type', 'face_repetition'}}, ... - % 'Ouput', 'face_type_repetition'); - % - % data.face_type = ; - % data.face_repetition = ; - % - % data = bids.transformers(transformer, data); - % - % data. - % - % ans = - % - % - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data, false); - - for row = 1:numel(data.onset) - - tmp1 = {}; - - for i = 1:numel(input) - if isnumeric(data.(input{i})) - tmp1{1, i} = num2str(data.(input{i})(row)); - elseif iscellstr(data.(input{i})) - tmp1{1, i} = data.(input{i}){row}; - end - end - - tmp2{row, 1} = strjoin(tmp1, '_'); - - end - - data.(output{1}) = tmp2; - -end diff --git a/+bids/+transformers/constant.m b/+bids/+transformers/constant.m deleted file mode 100644 index be451b36..00000000 --- a/+bids/+transformers/constant.m +++ /dev/null @@ -1,55 +0,0 @@ -function data = constant(transformer, data) - % - % Adds a new column with a constant value (numeric or char). - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Constant", - % "Value": 1, - % "Output": "intercept" - % } - % - % - % Arguments: - % - % :param Output: **mandatory**. Name of the newly generated column. - % :type Output: string or array - % - % :param Value: optional. The value of the constant, defaults to ``1``. - % :type Value: float or char - % - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Constant', ... - % 'Value', 1, ... - % 'Output', 'intercept'); - % - % - % data = bids.transformers(transformer, data); - % - % - % ans = - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - output = bids.transformers.get_output(transformer, data); - - assert(numel(output) == 1); - - value = 1; - if isfield(transformer, 'Value') - value = transformer.Value; - end - - if isnumeric(value) - data.(output{1}) = ones(size(data.onset)) * value; - elseif ischar(value) - data.(output{1}) = cellstr(repmat(value, size(data.onset))); - end -end diff --git a/+bids/+transformers/copy.m b/+bids/+transformers/copy.m deleted file mode 100644 index 12f86cb8..00000000 --- a/+bids/+transformers/copy.m +++ /dev/null @@ -1,62 +0,0 @@ -function data = copy(transformer, data) - % - % Clones/copies each of the input columns to a new column with identical values - % and a different name. Useful as a basis for subsequent transformations that need - % to modify their input in-place. - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Copy", - % "Input": [ - % "sex_m", - % "age_gt_twenty" - % ], - % "Output": [ - % "tmp_sex_m", - % "tmp_age_gt_twenty" - % ] - % } - % - % - % Arguments: - % - % :param Input: **mandatory**. Column names to copy. - % :type Input: string or array - % - % :param Output: optional. Names to copy the input columns to. - % Must be same length as input, and columns are mapped one-to-one - % from the input array to the output array. - % :type Output: string or array - % - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Copy', ... - % 'Input', 'onset', ... - % 'Ouput', 'onset_copy'); - % - % data.onset = ; - % - % data = bids.transformers(transformer, data); - % - % data. - % - % ans = - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); - - assert(numel(input) == numel(output)); - - for i = 1:numel(input) - data.(output{i}) = data.(input{i}); - end - -end diff --git a/+bids/+transformers/delete.m b/+bids/+transformers/delete.m deleted file mode 100644 index 708abc90..00000000 --- a/+bids/+transformers/delete.m +++ /dev/null @@ -1,56 +0,0 @@ -function data = delete(transformer, data) - % - % Deletes column(s) from further analysis. - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Delete", - % "Input": [ - % "sex_m", - % "age_gt_twenty" - % ] - % } - % - % - % Arguments: - % - % :param Input: **mandatory**. The name(s) of the columns(s) to delete. - % :type Input: string or array - % - % - % .. note:: - % - % The ``Select`` transformation provides the inverse function - % (selection of columns to keep for subsequent analysis). - % - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Delete', ... - % 'Input', {{'sex_m', age_gt_twenty}}); - % - % data.sex_m = ; - % data.age_gt_twenty = ; - % - % data = bids.transformers(transformer, data); - % - % data. - % - % ans = - % - % - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - input = bids.transformers.get_input(transformer, data); - - for i = 1:numel(input) - data = rmfield(data, input{i}); - end - -end diff --git a/+bids/+transformers/drop_na.m b/+bids/+transformers/drop_na.m deleted file mode 100644 index f63ee721..00000000 --- a/+bids/+transformers/drop_na.m +++ /dev/null @@ -1,70 +0,0 @@ -function data = drop_na(transformer, data) - % - % Drops all rows with "n/a". - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "DropNA", - % "Input": [ - % "age_gt_twenty" - % ], - % "Output": [ - % "age_gt_twenty_clean" - % ] - % } - % - % - % Arguments: - % - % :param Input: **mandatory**. The name of the variable to operate on. - % :type Input: string or array - % - % :param Output: optional. The column names to write out to. - % By default, computation is done in-place - % meaning that input columnise overwritten). - % :type Output: string or array - % - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'DropNA', ... - % 'Input', 'age_gt_twenty', ... - % 'Ouput', 'age_gt_twenty_clean'); - % - % data.age_gt_twenty = ; - % - % data = bids.transformers(transformer, data); - % - % data. - % - % ans = - % - % - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); - - for i = 1:numel(input) - - this_input = data.(input{i}); - - if isnumeric(this_input) - nan_values = isnan(this_input); - elseif iscell(this_input) - nan_values = cellfun(@(x) all(isnan(x)), this_input); - end - - this_input(nan_values) = []; - - data.(output{i}) = this_input; - - end - -end diff --git a/+bids/+transformers/factor.m b/+bids/+transformers/factor.m deleted file mode 100644 index 56441cbd..00000000 --- a/+bids/+transformers/factor.m +++ /dev/null @@ -1,89 +0,0 @@ -function data = factor(transformer, data) - % - % Converts a nominal/categorical variable with N unique levels - % to either N indicators (i.e., dummy-coding). - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Factor", - % "Input": [ - % "gender", - % "age" - % ] - % } - % - % Arguments: - % - % :param Input: **mandatory**. The name(s) of the variable(s) to dummy-code. - % :type Input: string or array - % - % By default it is the first factor level when sorting in alphabetical order - % (e.g., if a condition has levels 'dog', 'apple', and 'helsinki', - % the default reference level will be 'apple'). - % - % The name of the ouput colums for 2 input columns ``gender`` and ``age`` - % with 2 levels (``M``, ``F``) and (``20``, ``30``) respectivaly - % will of the shape: - % - % - ``gender_F_age_20`` - % - ``gender_F_age_20`` - % - ``gender_M_age_30`` - % - ``gender_M_age_30`` - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Factor', ... - % 'Input', {{'gender', 'age'}}); - % - % data.gender = ; - % data.age = ; - % - % data = bids.transformers(transformer, data); - % - % data.gender_F_age_20 - % - % ans = - % - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - input = bids.transformers.get_input(transformer, data); - - for i = 1:numel(input) - - this_input = data.(input{i}); - - % coerce to cellstr - % and get name to append for each level - if iscellstr(this_input) - level_names = []; - - elseif isnumeric(this_input) - this_input = cellstr(num2str(this_input)); - level_names = unique(this_input); - - elseif ischar(this_input) - this_input = cellstr(this_input); - level_names = []; - - end - - levels = unique(this_input); - if isempty(level_names) - level_names = cellstr(num2str([1:numel(levels)]')); - end - - % generate new variables - for j = 1:numel(levels) - field = [input{i} '_' level_names{j}]; - field = regexprep(field, '[^a-zA-Z0-9_]', ''); - data.(field) = ismember(this_input, levels{j}); - end - - end - -end diff --git a/+bids/+transformers/filter.m b/+bids/+transformers/filter.m deleted file mode 100644 index ab292485..00000000 --- a/+bids/+transformers/filter.m +++ /dev/null @@ -1,91 +0,0 @@ -function data = filter(transformer, data) - % - % Subsets rows using a boolean expression. - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Filter", - % "Input": "sex", - % "Query": "age > 20" - % } - % - % - % Arguments: - % - % :param Input: **mandatory**. The name(s) of the variable(s) to operate on. - % :type Input: string or array - % - % :param Query: **mandatory**. Boolean expression used to filter - % :type Query: string - % - % Supports: - % - % - ``>``, ``<``, ``>=``, ``<=``, ``==`` for numeric values - % - ``==`` for string operation (case sensitive) - % - % :param Output: optional. The optional column names to write out to. - % :type Output: string or array - % - % By default, computation is done in-place (i.e., input columnise overwritten). - % If provided, the number of values must exactly match the number of input values, - % and the order will be mapped 1-to-1. - % - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Filter', ... - % 'Input', 'sex', ... - % 'Query', 'age > 20'); - % - % data.sex = {'M', 'F', 'F', 'M'}; - % data.age = [10, 21, 15, 26]; - % - % data = bids.transformers(transformer, data); - % - % data.sex - % - % ans = - % - % 4X1 cell array - % - % [NaN] - % 'F' - % [NaN] - % 'M' - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - % TODO - % - By(str; optional): Name of column to group filter operation by - - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); - - [left, query_type, right] = bids.transformers.get_query(transformer); - bids.transformers.check_field(left, data, 'query', false); - - rows = bids.transformers.identify_rows(data, left, query_type, right); - - % filter rows of all inputs - for i = 1:numel(input) - - clear tmp; - - tmp(rows, 1) = data.(input{i})(rows); - - if iscell(tmp) - tmp(~rows, 1) = repmat({nan}, sum(~rows), 1); - else - tmp(~rows, 1) = nan; - end - - data.(output{i}) = tmp; - - end - -end diff --git a/+bids/+transformers/logical.m b/+bids/+transformers/logical.m deleted file mode 100644 index 71d11fd9..00000000 --- a/+bids/+transformers/logical.m +++ /dev/null @@ -1,103 +0,0 @@ -function data = logical(transformer, data) - % - % Each of these transformations: - % - % - takes 2 or more columns as input - % - performs the corresponding logical operation - % - % - inclusive or - % - conjunction - % - logical negation - % - % - returning a single column as output. - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "And", - % "Input": ["sex_m", "age_gt_twenty"], - % "Output": "men_older_twenty" - % } - % - % If non-boolean input are passed, it is expected that: - % - % - all zero or nan (for numeric data types), - % - "NaN" or empty (for strings) values - % - % will evaluate to false and all other values will evaluate to true. - % - % - % Arguments: - % - % :param Name: **mandatory**. Any of ``And``, ``Or``, ``Not``. - % :type Input: string - % - % :param Input: **mandatory**. An array of columns to perform operation on. Only 1 for ``Not`` - % :type Input: array - % - % :param Output: optional. The name of the output column. - % :type Output: string or array - % - % - % **CODE EXAMPLE**:: - % - % transformers = struct('Name', 'And', ... - % 'Input', {{'sex_m', 'age_gt_twenty'}}, ... - % 'Output', 'men_gt_twenty'); - % - % data.age_gt_twenty = [nan; 25; 51; 12]; - % data.sex_m = {'M'; 'M'; nan; 'M'}; - % - % data = bids.transformers(transformer, data); - % - % ans = - % - % 4x1 logical array - % - % 0 - % 1 - % 0 - % 1 - % - % (C) Copyright 2022 BIDS-MATLAB developers - - % TODO - % for Add Or, if not ouput just merge the name of the input variables - % TODO "not" can only have one input - - input = bids.transformers.get_input(transformer, data); - - output = bids.transformers.get_output(transformer, data); - assert(numel(output) == 1); - - % try coerce all input to logical - for i = 1:numel(input) - - if iscell(data.(input{i})) - tmp1 = ~cellfun('isempty', data.(input{i})); - tmp2 = ~cellfun(@(x) all(isnan(x)), data.(input{i})); - tmp(:, i) = all([tmp1 tmp2], 2); - - else - tmp2 = data.(input{i}); - tmp2(isnan(tmp2)) = 0; - tmp(:, i) = logical(tmp2); - - end - - end - - switch lower(transformer.Name) - case 'and' - data.(output{1}) = all(tmp, 2); - case 'or' - data.(output{1}) = any(tmp, 2); - case 'not' - - data.(output{1}) = ~tmp; - end - -end diff --git a/+bids/+transformers/mean.m b/+bids/+transformers/mean.m deleted file mode 100644 index 7b5aac29..00000000 --- a/+bids/+transformers/mean.m +++ /dev/null @@ -1,82 +0,0 @@ -function data = mean(transformer, data) - % - % Compute mean of a column. - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Mean", - % "Input": "reaction_time", - % "OmitNan": false, - % "Output": "mean_RT" - % } - % - % - % Arguments: - % - % :param Input: **mandatory**. The name of the variable to operate on. - % :type Input: string or array - % - % :param OmitNan: optional. If ``false`` any column with nan values will return a nan value. - % If ``true`` nan values are skipped. Defaults to ``false``. - % :type OmitNan: boolean - % - % :param Output: optional. The optional column names to write out to. - % By default, computation is done in-place (i.e., input columnise overwritten). - % :type Output: string or array - % - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Mean', ... - % 'Input', 'reaction_time', ... - % 'OmitNan', false, ... - % 'Ouput', 'mean_RT'); - % - % data.reaction_time = - % - % data = bids.transformers(transformer, data); - % - % data.mean_RT = - % - % ans = - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - overwrite = false; - - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data, overwrite); - - if ~isempty(output) - assert(numel(input) == numel(output)); - end - - if isfield(transformer, 'OmitNan') - omit_nan = transformer.OmitNan; - else - omit_nan = false; - end - - for i = 1:numel(input) - - output_column = [input{i} '_mean']; - if ~isempty(output) - output_column = output{i}; - end - - if omit_nan - data.(output_column) = mean(data.(input{i}), 'omitnan'); - - else - data.(output_column) = mean(data.(input{i})); - - end - - end - -end diff --git a/+bids/+transformers/product.m b/+bids/+transformers/product.m deleted file mode 100644 index 58279fb0..00000000 --- a/+bids/+transformers/product.m +++ /dev/null @@ -1,84 +0,0 @@ -function data = product(transformer, data) - % - % Computes the row-wise product of two or more columns. - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Product", - % "Input": ["duration", "reaction_time"], - % "Output": "duration_X_reaction_time", - % "OmitNan": false, - % } - % - % - % Arguments: - % - % :param Input: **mandatory**. Names of two or more columns to compute the product of. - % :type Input: array - % - % :param Output: **mandatory**. Name of the newly generated column. - % :type Output: string or array - % - % :param OmitNan: optional. If ``false`` any column with nan values will return a nan value. - % If ``true`` nan values are skipped. Defaults to ``false``. - % :type OmitNan: boolean - % - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Product', ... - % 'Input', {'duration', 'reaction_time'}, ... - % 'OmitNan', false, ... - % 'Ouput', 'duration_X_reaction_time'); - % - % - % data = bids.transformers(transformer, data); - % - % - % ans = - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); - - assert(numel(output) == 1); - - output = output{1}; - - if isfield(transformer, 'OmitNan') - omit_nan = transformer.OmitNan; - else - omit_nan = false; - end - - tmp = []; - - for i = 1:numel(input) - - if ~isnumeric(data.(input{i})) - error('non numeric variable: %s', input{i}); - end - - if ~isempty(tmp) && length(tmp) ~= length(data.(input{i})) - error('trying to concatenate variables of different lengths: %s', input{i}); - end - - tmp(:, i) = data.(input{i}); - - end - - if omit_nan - data.(output) = prod(tmp, 2, 'omitnan'); - - else - data.(output) = prod(tmp, 2); - - end - -end diff --git a/+bids/+transformers/rename.m b/+bids/+transformers/rename.m deleted file mode 100644 index 62466204..00000000 --- a/+bids/+transformers/rename.m +++ /dev/null @@ -1,62 +0,0 @@ -function data = rename(transformer, data) - % - % Rename a variable. - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Rename", - % "Input": [ - % "age_gt_70", - % "age_lt_18", - % ], - % "Output": [ - % "senior", - % "teenager", - % ] - % } - % - % - % Arguments: - % - % :param Input: **mandatory**. The name(s) of the variable(s) to rename. - % :type Input: string or array - % - % :param Output: optional. New column names to output. - % Must match length of input column(s), - % and columns will be mapped 1-to-1 in order. - % :type Output: string or array - % - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Rename', ... - % 'Input', {{'age_gt_70', 'age_lt_18'}}, ... - % 'Ouput', {{'senior', 'teenager'}}); - % - % data. = ; - % - % data = bids.transformers(transformer, data); - % - % data. - % - % ans = - % - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); - - assert(numel(input) == numel(output)); - - for i = 1:numel(input) - data.(output{i}) = data.(input{i}); - data = rmfield(data, input{i}); - end - -end diff --git a/+bids/+transformers/replace.m b/+bids/+transformers/replace.m deleted file mode 100644 index 2cbfac6a..00000000 --- a/+bids/+transformers/replace.m +++ /dev/null @@ -1,159 +0,0 @@ -function data = replace(transformer, data) - % - % Replaces values in one or more input columns. - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Replace", - % "Input": [ - % "fruits", - % ], - % "Replace": [ - % {"key": "apple", "value": "bee"}, - % {"key": "elusive", "value": 5}, - % {"key": -1, "value": 0}] - % ], - % "Attribute": "all" - % } - % - % - % Arguments: - % - % :param Input: **mandatory**. Name(s of column(s) to search and replace within. - % :type Input: string or array - % - % :param Replace: **mandatory**. The mapping old values (``"key"``) to new values. - % (``"value"``) - % :type Replace: array of objects - % - % :param Attribute: optional. The column attribute to search/replace. - % :type Attribute: array - % - % Valid values include: - % - % - ``"value"`` (the default), - % - ``"duration"``, - % - ``"onset"``, - % - and ``"all"``. - % - % In the last case, all three attributes - % (``"value"``, ``"duration"``, and ``"onset"``) will be scanned. - % - % :param Output: optional. Optional names of columns to output. - % Must match length of input column(s) if provided, - % and columns will be mapped 1-to-1 in order. - % If no output values are provided, - % the replacement transformation is applied in-place - % to all the inputs. - % :type Output: string or array - % - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Replace', ... - % 'Input', 'fruits', ... - % 'Atribute', 'all', ... - % 'Replace', struct('key', {'apple', 'elusive', -1}, ... - % 'key', {-1, 'value', 0})); - % - % data. = ; - % - % data = bids.transformers(transformer, data); - % - % data. - % - % ans = - % - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); - - attributes = get_attribute_to_replace(transformer); - - replace = transformer.Replace; - - for i = 1:numel(input) - - if ~isfield(data, input{i}) - continue - end - - % in case we got "all" we must loop over value, onset, duration - for ii = 1:numel(attributes) - - switch attributes{ii} - - case 'value' - this_output = data.(output{i}); - - case {'onset', 'duration'} - this_output = data.(attributes{ii}); - if strcmp(input{i}, output{i}) - output{i} = attributes{ii}; - end - - end - - for iii = 1:numel(replace) - - switch attributes{ii} - case 'value' - this_input = data.(input{i}); - case {'onset', 'duration'} - this_input = data.(attributes{ii}); - end - - key = replace(iii).key; - value = replace(iii).value; - - if ischar(key) - idx = strcmp(key, this_input); - elseif isnumeric(key) - idx = this_input == key; - end - - if isnumeric(this_output) - this_output(idx) = repmat(value, sum(idx), 1); - - elseif iscellstr(this_output) - this_output(idx) = repmat({value}, sum(idx), 1); - - end - - end - - data.(output{i}) = this_output; - end - - end - -end - -function attributes = get_attribute_to_replace(transformer) - attributes = {'value'}; - if isfield(transformer, 'Attribute') - attributes = transformer.Attribute; - end - if ~ismember(attributes, {'value', 'onset', 'duration', 'all'}) - msg = sprintf(['Attribute must be one of ', ... - '"values", "onset", "duration" or "all" for Replace.\nGot: %s'], ... - char(attributes)); - bids.internal.error_handling(mfilename(), ... - 'invalidAttribute', ... - msg, ... - false); - end - if ~iscell(attributes) - attributes = {attributes}; - end - if strcmpi(attributes, 'all') - attributes = {'values', 'onset', 'duration'}; - end -end diff --git a/+bids/+transformers/scale.m b/+bids/+transformers/scale.m deleted file mode 100644 index 86b3ef5c..00000000 --- a/+bids/+transformers/scale.m +++ /dev/null @@ -1,126 +0,0 @@ -function data = scale(transformer, data) - % - % Scales the values of one or more columns. - % Semantics mimic scikit-learn, such that demeaning and - % rescaling are treated as independent arguments, - % with the default being to apply both - % (i.e., standardizing each value so that it has zero mean and unit SD). - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Scale", - % "Input": "reaction_time", - % "Demean": true, - % "Rescale": true, - % "ReplaceNa": true, - % "Output": "scaled_reaction_time" - % } - % - % - % Arguments: - % - % :param Input: **mandatory**. Names of columns to standardize. - % :type Input: string or array - % - % :param Demean: optional. If ``true``, subtracts the mean from each input column - % (i.e., applies mean-centering). - % :type Demean: boolean - % - % :param Rescale: optional. If ``true``, divides each column by its standard deviation. - % :type Rescale: boolean - % - % :param ReplaceNa: optional. Whether/when to replace missing values with 0. - % If ``"off"``, no replacement is performed. - % If ``"before"``, missing values are replaced with 0's - % before scaling. - % If ``"after"``, missing values are replaced with 0 after scaling. - % Defaults to ``"off"`` - % :type ReplaceNa: boolean - % - % :param Output: optional. Optional names of columns to output. - % Must match length of input column if provided, - % and columns will be mapped 1-to-1 in order. - % If no output values are provided, - % the scaling transformation is applied in-place to all the input. - % :type Output: string or array - % - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Scale', ... - % 'Input', 'reaction_time', - % 'Demean', true, - % 'Rescale', true, - % 'ReplaceNa', true, - % 'Output', 'scaled_reaction_time'); - % - % data.reaction_time = - % - % data = bids.transformers(transformer, data); - % - % data.scaled_reaction_time = - % - % ans = - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); - - demean = true; - if isfield(transformer, 'Demean') - demean = transformer.Demean; - end - - rescale = true; - if isfield(transformer, 'Rescale') - rescale = transformer.Rescale; - end - - replace_na = 'off'; - if isfield(transformer, 'ReplaceNa') - replace_na = transformer.ReplaceNa; - end - - for i = 1:numel(input) - - this_input = data.(input{i}); - - if ~isnumeric(this_input) - error('non numeric variable: %s', input{i}); - end - - nan_values = isnan(this_input); - - if numel(unique(this_input)) == 1 && ismember(replace_na, {'off', 'before'}) - error(['Cannot scale a column with constant value %s\n', ... - 'If you want a constant column of 0 returned,\n' - 'set "replace_na" to "after"'], unique(this_input)); - end - - if strcmp(replace_na, 'before') - this_input(nan_values) = zeros(sum(nan_values)); - end - - if demean - this_input = this_input - mean(this_input, 'omitnan'); - end - - if rescale - this_input = this_input / std(this_input, 'omitnan'); - end - - if strcmp(replace_na, 'after') - this_input(nan_values) = zeros(sum(nan_values)); - end - - data.(output{i}) = this_input; - - end - -end diff --git a/+bids/+transformers/select.m b/+bids/+transformers/select.m deleted file mode 100644 index 710f0674..00000000 --- a/+bids/+transformers/select.m +++ /dev/null @@ -1,71 +0,0 @@ -function data = select(transformer, data) - % - % The select transformation specifies which columns to retain for subsequent analysis. - % Any columns that are not specified here will be dropped. - % - % The only exception is when dealing with data with ``onset`` and ``duration`` - % columns (from ``*_events.tsv`` files) in this case the onset and duration column - % are also automatically selected. - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Select", - % "Input": [ - % "valid_trials", - % "reaction_time" - % ] - % } - % - % - % Arguments: - % - % :param Input: **mandatory**. The names of all columns to keep. - % Any columns not in this array will be deleted and - % will not be available to any subsequent transformations - % or downstream analyses. - % :type Input: string or array - % - % .. note:: - % - % one can think of select as the inverse the ``Delete`` transformation - % that removes all named columns from further analysis. - % - % - % **CODE EXAMPLE**:: - % - % - % transformer = struct('Name', 'Select', ... - % 'Input', {{'valid_trials', 'reaction_time'}}); - % - % data.valid_trials = - % data.invalid_trials = - % data.reaction_time = - % data.onset = - % data.duration = - % - % data = bids.transformers(transformer, data); - % - % data = - % - % ans = - % - % (C) Copyright 2022 BIDS-MATLAB developers - - input = bids.transformers.get_input(transformer, data); - - for i = 1:numel(input) - tmp.(input{i}) = data.(input{i}); - end - - % also grab onset and duration for events - if bids.transformers.is_run_level(data) - tmp.onset = data.onset; - tmp.duration = data.duration; - end - - data = tmp; -end diff --git a/+bids/+transformers/split.m b/+bids/+transformers/split.m deleted file mode 100644 index c3335307..00000000 --- a/+bids/+transformers/split.m +++ /dev/null @@ -1,197 +0,0 @@ -function data = split(transformer, data) - % - % Split a variable into N variables as defined by the levels of one or more other variables. - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Split", - % "Input": [ - % "sex", - % ], - % "By": [ - % "sex_m", - % "age_gt_twenty" - % ] - % } - % - % - % Arguments: - % - % :param Input: **mandatory**. The name of the variable(s) to operate on. - % :type Input: array - % - % :param By: optional. Name(s) for variable(s) to split on. - % :type By: array - % - % For example, for given a variable Condition - % that we wish to split on two categorical columns A and B, - % where a given row has values A=a and B=1, - % the generated name will be ``Condition_BY_A_a_BY_B_1``. - % - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Split', ... - % 'Input', 'sex', ... - % 'By', {{'sex_m', 'age_gt_twenty'}}); - % - % data.sex = ; - % data.sex_m = ; - % data.age_gt_twenty = ; - % - % data = bids.transformers.split(transformer, data); - % - % data.sex_BY % TODO - % - % ans = - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - % treat By as a stack - % - % work recursively - % - % - apply first element of By to all Input - % - we keep track of the new input that will be used for the next element of By - % - we keep track of which rows to keep for each original source input - % - we keep track of the source input through the recursions - - % We are done recursing. Do the actual splitting - if isempty(transformer.By) - - if ~isfield(transformer, 'rows_to_keep') - if isfield(transformer, 'verbose') - % in case user gave an empty By - warning('empty "By" field'); - end - return - end - - input = transformer.Input; - - % TODO - % output = bids.transformers.get_output(transformer, data); - - for i = 1:numel(input) - - if isfield(data, input{i}) - error('New field %s already exist in data.', input{i}); - end - - sourcefield = transformer.source{i}; - rows_to_keep = transformer.rows_to_keep{i}; - - if isnumeric(data.(sourcefield)) - tmp = nan(size(data.(sourcefield))); - else - tmp = repmat({nan}, size(data.(sourcefield))); - end - - tmp(rows_to_keep) = data.(sourcefield)(rows_to_keep); - data.(input{i}) = tmp; - - end - - return - - end - - transformer.By = sort(transformer.By); - - % initialise for recursion - if ~isfield(transformer, 'rows_to_keep') - - input = bids.transformers.get_input(transformer, data); - input = unique(input); - - if isempty(input) - return - end - - % make sure all variables to split by are there - bids.transformers.check_field(transformer.By, data, 'By'); - - transformer.source = input; - - % assume all rows are potentially ok at first - for i = 1:numel(input) - transformer.rows_to_keep{i} = ones(size(data.(input{i}))); - end - - else - - input = transformer.Input; - - end - - new_input = {}; - new_rows_to_keep = {}; - new_source = {}; - - % pop the stack - by = transformer.By{1}; - this_by = data.(by); - transformer.By(1) = []; - - % treat input as a queue - for i = 1:numel(input) - - % deal with nans - if iscell(this_by) - nan_values = cellfun(@(x) all(isnan(x)), this_by); - if any(nan_values) - this_by(nan_values) = repmat({'NaN'}, 1, sum(nan_values)); - end - end - - levels = unique(this_by); - - if isempty(levels) - continue - end - - for j = 1:numel(levels) - - if iscell(levels) - this_level = levels{j}; - else - this_level = levels(j); - end - - % create the new field name and make sure it is valid - if isnumeric(this_level) - field = [input{i} '_BY_' by '_' num2str(this_level)]; - else - field = [input{i} '_BY_' by '_' this_level]; - end - field = bids.transformers.coerce_fieldname(field); - - % store rows, source and input for next iteration - if strcmp(this_level, 'NaN') - new_rows_to_keep{end + 1} = all([transformer.rows_to_keep{i} ... - cellfun(@(x) all(isnan(x)), this_by)], ... - 2); - else - new_rows_to_keep{end + 1} = all([transformer.rows_to_keep{i} ... - ismember(this_by, this_level)], ... - 2); - end - new_source{end + 1} = transformer.source{i}; - new_input{end + 1} = field; - - end - - end - - transformer.Input = new_input; - transformer.rows_to_keep = new_rows_to_keep; - transformer.source = new_source; - - data = bids.transformers.split(transformer, data); - -end diff --git a/+bids/+transformers/std.m b/+bids/+transformers/std.m deleted file mode 100644 index 6103f2ae..00000000 --- a/+bids/+transformers/std.m +++ /dev/null @@ -1,82 +0,0 @@ -function data = std(transformer, data) - % - % Compute the sample standard deviation. - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Std", - % "Input": "reaction_time", - % "OmitNan": false, - % "Output": "std_RT" - % } - % - % - % Arguments: - % - % :param Input: **mandatory**. The name of the variable to operate on. - % :type Input: string or array - % - % :param OmitNan: optional. If ``false`` any column with nan values will return a nan value. - % If ``true`` nan values are skipped. Defaults to ``false``. - % :type OmitNan: boolean - % - % :param Output: optional. The optional column names to write out to. - % By default, computation is done in-place (i.e., input columnise overwritten). - % :type Output: string or array - % - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Std', ... - % 'Input', 'reaction_time', ... - % 'OmitNan', false, ... - % 'Ouput', 'std_RT'); - % - % data.reaction_time = - % - % data = bids.transformers(transformer, data); - % - % data.std_RT = - % - % ans = - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - overwrite = false; - - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data, overwrite); - - if ~isempty(output) - assert(numel(input) == numel(output)); - end - - if isfield(transformer, 'OmitNan') - omit_nan = transformer.OmitNan; - else - omit_nan = false; - end - - for i = 1:numel(input) - - output_column = [input{i} '_std']; - if ~isempty(output) - output_column = output{i}; - end - - if omit_nan - data.(output_column) = std(data.(input{i}), 'omitnan'); - - else - data.(output_column) = std(data.(input{i})); - - end - - end - -end diff --git a/+bids/+transformers/sum.m b/+bids/+transformers/sum.m deleted file mode 100644 index 4afa3a3d..00000000 --- a/+bids/+transformers/sum.m +++ /dev/null @@ -1,103 +0,0 @@ -function data = sum(transformer, data) - % - % Computes the (optionally weighted) row-wise sums of two or more columns. - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Sum", - % "Input": ["duration", "reaction_time"], - % "Output": "duration_X_reaction_time", - % "Weights": [1, 0.5], - % "OmitNan": false, - % } - % - % - % Arguments: - % - % :param Input: **mandatory**. Names of two or more columns to sum. - % :type Input: array - % - % :param Output: **mandatory**. Name of the newly generated column. - % :type Output: string or array - % - % :param OmitNan: optional. If ``false`` any column with nan values will return a nan value. - % If ``true`` nan values are skipped. Defaults to ``false``. - % :type OmitNan: boolean - % - % :param Weights: optional. Optional array of floats giving the weights of the columns. - % If provided, length of weights must equal - % to the number of values in input, - % and weights will be mapped 1-to-1 onto named columns. - % If no weights are provided, - % defaults to unit weights (i.e., simple sum). - % :type Weights: array - % - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Sum', ... - % 'Input', {{'duration', 'reaction_time'}}, ... - % 'OmitNan', false, ... - % 'Weights': [1, 0.5], ... - % 'Ouput', 'duration_plus_reaction_time'); - % - % data.duration = - % data.reaction_time = - % - % data = bids.transformers(transformer, data); - % - % data.duration_plus_reaction_time = - % - % ans = - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); - - assert(numel(output) == 1); - - output = output{1}; - - if isfield(transformer, 'Weights') - weights = transformer.Weights; - else - weights = ones(size(input)); - end - - if isfield(transformer, 'OmitNan') - omit_nan = transformer.OmitNan; - else - omit_nan = false; - end - - tmp = []; - - for i = 1:numel(input) - - if ~isnumeric(data.(input{i})) - error('non numeric variable: %s', input{i}); - end - - if ~isempty(tmp) && length(tmp) ~= length(data.(input{i})) - error('trying to concatenate variables of different lengths: %s', input{i}); - end - - tmp(:, i) = data.(input{i}) * weights(i); - - end - - if omit_nan - data.(output) = sum(tmp, 2, 'omitnan'); - - else - data.(output) = sum(tmp, 2); - - end - -end diff --git a/+bids/+transformers/threshold.m b/+bids/+transformers/threshold.m deleted file mode 100644 index 1c62ad94..00000000 --- a/+bids/+transformers/threshold.m +++ /dev/null @@ -1,122 +0,0 @@ -function data = threshold(transformer, data) - % - % Thresholds input values at a specified cut-off and optionally binarizes the result. - % - % - % **JSON EXAMPLE**: - % - % .. code-block:: json - % - % { - % "Name": "Threshold", - % "Input": "onset", - % "Threshold": 0.5, - % "Binarize": true, - % "Output": "delayed_onset" - % } - % - % - % Arguments: - % - % :param Input: **mandatory**. The name(s)of the column(s) to threshold/binarize. - % :type Input: string or array - % - % :param Threshold: optional. The cut-off to use for thresholding. Defaults to ``0``. - % :type Threshold: float - % - % :param Binarize: optional. If ``true``, thresholded values will be binarized - % (i.e., all non-zero values will be set to 1). - % Defaults to ``false``. - % :type Binarize: boolean - % - % :param Above: optional. Specifies which values to retain with respect to the cut-off. - % If ``true``, all value above the threshold will be kept; - % if ``false``, all values below the threshold will be kept. - % Defaults to ``true``. - % :type Above: boolean - % - % :param Signed: optional. Specifies whether to treat the threshold - % as signed (default) or unsigned. - % :type Signed: boolean - % - % For example, when passing above=true and threshold=3, - % if signed=true, all and only values above +3 would be retained. - % If signed=false, all absolute values > 3 would be retained - % (i.e.,values in the range -3 < X < 3 would be set to 0). - % - % :param Output: optional. Optional names of columns to output. - % Must match length of input column if provided, - % and columns will be mapped 1-to-1 in order. - % If no output values are provided, - % the threshold transformation is applied - % in-place to all the inputs. - % :type Output: string or array - % - % - % **CODE EXAMPLE**:: - % - % transformer = struct('Name', 'Threshold', ... - % 'Input', 'onset', ... - % 'Value', 3, ... - % 'Ouput', 'onset_minus_3'); - % - % data.onset = - % - % data = bids.transformers(transformer, data); - % - % data.onset_minus_3 = - % - % ans = - % - % - % (C) Copyright 2022 BIDS-MATLAB developers - - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); - - threshold = 0; - binarize = false; - above = true; - signed = true; - - if isfield(transformer, 'Threshold') - threshold = transformer.Threshold; - end - - if isfield(transformer, 'Binarize') - binarize = transformer.Binarize; - end - - if isfield(transformer, 'Above') - above = transformer.Above; - end - - if isfield(transformer, 'Signed') - signed = transformer.Signed; - end - - for i = 1:numel(input) - - valuesToThreshold = data.(input{i}); - - if ~signed - valuesToThreshold = abs(valuesToThreshold); - end - - if above - idx = valuesToThreshold > threshold; - else - idx = valuesToThreshold < threshold; - end - - tmp = zeros(size(data.(input{i}))); - tmp(idx) = data.(input{i})(idx); - - if binarize - tmp(idx) = 1; - end - - data.(output{i}) = tmp; - end - -end diff --git a/+bids/transformers.m b/+bids/transformers.m index 5a6f0a21..821d2e35 100644 --- a/+bids/transformers.m +++ b/+bids/transformers.m @@ -85,10 +85,10 @@ switch transformerName case lower(basic_transfomers) - output = bids.transformers.basic(transformer, data); + output = bids.transformers.Basic(transformer, data); case lower(logical_transfomers) - output = bids.transformers.logical(transformer, data); + output = bids.transformers.Logical(transformer, data); case lower(munge_transfomers) output = apply_munge(transformer, data); @@ -110,40 +110,40 @@ case lower(compute_transfomers) switch transformerName case 'assign' - output = bids.transformers.assign(transformer, data); + output = bids.transformers.Assign(transformer, data); case 'concatenate' - output = bids.transformers.concatenate(transformer, data); + output = bids.transformers.Concatenate(transformer, data); case 'constant' - output = bids.transformers.constant(transformer, data); + output = bids.transformers.Constant(transformer, data); case 'copy' - output = bids.transformers.copy(transformer, data); + output = bids.transformers.Copy(transformer, data); case 'delete' - output = bids.transformers.delete(transformer, data); + output = bids.transformers.Delete(transformer, data); case 'dropna' - output = bids.transformers.drop_na(transformer, data); + output = bids.transformers.Drop_na(transformer, data); case 'factor' - output = bids.transformers.factor(transformer, data); + output = bids.transformers.Factor(transformer, data); case 'filter' - output = bids.transformers.filter(transformer, data); + output = bids.transformers.Filter(transformer, data); case 'rename' - output = bids.transformers.rename(transformer, data); + output = bids.transformers.Rename(transformer, data); case 'select' - output = bids.transformers.select(transformer, data); + output = bids.transformers.Select(transformer, data); case 'replace' - output = bids.transformers.replace(transformer, data); + output = bids.transformers.Replace(transformer, data); case 'split' - output = bids.transformers.split(transformer, data); + output = bids.transformers.Split(transformer, data); otherwise @@ -160,22 +160,22 @@ case lower(compute_transfomers) switch transformerName case 'sum' - output = bids.transformers.sum(transformer, data); + output = bids.transformers.Sum(transformer, data); case 'product' - output = bids.transformers.product(transformer, data); + output = bids.transformers.Product(transformer, data); case 'mean' - output = bids.transformers.mean(transformer, data); + output = bids.transformers.Mean(transformer, data); case 'stddev' - output = bids.transformers.std(transformer, data); + output = bids.transformers.Std(transformer, data); case 'scale' - output = bids.transformers.scale(transformer, data); + output = bids.transformers.Scale(transformer, data); case 'threshold' - output = bids.transformers.threshold(transformer, data); + output = bids.transformers.Threshold(transformer, data); otherwise diff --git a/tests/test_transformers/test_transformers_compute.m b/tests/test_transformers/test_transformers_compute.m index 3a9fb841..d8edba99 100644 --- a/tests/test_transformers/test_transformers_compute.m +++ b/tests/test_transformers/test_transformers_compute.m @@ -91,7 +91,7 @@ % WHEN assertExceptionThrown(@()bids.transformers(transformers, vis_motion_events()), ... - 'basic:numericOrCoercableToNumericRequired'); + 'Basic:numericOrCoercableToNumericRequired'); % THEN assertEqual(new_content.onset, [5; 7]); From d8dd82371bf2f5c3c2aa058e0c93a4bcd49c7bd5 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 25 Jun 2022 10:31:50 +0200 Subject: [PATCH 200/340] update miss hit --- +bids/+transformers/Assign.m | 246 ++++++++++++++++++++++++++++++ +bids/+transformers/Basic.m | 125 +++++++++++++++ +bids/+transformers/Concatenate.m | 69 +++++++++ +bids/+transformers/Constant.m | 55 +++++++ +bids/+transformers/Copy.m | 62 ++++++++ +bids/+transformers/Delete.m | 56 +++++++ +bids/+transformers/Drop_na.m | 70 +++++++++ +bids/+transformers/Factor.m | 89 +++++++++++ +bids/+transformers/Filter.m | 91 +++++++++++ +bids/+transformers/Logical.m | 103 +++++++++++++ +bids/+transformers/Mean.m | 82 ++++++++++ +bids/+transformers/Product.m | 84 ++++++++++ +bids/+transformers/Rename.m | 62 ++++++++ +bids/+transformers/Replace.m | 159 +++++++++++++++++++ +bids/+transformers/Scale.m | 126 +++++++++++++++ +bids/+transformers/Select.m | 71 +++++++++ +bids/+transformers/Split.m | 197 ++++++++++++++++++++++++ +bids/+transformers/Std.m | 82 ++++++++++ +bids/+transformers/Sum.m | 103 +++++++++++++ +bids/+transformers/Threshold.m | 122 +++++++++++++++ +bids/+transformers/miss_hit.cfg | 3 + 21 files changed, 2057 insertions(+) create mode 100644 +bids/+transformers/Assign.m create mode 100644 +bids/+transformers/Basic.m create mode 100644 +bids/+transformers/Concatenate.m create mode 100644 +bids/+transformers/Constant.m create mode 100644 +bids/+transformers/Copy.m create mode 100644 +bids/+transformers/Delete.m create mode 100644 +bids/+transformers/Drop_na.m create mode 100644 +bids/+transformers/Factor.m create mode 100644 +bids/+transformers/Filter.m create mode 100644 +bids/+transformers/Logical.m create mode 100644 +bids/+transformers/Mean.m create mode 100644 +bids/+transformers/Product.m create mode 100644 +bids/+transformers/Rename.m create mode 100644 +bids/+transformers/Replace.m create mode 100644 +bids/+transformers/Scale.m create mode 100644 +bids/+transformers/Select.m create mode 100644 +bids/+transformers/Split.m create mode 100644 +bids/+transformers/Std.m create mode 100644 +bids/+transformers/Sum.m create mode 100644 +bids/+transformers/Threshold.m create mode 100644 +bids/+transformers/miss_hit.cfg diff --git a/+bids/+transformers/Assign.m b/+bids/+transformers/Assign.m new file mode 100644 index 00000000..873e7c80 --- /dev/null +++ b/+bids/+transformers/Assign.m @@ -0,0 +1,246 @@ +function data = Assign(transformer, data) + % + % The Assign transformation assigns one or more variables or columns (specified as the input) + % to one or more other columns (specified by target and/or output as described below). + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Assign", + % "Input": ["response_time"], + % "Target": ["face"], + % "TargetAttr": "duration", + % "Output": ["face_modulated_by_RT"] + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. The name(s) of the columns + % from which attribute values are to be drawn + % (for assignment to the attributes of other columns). + % Must exactly match the length of the target argument. + % :type Input: string or array + % + % :param Target: **mandatory**. the name(s) of the columns to which + % the attribute values taken from the input + % are to be assigned. + % Must exactly match the length of the input argument. + % Names are mapped 1-to-1 from input to target. + % :type Target: string or array + % + % .. note:: + % + % If no output argument is specified, the columns named in target are modified in-place. + % + % + % :param Output: optional. Names of the columns to output the result of the assignment to. + % Must exactly match the length of the input and target arguments. + % :type Output: string or array + % + % If no output array is provided, columns named in target are modified in-place. + % + % If an output array is provided: + % + % - each column in the target array is first cloned, + % - then the reassignment from the input to the target is applied; + % - finally, the new (cloned and modified) column is written out to the column named in output. + % + % :param InputAttr: optional. Specifies which attribute of the input column to assign. + % Defaults to ``value``. + % If a array is passed, its length must exactly match + % that of the input and target arrays. + % :type InputAttr: string or array + % + % :param TargetAttr: optional. Specifies which attribute of the output column to assign to. + % Defaults to ``value``. + % If a array is passed, its length must exactly match + % that of the input and target arrays. + % :type TargetAttr: string or array + % + % ``InputAttr`` and ``TargetAttr`` must be one of: + % + % - ``value``, + % - ``onset``, + % - or ``duration``. + % + % .. note:: + % + % This transformation is non-destructive with respect to the input column(s). + % In case where in-place assignment is desired (essentially, renaming a column), + % either use the rename transformation, or set output to the same value as the input. + % + % Examples: + % + % To reassign the value property of a variable named ``response_time`` + % to the duration property of a ``face`` variable + % (as one might do in order to, e.g., model trial-by-trial reaction time differences + % for a given condition using a varying-epoch approach), + % and write it out as a new ``face_modulated_by_RT`` column. + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Assign', ... + % 'Input', 'response_time', ... + % 'Target', 'face', ... + % 'TargetAttr', 'duration', ... + % 'Ouput', 'face_modulated_by_RT'); + % + % data.response_time = ; + % data.face = ; + % data.duration = ; + % + % data = bids.transformers. (transformer, data); + % + % data.face_modulated_by_RT + % + % ans = + % + % + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + % TODO check if attr are cells + + input = bids.transformers.get_input(transformer, data); + target = get_target(transformer, data); + + output = bids.transformers.get_output(transformer, data, false); + + input_attr = get_attribute(transformer, input, 'InputAttr'); + target_attr = get_attribute(transformer, input, 'TargetAttr'); + + for i = 1:numel(input) + + if ~isempty(output) + assign_to = output{i}; + else + assign_to = target{i}; + end + + % grab the data that is being assigned somewhere else + % TODO deal with cell + % TODO deal with grabbing only certain rows? + switch input_attr{i} + + case 'value' + to_assign = data.(input{i}); + + case {'onset', 'duration'} + + attr_to_assign = data.(input_attr{i}); + + if strcmp(target_attr, 'value') + to_assign = attr_to_assign; + else + to_assign = data.(input{i}); + end + + otherwise + bids.internal.error_handling(mfilename(), 'wrongAttribute', ... + 'InputAttr must be one of "value", "onset", "duration"', ... + false); + + end + + if ~ismember(target_attr{i}, {'value', 'onset', 'duration'}) + bids.internal.error_handling(mfilename(), 'wrongAttribute', ... + 'InputAttr must be one of "value", "onset", "duration"', ... + false); + end + + if strcmp(target_attr, 'value') + + data.(assign_to) = to_assign; + + else + + fields = fieldnames(data); + for j = 1:numel(fields) + + if ismember(fields{j}, {assign_to, input{i}}) + continue + + elseif ismember(fields{j}, {target_attr{i}}) + data.(target_attr{i}) = cat(1, data.(target_attr{i}), to_assign); + + elseif ismember(fields{j}, {'onset', 'duration'}) + data.(fields{j}) = repmat(data.(fields{j}), 2, 1); + + else + + % pad non concerned fields with nan + data = pad_with_nans(data, fields{j}, to_assign); + end + + end + + % pad concerned fields + data.(assign_to) = cat(1, nan(size(to_assign)), data.(assign_to)); + data = pad_with_nans(data, input{i}, to_assign); + + end + + end + +end + +function data = pad_with_nans(data, field, to_assign) + + if iscell(data.(field)) + data.(field) = cat(1, data.(field), repmat({nan}, numel(to_assign), 1)); + else + data.(field) = cat(1, data.(field), nan(size(to_assign))); + end + +end + +function attr = get_attribute(transformer, input, type) + + attr = {'value'}; + if isfield(transformer, type) + attr = transformer.(type); + if ischar(attr) + attr = {attr}; + end + if numel(attr) > 1 && numel(attr) ~= numel(input) + bids.internal.error_handling(mfilename(), 'missingAttribute', ... + sprintf(['If number of %s must be equal to 1 ', ... + 'or to the number of Inputs'], type), ... + false); + end + end + +end + +function target = get_target(transformer, data) + + if isfield(transformer, 'Target') + + target = transformer.Target; + + if isempty(target) + target = {}; + if isfield(transformer, 'verbose') + warning('empty "Target" field'); + end + return + + else + bids.transformers.check_field(transformer.Target, data, 'Target', false); + + end + + target = {target}; + + else + target = {}; + + end + +end diff --git a/+bids/+transformers/Basic.m b/+bids/+transformers/Basic.m new file mode 100644 index 00000000..582da8e9 --- /dev/null +++ b/+bids/+transformers/Basic.m @@ -0,0 +1,125 @@ +function data = Basic(transformer, data) + % + % Perfoms a basic operation with a ``Value`` on the ``Input`` + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Add", + % "Input": "onset", + % "Value": 0.5, + % "Output": "delayed_onset" + % "Query": "familiarity == Famous face" + % } + % + % Each of these transformations takes one or more columns, + % and performs a mathematical operation on the input column and a provided operand. + % The operations are performed on each column independently. + % + % + % Arguments: + % + % :param Name: **mandatory**. Any of ``Add``, ``Subtract``, ``Multiply``, ``Divide``, ``Power``. + % :type Input: string + % + % :param Input: **mandatory**. A array of columns to perform operation on. + % :type Input: string or array + % + % :param Value: **mandatory**. The value to perform operation with (i.e. operand). + % :type Value: float + % + % :param Query: optional. Boolean expression used to select on which rows to + % act. + % :type Query: string + % + % :param Output: optional. List of column names to write out to. + % :type Output: string or array + % + % By default, computation is done in-place on the input + % (meaning that input columns are overwritten). + % If provided, the number of values must exactly match the number of input values, + % and the order will be mapped 1-to-1. + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Subtract', ... + % 'Input', 'onset', ... + % 'Value', 3, ... + % 'Ouput', 'onset_minus_3'); + % + % data.onset = [1; 2; 5; 6]; + % + % data = bids.transformers(transformer, data); + % + % data.onset_minus_3 + % + % ans = + % + % -2 + % -1 + % 2 + % 3 + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); + + rows = true(size(data.(input{1}))); + + [left, query_type, right] = bids.transformers.get_query(transformer); + if ~isempty(query_type) + + bids.transformers.check_field(left, data, 'query', false); + + rows = bids.transformers.identify_rows(data, left, query_type, right); + + end + + for i = 1:numel(input) + + value = transformer.Value; + + if ischar(value) + value = str2double(value); + if isnan(value) + msg = sprintf('basic transformers require values convertable to numeric. Got: %s', ... + transformer.Value); + bids.internal.error_handling(mfilename(), ... + 'numericOrCoercableToNumericRequired', ... + msg, ... + false); + end + end + + assert(isnumeric(value)); + + switch lower(transformer.Name) + + case 'add' + tmp = data.(input{i}) + value; + + case 'subtract' + tmp = data.(input{i}) - value; + + case 'multiply' + tmp = data.(input{i}) * value; + + case 'divide' + tmp = data.(input{i}) / value; + + case 'power' + tmp = data.(input{i}).^value; + + end + + data.(output{i})(rows, :) = tmp(rows, :); + + end + +end diff --git a/+bids/+transformers/Concatenate.m b/+bids/+transformers/Concatenate.m new file mode 100644 index 00000000..15a3b2c1 --- /dev/null +++ b/+bids/+transformers/Concatenate.m @@ -0,0 +1,69 @@ +function data = Concatenate(transformer, data) + % + % Concatnate columns together. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Concatenate", + % "Input": [ + % "face_type", + % "face_repetition" + % ], + % "Output": "face_type_repetition" + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. TODO + % :type Input: array + % + % :param Output: optional. TODO + % :type Output: string or array + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Concatenate', ... + % 'Input', {{'face_type', 'face_repetition'}}, ... + % 'Ouput', 'face_type_repetition'); + % + % data.face_type = ; + % data.face_repetition = ; + % + % data = bids.transformers(transformer, data); + % + % data. + % + % ans = + % + % + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data, false); + + for row = 1:numel(data.onset) + + tmp1 = {}; + + for i = 1:numel(input) + if isnumeric(data.(input{i})) + tmp1{1, i} = num2str(data.(input{i})(row)); + elseif iscellstr(data.(input{i})) + tmp1{1, i} = data.(input{i}){row}; + end + end + + tmp2{row, 1} = strjoin(tmp1, '_'); + + end + + data.(output{1}) = tmp2; + +end diff --git a/+bids/+transformers/Constant.m b/+bids/+transformers/Constant.m new file mode 100644 index 00000000..31a49330 --- /dev/null +++ b/+bids/+transformers/Constant.m @@ -0,0 +1,55 @@ +function data = Constant(transformer, data) + % + % Adds a new column with a constant value (numeric or char). + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Constant", + % "Value": 1, + % "Output": "intercept" + % } + % + % + % Arguments: + % + % :param Output: **mandatory**. Name of the newly generated column. + % :type Output: string or array + % + % :param Value: optional. The value of the constant, defaults to ``1``. + % :type Value: float or char + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Constant', ... + % 'Value', 1, ... + % 'Output', 'intercept'); + % + % + % data = bids.transformers(transformer, data); + % + % + % ans = + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + output = bids.transformers.get_output(transformer, data); + + assert(numel(output) == 1); + + value = 1; + if isfield(transformer, 'Value') + value = transformer.Value; + end + + if isnumeric(value) + data.(output{1}) = ones(size(data.onset)) * value; + elseif ischar(value) + data.(output{1}) = cellstr(repmat(value, size(data.onset))); + end +end diff --git a/+bids/+transformers/Copy.m b/+bids/+transformers/Copy.m new file mode 100644 index 00000000..446c3166 --- /dev/null +++ b/+bids/+transformers/Copy.m @@ -0,0 +1,62 @@ +function data = Copy(transformer, data) + % + % Clones/copies each of the input columns to a new column with identical values + % and a different name. Useful as a basis for subsequent transformations that need + % to modify their input in-place. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Copy", + % "Input": [ + % "sex_m", + % "age_gt_twenty" + % ], + % "Output": [ + % "tmp_sex_m", + % "tmp_age_gt_twenty" + % ] + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. Column names to copy. + % :type Input: string or array + % + % :param Output: optional. Names to copy the input columns to. + % Must be same length as input, and columns are mapped one-to-one + % from the input array to the output array. + % :type Output: string or array + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Copy', ... + % 'Input', 'onset', ... + % 'Ouput', 'onset_copy'); + % + % data.onset = ; + % + % data = bids.transformers(transformer, data); + % + % data. + % + % ans = + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); + + assert(numel(input) == numel(output)); + + for i = 1:numel(input) + data.(output{i}) = data.(input{i}); + end + +end diff --git a/+bids/+transformers/Delete.m b/+bids/+transformers/Delete.m new file mode 100644 index 00000000..876e59e3 --- /dev/null +++ b/+bids/+transformers/Delete.m @@ -0,0 +1,56 @@ +function data = Delete(transformer, data) + % + % Deletes column(s) from further analysis. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Delete", + % "Input": [ + % "sex_m", + % "age_gt_twenty" + % ] + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. The name(s) of the columns(s) to delete. + % :type Input: string or array + % + % + % .. note:: + % + % The ``Select`` transformation provides the inverse function + % (selection of columns to keep for subsequent analysis). + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Delete', ... + % 'Input', {{'sex_m', age_gt_twenty}}); + % + % data.sex_m = ; + % data.age_gt_twenty = ; + % + % data = bids.transformers(transformer, data); + % + % data. + % + % ans = + % + % + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + input = bids.transformers.get_input(transformer, data); + + for i = 1:numel(input) + data = rmfield(data, input{i}); + end + +end diff --git a/+bids/+transformers/Drop_na.m b/+bids/+transformers/Drop_na.m new file mode 100644 index 00000000..625a4aec --- /dev/null +++ b/+bids/+transformers/Drop_na.m @@ -0,0 +1,70 @@ +function data = Drop_na(transformer, data) + % + % Drops all rows with "n/a". + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "DropNA", + % "Input": [ + % "age_gt_twenty" + % ], + % "Output": [ + % "age_gt_twenty_clean" + % ] + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. The name of the variable to operate on. + % :type Input: string or array + % + % :param Output: optional. The column names to write out to. + % By default, computation is done in-place + % meaning that input columnise overwritten). + % :type Output: string or array + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'DropNA', ... + % 'Input', 'age_gt_twenty', ... + % 'Ouput', 'age_gt_twenty_clean'); + % + % data.age_gt_twenty = ; + % + % data = bids.transformers(transformer, data); + % + % data. + % + % ans = + % + % + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); + + for i = 1:numel(input) + + this_input = data.(input{i}); + + if isnumeric(this_input) + nan_values = isnan(this_input); + elseif iscell(this_input) + nan_values = cellfun(@(x) all(isnan(x)), this_input); + end + + this_input(nan_values) = []; + + data.(output{i}) = this_input; + + end + +end diff --git a/+bids/+transformers/Factor.m b/+bids/+transformers/Factor.m new file mode 100644 index 00000000..dc2ad405 --- /dev/null +++ b/+bids/+transformers/Factor.m @@ -0,0 +1,89 @@ +function data = Factor(transformer, data) + % + % Converts a nominal/categorical variable with N unique levels + % to either N indicators (i.e., dummy-coding). + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Factor", + % "Input": [ + % "gender", + % "age" + % ] + % } + % + % Arguments: + % + % :param Input: **mandatory**. The name(s) of the variable(s) to dummy-code. + % :type Input: string or array + % + % By default it is the first factor level when sorting in alphabetical order + % (e.g., if a condition has levels 'dog', 'apple', and 'helsinki', + % the default reference level will be 'apple'). + % + % The name of the ouput colums for 2 input columns ``gender`` and ``age`` + % with 2 levels (``M``, ``F``) and (``20``, ``30``) respectivaly + % will of the shape: + % + % - ``gender_F_age_20`` + % - ``gender_F_age_20`` + % - ``gender_M_age_30`` + % - ``gender_M_age_30`` + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Factor', ... + % 'Input', {{'gender', 'age'}}); + % + % data.gender = ; + % data.age = ; + % + % data = bids.transformers(transformer, data); + % + % data.gender_F_age_20 + % + % ans = + % + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + input = bids.transformers.get_input(transformer, data); + + for i = 1:numel(input) + + this_input = data.(input{i}); + + % coerce to cellstr + % and get name to append for each level + if iscellstr(this_input) + level_names = []; + + elseif isnumeric(this_input) + this_input = cellstr(num2str(this_input)); + level_names = unique(this_input); + + elseif ischar(this_input) + this_input = cellstr(this_input); + level_names = []; + + end + + levels = unique(this_input); + if isempty(level_names) + level_names = cellstr(num2str([1:numel(levels)]')); + end + + % generate new variables + for j = 1:numel(levels) + field = [input{i} '_' level_names{j}]; + field = regexprep(field, '[^a-zA-Z0-9_]', ''); + data.(field) = ismember(this_input, levels{j}); + end + + end + +end diff --git a/+bids/+transformers/Filter.m b/+bids/+transformers/Filter.m new file mode 100644 index 00000000..8da218e0 --- /dev/null +++ b/+bids/+transformers/Filter.m @@ -0,0 +1,91 @@ +function data = Filter(transformer, data) + % + % Subsets rows using a boolean expression. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Filter", + % "Input": "sex", + % "Query": "age > 20" + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. The name(s) of the variable(s) to operate on. + % :type Input: string or array + % + % :param Query: **mandatory**. Boolean expression used to filter + % :type Query: string + % + % Supports: + % + % - ``>``, ``<``, ``>=``, ``<=``, ``==`` for numeric values + % - ``==`` for string operation (case sensitive) + % + % :param Output: optional. The optional column names to write out to. + % :type Output: string or array + % + % By default, computation is done in-place (i.e., input columnise overwritten). + % If provided, the number of values must exactly match the number of input values, + % and the order will be mapped 1-to-1. + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Filter', ... + % 'Input', 'sex', ... + % 'Query', 'age > 20'); + % + % data.sex = {'M', 'F', 'F', 'M'}; + % data.age = [10, 21, 15, 26]; + % + % data = bids.transformers(transformer, data); + % + % data.sex + % + % ans = + % + % 4X1 cell array + % + % [NaN] + % 'F' + % [NaN] + % 'M' + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + % TODO + % - By(str; optional): Name of column to group filter operation by + + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); + + [left, query_type, right] = bids.transformers.get_query(transformer); + bids.transformers.check_field(left, data, 'query', false); + + rows = bids.transformers.identify_rows(data, left, query_type, right); + + % filter rows of all inputs + for i = 1:numel(input) + + clear tmp; + + tmp(rows, 1) = data.(input{i})(rows); + + if iscell(tmp) + tmp(~rows, 1) = repmat({nan}, sum(~rows), 1); + else + tmp(~rows, 1) = nan; + end + + data.(output{i}) = tmp; + + end + +end diff --git a/+bids/+transformers/Logical.m b/+bids/+transformers/Logical.m new file mode 100644 index 00000000..26218a61 --- /dev/null +++ b/+bids/+transformers/Logical.m @@ -0,0 +1,103 @@ +function data = Logical(transformer, data) + % + % Each of these transformations: + % + % - takes 2 or more columns as input + % - performs the corresponding logical operation + % + % - inclusive or + % - conjunction + % - logical negation + % + % - returning a single column as output. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "And", + % "Input": ["sex_m", "age_gt_twenty"], + % "Output": "men_older_twenty" + % } + % + % If non-boolean input are passed, it is expected that: + % + % - all zero or nan (for numeric data types), + % - "NaN" or empty (for strings) values + % + % will evaluate to false and all other values will evaluate to true. + % + % + % Arguments: + % + % :param Name: **mandatory**. Any of ``And``, ``Or``, ``Not``. + % :type Input: string + % + % :param Input: **mandatory**. An array of columns to perform operation on. Only 1 for ``Not`` + % :type Input: array + % + % :param Output: optional. The name of the output column. + % :type Output: string or array + % + % + % **CODE EXAMPLE**:: + % + % transformers = struct('Name', 'And', ... + % 'Input', {{'sex_m', 'age_gt_twenty'}}, ... + % 'Output', 'men_gt_twenty'); + % + % data.age_gt_twenty = [nan; 25; 51; 12]; + % data.sex_m = {'M'; 'M'; nan; 'M'}; + % + % data = bids.transformers(transformer, data); + % + % ans = + % + % 4x1 logical array + % + % 0 + % 1 + % 0 + % 1 + % + % (C) Copyright 2022 BIDS-MATLAB developers + + % TODO + % for Add Or, if not ouput just merge the name of the input variables + % TODO "not" can only have one input + + input = bids.transformers.get_input(transformer, data); + + output = bids.transformers.get_output(transformer, data); + assert(numel(output) == 1); + + % try coerce all input to logical + for i = 1:numel(input) + + if iscell(data.(input{i})) + tmp1 = ~cellfun('isempty', data.(input{i})); + tmp2 = ~cellfun(@(x) all(isnan(x)), data.(input{i})); + tmp(:, i) = all([tmp1 tmp2], 2); + + else + tmp2 = data.(input{i}); + tmp2(isnan(tmp2)) = 0; + tmp(:, i) = logical(tmp2); + + end + + end + + switch lower(transformer.Name) + case 'and' + data.(output{1}) = all(tmp, 2); + case 'or' + data.(output{1}) = any(tmp, 2); + case 'not' + + data.(output{1}) = ~tmp; + end + +end diff --git a/+bids/+transformers/Mean.m b/+bids/+transformers/Mean.m new file mode 100644 index 00000000..0e6bce7b --- /dev/null +++ b/+bids/+transformers/Mean.m @@ -0,0 +1,82 @@ +function data = Mean(transformer, data) + % + % Compute mean of a column. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Mean", + % "Input": "reaction_time", + % "OmitNan": false, + % "Output": "mean_RT" + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. The name of the variable to operate on. + % :type Input: string or array + % + % :param OmitNan: optional. If ``false`` any column with nan values will return a nan value. + % If ``true`` nan values are skipped. Defaults to ``false``. + % :type OmitNan: boolean + % + % :param Output: optional. The optional column names to write out to. + % By default, computation is done in-place (i.e., input columnise overwritten). + % :type Output: string or array + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Mean', ... + % 'Input', 'reaction_time', ... + % 'OmitNan', false, ... + % 'Ouput', 'mean_RT'); + % + % data.reaction_time = + % + % data = bids.transformers(transformer, data); + % + % data.mean_RT = + % + % ans = + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + overwrite = false; + + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data, overwrite); + + if ~isempty(output) + assert(numel(input) == numel(output)); + end + + if isfield(transformer, 'OmitNan') + omit_nan = transformer.OmitNan; + else + omit_nan = false; + end + + for i = 1:numel(input) + + output_column = [input{i} '_mean']; + if ~isempty(output) + output_column = output{i}; + end + + if omit_nan + data.(output_column) = mean(data.(input{i}), 'omitnan'); + + else + data.(output_column) = mean(data.(input{i})); + + end + + end + +end diff --git a/+bids/+transformers/Product.m b/+bids/+transformers/Product.m new file mode 100644 index 00000000..c341d075 --- /dev/null +++ b/+bids/+transformers/Product.m @@ -0,0 +1,84 @@ +function data = Product(transformer, data) + % + % Computes the row-wise product of two or more columns. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Product", + % "Input": ["duration", "reaction_time"], + % "Output": "duration_X_reaction_time", + % "OmitNan": false, + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. Names of two or more columns to compute the product of. + % :type Input: array + % + % :param Output: **mandatory**. Name of the newly generated column. + % :type Output: string or array + % + % :param OmitNan: optional. If ``false`` any column with nan values will return a nan value. + % If ``true`` nan values are skipped. Defaults to ``false``. + % :type OmitNan: boolean + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Product', ... + % 'Input', {'duration', 'reaction_time'}, ... + % 'OmitNan', false, ... + % 'Ouput', 'duration_X_reaction_time'); + % + % + % data = bids.transformers(transformer, data); + % + % + % ans = + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); + + assert(numel(output) == 1); + + output = output{1}; + + if isfield(transformer, 'OmitNan') + omit_nan = transformer.OmitNan; + else + omit_nan = false; + end + + tmp = []; + + for i = 1:numel(input) + + if ~isnumeric(data.(input{i})) + error('non numeric variable: %s', input{i}); + end + + if ~isempty(tmp) && length(tmp) ~= length(data.(input{i})) + error('trying to concatenate variables of different lengths: %s', input{i}); + end + + tmp(:, i) = data.(input{i}); + + end + + if omit_nan + data.(output) = prod(tmp, 2, 'omitnan'); + + else + data.(output) = prod(tmp, 2); + + end + +end diff --git a/+bids/+transformers/Rename.m b/+bids/+transformers/Rename.m new file mode 100644 index 00000000..3fbd26d5 --- /dev/null +++ b/+bids/+transformers/Rename.m @@ -0,0 +1,62 @@ +function data = Rename(transformer, data) + % + % Rename a variable. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Rename", + % "Input": [ + % "age_gt_70", + % "age_lt_18", + % ], + % "Output": [ + % "senior", + % "teenager", + % ] + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. The name(s) of the variable(s) to rename. + % :type Input: string or array + % + % :param Output: optional. New column names to output. + % Must match length of input column(s), + % and columns will be mapped 1-to-1 in order. + % :type Output: string or array + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Rename', ... + % 'Input', {{'age_gt_70', 'age_lt_18'}}, ... + % 'Ouput', {{'senior', 'teenager'}}); + % + % data. = ; + % + % data = bids.transformers(transformer, data); + % + % data. + % + % ans = + % + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); + + assert(numel(input) == numel(output)); + + for i = 1:numel(input) + data.(output{i}) = data.(input{i}); + data = rmfield(data, input{i}); + end + +end diff --git a/+bids/+transformers/Replace.m b/+bids/+transformers/Replace.m new file mode 100644 index 00000000..ec23c301 --- /dev/null +++ b/+bids/+transformers/Replace.m @@ -0,0 +1,159 @@ +function data = Replace(transformer, data) + % + % Replaces values in one or more input columns. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Replace", + % "Input": [ + % "fruits", + % ], + % "Replace": [ + % {"key": "apple", "value": "bee"}, + % {"key": "elusive", "value": 5}, + % {"key": -1, "value": 0}] + % ], + % "Attribute": "all" + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. Name(s of column(s) to search and replace within. + % :type Input: string or array + % + % :param Replace: **mandatory**. The mapping old values (``"key"``) to new values. + % (``"value"``) + % :type Replace: array of objects + % + % :param Attribute: optional. The column attribute to search/replace. + % :type Attribute: array + % + % Valid values include: + % + % - ``"value"`` (the default), + % - ``"duration"``, + % - ``"onset"``, + % - and ``"all"``. + % + % In the last case, all three attributes + % (``"value"``, ``"duration"``, and ``"onset"``) will be scanned. + % + % :param Output: optional. Optional names of columns to output. + % Must match length of input column(s) if provided, + % and columns will be mapped 1-to-1 in order. + % If no output values are provided, + % the replacement transformation is applied in-place + % to all the inputs. + % :type Output: string or array + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Replace', ... + % 'Input', 'fruits', ... + % 'Atribute', 'all', ... + % 'Replace', struct('key', {'apple', 'elusive', -1}, ... + % 'key', {-1, 'value', 0})); + % + % data. = ; + % + % data = bids.transformers(transformer, data); + % + % data. + % + % ans = + % + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); + + attributes = get_attribute_to_replace(transformer); + + replace = transformer.Replace; + + for i = 1:numel(input) + + if ~isfield(data, input{i}) + continue + end + + % in case we got "all" we must loop over value, onset, duration + for ii = 1:numel(attributes) + + switch attributes{ii} + + case 'value' + this_output = data.(output{i}); + + case {'onset', 'duration'} + this_output = data.(attributes{ii}); + if strcmp(input{i}, output{i}) + output{i} = attributes{ii}; + end + + end + + for iii = 1:numel(replace) + + switch attributes{ii} + case 'value' + this_input = data.(input{i}); + case {'onset', 'duration'} + this_input = data.(attributes{ii}); + end + + key = replace(iii).key; + value = replace(iii).value; + + if ischar(key) + idx = strcmp(key, this_input); + elseif isnumeric(key) + idx = this_input == key; + end + + if isnumeric(this_output) + this_output(idx) = repmat(value, sum(idx), 1); + + elseif iscellstr(this_output) + this_output(idx) = repmat({value}, sum(idx), 1); + + end + + end + + data.(output{i}) = this_output; + end + + end + +end + +function attributes = get_attribute_to_replace(transformer) + attributes = {'value'}; + if isfield(transformer, 'Attribute') + attributes = transformer.Attribute; + end + if ~ismember(attributes, {'value', 'onset', 'duration', 'all'}) + msg = sprintf(['Attribute must be one of ', ... + '"values", "onset", "duration" or "all" for Replace.\nGot: %s'], ... + char(attributes)); + bids.internal.error_handling(mfilename(), ... + 'invalidAttribute', ... + msg, ... + false); + end + if ~iscell(attributes) + attributes = {attributes}; + end + if strcmpi(attributes, 'all') + attributes = {'values', 'onset', 'duration'}; + end +end diff --git a/+bids/+transformers/Scale.m b/+bids/+transformers/Scale.m new file mode 100644 index 00000000..abf219c7 --- /dev/null +++ b/+bids/+transformers/Scale.m @@ -0,0 +1,126 @@ +function data = Scale(transformer, data) + % + % Scales the values of one or more columns. + % Semantics mimic scikit-learn, such that demeaning and + % rescaling are treated as independent arguments, + % with the default being to apply both + % (i.e., standardizing each value so that it has zero mean and unit SD). + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Scale", + % "Input": "reaction_time", + % "Demean": true, + % "Rescale": true, + % "ReplaceNa": true, + % "Output": "scaled_reaction_time" + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. Names of columns to standardize. + % :type Input: string or array + % + % :param Demean: optional. If ``true``, subtracts the mean from each input column + % (i.e., applies mean-centering). + % :type Demean: boolean + % + % :param Rescale: optional. If ``true``, divides each column by its standard deviation. + % :type Rescale: boolean + % + % :param ReplaceNa: optional. Whether/when to replace missing values with 0. + % If ``"off"``, no replacement is performed. + % If ``"before"``, missing values are replaced with 0's + % before scaling. + % If ``"after"``, missing values are replaced with 0 after scaling. + % Defaults to ``"off"`` + % :type ReplaceNa: boolean + % + % :param Output: optional. Optional names of columns to output. + % Must match length of input column if provided, + % and columns will be mapped 1-to-1 in order. + % If no output values are provided, + % the scaling transformation is applied in-place to all the input. + % :type Output: string or array + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Scale', ... + % 'Input', 'reaction_time', + % 'Demean', true, + % 'Rescale', true, + % 'ReplaceNa', true, + % 'Output', 'scaled_reaction_time'); + % + % data.reaction_time = + % + % data = bids.transformers(transformer, data); + % + % data.scaled_reaction_time = + % + % ans = + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); + + demean = true; + if isfield(transformer, 'Demean') + demean = transformer.Demean; + end + + rescale = true; + if isfield(transformer, 'Rescale') + rescale = transformer.Rescale; + end + + replace_na = 'off'; + if isfield(transformer, 'ReplaceNa') + replace_na = transformer.ReplaceNa; + end + + for i = 1:numel(input) + + this_input = data.(input{i}); + + if ~isnumeric(this_input) + error('non numeric variable: %s', input{i}); + end + + nan_values = isnan(this_input); + + if numel(unique(this_input)) == 1 && ismember(replace_na, {'off', 'before'}) + error(['Cannot scale a column with constant value %s\n', ... + 'If you want a constant column of 0 returned,\n' + 'set "replace_na" to "after"'], unique(this_input)); + end + + if strcmp(replace_na, 'before') + this_input(nan_values) = zeros(sum(nan_values)); + end + + if demean + this_input = this_input - mean(this_input, 'omitnan'); + end + + if rescale + this_input = this_input / std(this_input, 'omitnan'); + end + + if strcmp(replace_na, 'after') + this_input(nan_values) = zeros(sum(nan_values)); + end + + data.(output{i}) = this_input; + + end + +end diff --git a/+bids/+transformers/Select.m b/+bids/+transformers/Select.m new file mode 100644 index 00000000..7ab23241 --- /dev/null +++ b/+bids/+transformers/Select.m @@ -0,0 +1,71 @@ +function data = Select(transformer, data) + % + % The select transformation specifies which columns to retain for subsequent analysis. + % Any columns that are not specified here will be dropped. + % + % The only exception is when dealing with data with ``onset`` and ``duration`` + % columns (from ``*_events.tsv`` files) in this case the onset and duration column + % are also automatically selected. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Select", + % "Input": [ + % "valid_trials", + % "reaction_time" + % ] + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. The names of all columns to keep. + % Any columns not in this array will be deleted and + % will not be available to any subsequent transformations + % or downstream analyses. + % :type Input: string or array + % + % .. note:: + % + % one can think of select as the inverse the ``Delete`` transformation + % that removes all named columns from further analysis. + % + % + % **CODE EXAMPLE**:: + % + % + % transformer = struct('Name', 'Select', ... + % 'Input', {{'valid_trials', 'reaction_time'}}); + % + % data.valid_trials = + % data.invalid_trials = + % data.reaction_time = + % data.onset = + % data.duration = + % + % data = bids.transformers(transformer, data); + % + % data = + % + % ans = + % + % (C) Copyright 2022 BIDS-MATLAB developers + + input = bids.transformers.get_input(transformer, data); + + for i = 1:numel(input) + tmp.(input{i}) = data.(input{i}); + end + + % also grab onset and duration for events + if bids.transformers.is_run_level(data) + tmp.onset = data.onset; + tmp.duration = data.duration; + end + + data = tmp; +end diff --git a/+bids/+transformers/Split.m b/+bids/+transformers/Split.m new file mode 100644 index 00000000..e2b78774 --- /dev/null +++ b/+bids/+transformers/Split.m @@ -0,0 +1,197 @@ +function data = Split(transformer, data) + % + % Split a variable into N variables as defined by the levels of one or more other variables. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Split", + % "Input": [ + % "sex", + % ], + % "By": [ + % "sex_m", + % "age_gt_twenty" + % ] + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. The name of the variable(s) to operate on. + % :type Input: array + % + % :param By: optional. Name(s) for variable(s) to split on. + % :type By: array + % + % For example, for given a variable Condition + % that we wish to split on two categorical columns A and B, + % where a given row has values A=a and B=1, + % the generated name will be ``Condition_BY_A_a_BY_B_1``. + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Split', ... + % 'Input', 'sex', ... + % 'By', {{'sex_m', 'age_gt_twenty'}}); + % + % data.sex = ; + % data.sex_m = ; + % data.age_gt_twenty = ; + % + % data = bids.transformers.split(transformer, data); + % + % data.sex_BY % TODO + % + % ans = + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + % treat By as a stack + % + % work recursively + % + % - apply first element of By to all Input + % - we keep track of the new input that will be used for the next element of By + % - we keep track of which rows to keep for each original source input + % - we keep track of the source input through the recursions + + % We are done recursing. Do the actual splitting + if isempty(transformer.By) + + if ~isfield(transformer, 'rows_to_keep') + if isfield(transformer, 'verbose') + % in case user gave an empty By + warning('empty "By" field'); + end + return + end + + input = transformer.Input; + + % TODO + % output = bids.transformers.get_output(transformer, data); + + for i = 1:numel(input) + + if isfield(data, input{i}) + error('New field %s already exist in data.', input{i}); + end + + sourcefield = transformer.source{i}; + rows_to_keep = transformer.rows_to_keep{i}; + + if isnumeric(data.(sourcefield)) + tmp = nan(size(data.(sourcefield))); + else + tmp = repmat({nan}, size(data.(sourcefield))); + end + + tmp(rows_to_keep) = data.(sourcefield)(rows_to_keep); + data.(input{i}) = tmp; + + end + + return + + end + + transformer.By = sort(transformer.By); + + % initialise for recursion + if ~isfield(transformer, 'rows_to_keep') + + input = bids.transformers.get_input(transformer, data); + input = unique(input); + + if isempty(input) + return + end + + % make sure all variables to split by are there + bids.transformers.check_field(transformer.By, data, 'By'); + + transformer.source = input; + + % assume all rows are potentially ok at first + for i = 1:numel(input) + transformer.rows_to_keep{i} = ones(size(data.(input{i}))); + end + + else + + input = transformer.Input; + + end + + new_input = {}; + new_rows_to_keep = {}; + new_source = {}; + + % pop the stack + by = transformer.By{1}; + this_by = data.(by); + transformer.By(1) = []; + + % treat input as a queue + for i = 1:numel(input) + + % deal with nans + if iscell(this_by) + nan_values = cellfun(@(x) all(isnan(x)), this_by); + if any(nan_values) + this_by(nan_values) = repmat({'NaN'}, 1, sum(nan_values)); + end + end + + levels = unique(this_by); + + if isempty(levels) + continue + end + + for j = 1:numel(levels) + + if iscell(levels) + this_level = levels{j}; + else + this_level = levels(j); + end + + % create the new field name and make sure it is valid + if isnumeric(this_level) + field = [input{i} '_BY_' by '_' num2str(this_level)]; + else + field = [input{i} '_BY_' by '_' this_level]; + end + field = bids.transformers.coerce_fieldname(field); + + % store rows, source and input for next iteration + if strcmp(this_level, 'NaN') + new_rows_to_keep{end + 1} = all([transformer.rows_to_keep{i} ... + cellfun(@(x) all(isnan(x)), this_by)], ... + 2); + else + new_rows_to_keep{end + 1} = all([transformer.rows_to_keep{i} ... + ismember(this_by, this_level)], ... + 2); + end + new_source{end + 1} = transformer.source{i}; + new_input{end + 1} = field; + + end + + end + + transformer.Input = new_input; + transformer.rows_to_keep = new_rows_to_keep; + transformer.source = new_source; + + data = bids.transformers.Split(transformer, data); + +end diff --git a/+bids/+transformers/Std.m b/+bids/+transformers/Std.m new file mode 100644 index 00000000..ba389b68 --- /dev/null +++ b/+bids/+transformers/Std.m @@ -0,0 +1,82 @@ +function data = Std(transformer, data) + % + % Compute the sample standard deviation. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Std", + % "Input": "reaction_time", + % "OmitNan": false, + % "Output": "std_RT" + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. The name of the variable to operate on. + % :type Input: string or array + % + % :param OmitNan: optional. If ``false`` any column with nan values will return a nan value. + % If ``true`` nan values are skipped. Defaults to ``false``. + % :type OmitNan: boolean + % + % :param Output: optional. The optional column names to write out to. + % By default, computation is done in-place (i.e., input columnise overwritten). + % :type Output: string or array + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Std', ... + % 'Input', 'reaction_time', ... + % 'OmitNan', false, ... + % 'Ouput', 'std_RT'); + % + % data.reaction_time = + % + % data = bids.transformers(transformer, data); + % + % data.std_RT = + % + % ans = + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + overwrite = false; + + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data, overwrite); + + if ~isempty(output) + assert(numel(input) == numel(output)); + end + + if isfield(transformer, 'OmitNan') + omit_nan = transformer.OmitNan; + else + omit_nan = false; + end + + for i = 1:numel(input) + + output_column = [input{i} '_std']; + if ~isempty(output) + output_column = output{i}; + end + + if omit_nan + data.(output_column) = std(data.(input{i}), 'omitnan'); + + else + data.(output_column) = std(data.(input{i})); + + end + + end + +end diff --git a/+bids/+transformers/Sum.m b/+bids/+transformers/Sum.m new file mode 100644 index 00000000..1b83fbfb --- /dev/null +++ b/+bids/+transformers/Sum.m @@ -0,0 +1,103 @@ +function data = Sum(transformer, data) + % + % Computes the (optionally weighted) row-wise sums of two or more columns. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Sum", + % "Input": ["duration", "reaction_time"], + % "Output": "duration_X_reaction_time", + % "Weights": [1, 0.5], + % "OmitNan": false, + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. Names of two or more columns to sum. + % :type Input: array + % + % :param Output: **mandatory**. Name of the newly generated column. + % :type Output: string or array + % + % :param OmitNan: optional. If ``false`` any column with nan values will return a nan value. + % If ``true`` nan values are skipped. Defaults to ``false``. + % :type OmitNan: boolean + % + % :param Weights: optional. Optional array of floats giving the weights of the columns. + % If provided, length of weights must equal + % to the number of values in input, + % and weights will be mapped 1-to-1 onto named columns. + % If no weights are provided, + % defaults to unit weights (i.e., simple sum). + % :type Weights: array + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Sum', ... + % 'Input', {{'duration', 'reaction_time'}}, ... + % 'OmitNan', false, ... + % 'Weights': [1, 0.5], ... + % 'Ouput', 'duration_plus_reaction_time'); + % + % data.duration = + % data.reaction_time = + % + % data = bids.transformers(transformer, data); + % + % data.duration_plus_reaction_time = + % + % ans = + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); + + assert(numel(output) == 1); + + output = output{1}; + + if isfield(transformer, 'Weights') + weights = transformer.Weights; + else + weights = ones(size(input)); + end + + if isfield(transformer, 'OmitNan') + omit_nan = transformer.OmitNan; + else + omit_nan = false; + end + + tmp = []; + + for i = 1:numel(input) + + if ~isnumeric(data.(input{i})) + error('non numeric variable: %s', input{i}); + end + + if ~isempty(tmp) && length(tmp) ~= length(data.(input{i})) + error('trying to concatenate variables of different lengths: %s', input{i}); + end + + tmp(:, i) = data.(input{i}) * weights(i); + + end + + if omit_nan + data.(output) = sum(tmp, 2, 'omitnan'); + + else + data.(output) = sum(tmp, 2); + + end + +end diff --git a/+bids/+transformers/Threshold.m b/+bids/+transformers/Threshold.m new file mode 100644 index 00000000..cf42000a --- /dev/null +++ b/+bids/+transformers/Threshold.m @@ -0,0 +1,122 @@ +function data = Threshold(transformer, data) + % + % Thresholds input values at a specified cut-off and optionally binarizes the result. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "Threshold", + % "Input": "onset", + % "Threshold": 0.5, + % "Binarize": true, + % "Output": "delayed_onset" + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. The name(s)of the column(s) to threshold/binarize. + % :type Input: string or array + % + % :param Threshold: optional. The cut-off to use for thresholding. Defaults to ``0``. + % :type Threshold: float + % + % :param Binarize: optional. If ``true``, thresholded values will be binarized + % (i.e., all non-zero values will be set to 1). + % Defaults to ``false``. + % :type Binarize: boolean + % + % :param Above: optional. Specifies which values to retain with respect to the cut-off. + % If ``true``, all value above the threshold will be kept; + % if ``false``, all values below the threshold will be kept. + % Defaults to ``true``. + % :type Above: boolean + % + % :param Signed: optional. Specifies whether to treat the threshold + % as signed (default) or unsigned. + % :type Signed: boolean + % + % For example, when passing above=true and threshold=3, + % if signed=true, all and only values above +3 would be retained. + % If signed=false, all absolute values > 3 would be retained + % (i.e.,values in the range -3 < X < 3 would be set to 0). + % + % :param Output: optional. Optional names of columns to output. + % Must match length of input column if provided, + % and columns will be mapped 1-to-1 in order. + % If no output values are provided, + % the threshold transformation is applied + % in-place to all the inputs. + % :type Output: string or array + % + % + % **CODE EXAMPLE**:: + % + % transformer = struct('Name', 'Threshold', ... + % 'Input', 'onset', ... + % 'Value', 3, ... + % 'Ouput', 'onset_minus_3'); + % + % data.onset = + % + % data = bids.transformers(transformer, data); + % + % data.onset_minus_3 = + % + % ans = + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + input = bids.transformers.get_input(transformer, data); + output = bids.transformers.get_output(transformer, data); + + threshold = 0; + binarize = false; + above = true; + signed = true; + + if isfield(transformer, 'Threshold') + threshold = transformer.Threshold; + end + + if isfield(transformer, 'Binarize') + binarize = transformer.Binarize; + end + + if isfield(transformer, 'Above') + above = transformer.Above; + end + + if isfield(transformer, 'Signed') + signed = transformer.Signed; + end + + for i = 1:numel(input) + + valuesToThreshold = data.(input{i}); + + if ~signed + valuesToThreshold = abs(valuesToThreshold); + end + + if above + idx = valuesToThreshold > threshold; + else + idx = valuesToThreshold < threshold; + end + + tmp = zeros(size(data.(input{i}))); + tmp(idx) = data.(input{i})(idx); + + if binarize + tmp(idx) = 1; + end + + data.(output{i}) = tmp; + end + +end diff --git a/+bids/+transformers/miss_hit.cfg b/+bids/+transformers/miss_hit.cfg new file mode 100644 index 00000000..7a00f52b --- /dev/null +++ b/+bids/+transformers/miss_hit.cfg @@ -0,0 +1,3 @@ +regex_function_name: "[a-zA-Z]+(_[a-zA-Z0-9]+)*" + + From 1f43499d0fd355fd61d8479f0e64de530836afed Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 25 Jun 2022 10:45:23 +0200 Subject: [PATCH 201/340] FCI --- .github/workflows/run_tests_octave.yml | 10 +++------- 1 file changed, 3 insertions(+), 7 deletions(-) diff --git a/.github/workflows/run_tests_octave.yml b/.github/workflows/run_tests_octave.yml index d7e2e478..9773920a 100644 --- a/.github/workflows/run_tests_octave.yml +++ b/.github/workflows/run_tests_octave.yml @@ -13,9 +13,6 @@ on: paths: - '**.m' -env: - OCTFLAGS: --no-gui --no-window-system --silent - jobs: test: @@ -48,8 +45,7 @@ jobs: - name: MOxUnit Action uses: joergbrech/moxunit-action@v1.2.0 with: - tests: tests # files or directories containing the MOxUnit test cases - src: +bids # directories to be added to the Octave search path before running the tests. - ext: JSONio tests/utils # External resources to add to the search put (excluded from coverage) - # data: # Directory for test data + tests: tests + src: +bids + ext: JSONio tests/utils with_coverage: false From af2ec78ff62e8279fc22b0f4d1fa717692ce6440 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 25 Jun 2022 11:09:41 +0200 Subject: [PATCH 202/340] remove early call to a bids matlab function in test --- .github/workflows/run_tests_octave.yml | 3 +-- run_tests.m | 8 +++++-- .../test_transformers_class.m | 22 ++++++++++++++----- 3 files changed, 24 insertions(+), 9 deletions(-) diff --git a/.github/workflows/run_tests_octave.yml b/.github/workflows/run_tests_octave.yml index 9773920a..8b9357e9 100644 --- a/.github/workflows/run_tests_octave.yml +++ b/.github/workflows/run_tests_octave.yml @@ -4,7 +4,6 @@ on: push: branches: - master - - main - dev paths: - '**.m' @@ -26,7 +25,7 @@ jobs: sudo apt-get -y install octave liboctave-dev - name: Clone bids-matlab - uses: actions/checkout@v2 + uses: actions/checkout@v3 with: submodules: true fetch-depth: 2 diff --git a/run_tests.m b/run_tests.m index 0a6b10c7..406b4fcf 100644 --- a/run_tests.m +++ b/run_tests.m @@ -1,8 +1,12 @@ -function success = run_tests() +function success = run_tests(with_coverage) % % (C) Copyright 2021 BIDS-MATLAB developers - with_coverage = true; + fprintf('\nRunning tests\n'); + + if nargin < 1 + with_coverage = true; + end addpath(fullfile(pwd, 'tests', 'utils')); diff --git a/tests/test_transformers/test_transformers_class.m b/tests/test_transformers/test_transformers_class.m index 6a232e3c..4eec2edf 100644 --- a/tests/test_transformers/test_transformers_class.m +++ b/tests/test_transformers/test_transformers_class.m @@ -2,10 +2,6 @@ % % (C) Copyright 2022 Remi Gau - if bids.internal.is_octave - return - end - try % assignment of 'localfunctions' is necessary in Matlab >= 2016 test_functions = localfunctions(); %#ok<*NASGU> catch % no problem; early Matlab versions can use initTestSuite fine @@ -16,6 +12,10 @@ end function test_transformers_class_get_output() + + if bids.internal.is_octave + return + end transformer = struct('Input', {{'onset'}}); bt = bids.transformers.BaseTransformer(transformer); @@ -25,12 +25,20 @@ function test_transformers_class_get_output() end function test_transformers_class_base() - + + if bids.internal.is_octave + return + end + bt = bids.transformers.BaseTransformer(); end function test_transformers_class_get_input() + + if bids.internal.is_octave + return + end bt = bids.transformers.BaseTransformer(); assert(isempty(bt.get_input())); @@ -44,6 +52,10 @@ function test_transformers_class_get_input() end function test_transformers_class_check_input() + + if bids.internal.is_octave + return + end transformer = struct('Input', {{'onset', 'foo', 'bar'}}); data = vis_motion_to_threshold_events(); From 6c0dbb6376ec2a7382968bab7b7bdc11c70f71dd Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 25 Jun 2022 11:11:36 +0200 Subject: [PATCH 203/340] remove early call to a bids matlab function in test --- .../test_transformers/test_transformers_class.m | 16 ---------------- .../test_transformers_compute.m | 4 ---- .../test_transformers/test_transformers_munge.m | 3 --- 3 files changed, 23 deletions(-) diff --git a/tests/test_transformers/test_transformers_class.m b/tests/test_transformers/test_transformers_class.m index 4eec2edf..b442d726 100644 --- a/tests/test_transformers/test_transformers_class.m +++ b/tests/test_transformers/test_transformers_class.m @@ -12,10 +12,6 @@ end function test_transformers_class_get_output() - - if bids.internal.is_octave - return - end transformer = struct('Input', {{'onset'}}); bt = bids.transformers.BaseTransformer(transformer); @@ -26,19 +22,11 @@ function test_transformers_class_get_output() function test_transformers_class_base() - if bids.internal.is_octave - return - end - bt = bids.transformers.BaseTransformer(); end function test_transformers_class_get_input() - - if bids.internal.is_octave - return - end bt = bids.transformers.BaseTransformer(); assert(isempty(bt.get_input())); @@ -52,10 +40,6 @@ function test_transformers_class_get_input() end function test_transformers_class_check_input() - - if bids.internal.is_octave - return - end transformer = struct('Input', {{'onset', 'foo', 'bar'}}); data = vis_motion_to_threshold_events(); diff --git a/tests/test_transformers/test_transformers_compute.m b/tests/test_transformers/test_transformers_compute.m index d8edba99..a8aa6086 100644 --- a/tests/test_transformers/test_transformers_compute.m +++ b/tests/test_transformers/test_transformers_compute.m @@ -2,10 +2,6 @@ % % (C) Copyright 2022 Remi Gau - if bids.internal.is_octave - return - end - try % assignment of 'localfunctions' is necessary in Matlab >= 2016 test_functions = localfunctions(); %#ok<*NASGU> catch % no problem; early Matlab versions can use initTestSuite fine diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 097d3ab0..838e30a2 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -2,9 +2,6 @@ % % (C) Copyright 2022 Remi Gau - if bids.internal.is_octave - return - end try % assignment of 'localfunctions' is necessary in Matlab >= 2016 test_functions = localfunctions(); %#ok<*NASGU> catch % no problem; early Matlab versions can use initTestSuite fine From fbaf62225185bca62c4b426aeef0744285afe4fc Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 25 Jun 2022 11:17:33 +0200 Subject: [PATCH 204/340] lint --- tests/test_transformers/test_transformers_class.m | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_transformers/test_transformers_class.m b/tests/test_transformers/test_transformers_class.m index b442d726..136b1910 100644 --- a/tests/test_transformers/test_transformers_class.m +++ b/tests/test_transformers/test_transformers_class.m @@ -21,7 +21,7 @@ function test_transformers_class_get_output() end function test_transformers_class_base() - + bt = bids.transformers.BaseTransformer(); end From c640907587605b94eb0c7d89828e5ccfa6d77841 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 25 Jun 2022 14:06:35 +0200 Subject: [PATCH 205/340] fix transformers for octave --- .../Assign.m | 8 +- .../BaseTransformer.m | 0 .../Basic.m | 10 +-- .../Concatenate.m | 4 +- .../Constant.m | 2 +- .../Copy.m | 4 +- .../Delete.m | 2 +- .../Drop_na.m | 4 +- .../Factor.m | 2 +- .../Filter.m | 10 +-- .../Logical.m | 4 +- .../Mean.m | 4 +- .../Product.m | 4 +- .../Rename.m | 4 +- .../Replace.m | 4 +- .../Scale.m | 4 +- .../Select.m | 4 +- .../Split.m | 12 +-- .../Std.m | 4 +- .../Sum.m | 4 +- .../Threshold.m | 4 +- .../check_field.m | 0 .../coerce_fieldname.m | 0 .../get_field_attribute.m | 0 .../get_input.m | 2 +- .../get_output.m | 4 +- .../get_query.m | 0 .../identify_rows.m | 2 +- .../is_run_level.m | 0 .../miss_hit.cfg | 0 +bids/transformers.m | 80 ++++++++++--------- .../test_transformers_class.m | 10 +-- .../test_transformers_compute.m | 25 ++++++ .../test_transformers_munge.m | 10 ++- 34 files changed, 130 insertions(+), 101 deletions(-) rename +bids/{+transformers => +transformers_list}/Assign.m (96%) rename +bids/{+transformers => +transformers_list}/BaseTransformer.m (100%) rename +bids/{+transformers => +transformers_list}/Basic.m (89%) rename +bids/{+transformers => +transformers_list}/Concatenate.m (90%) rename +bids/{+transformers => +transformers_list}/Constant.m (94%) rename +bids/{+transformers => +transformers_list}/Copy.m (91%) rename +bids/{+transformers => +transformers_list}/Delete.m (94%) rename +bids/{+transformers => +transformers_list}/Drop_na.m (91%) rename +bids/{+transformers => +transformers_list}/Factor.m (97%) rename +bids/{+transformers => +transformers_list}/Filter.m (83%) rename +bids/{+transformers => +transformers_list}/Logical.m (94%) rename +bids/{+transformers => +transformers_list}/Mean.m (92%) rename +bids/{+transformers => +transformers_list}/Product.m (93%) rename +bids/{+transformers => +transformers_list}/Rename.m (90%) rename +bids/{+transformers => +transformers_list}/Replace.m (97%) rename +bids/{+transformers => +transformers_list}/Scale.m (96%) rename +bids/{+transformers => +transformers_list}/Select.m (94%) rename +bids/{+transformers => +transformers_list}/Split.m (91%) rename +bids/{+transformers => +transformers_list}/Std.m (92%) rename +bids/{+transformers => +transformers_list}/Sum.m (95%) rename +bids/{+transformers => +transformers_list}/Threshold.m (96%) rename +bids/{+transformers => +transformers_list}/check_field.m (100%) rename +bids/{+transformers => +transformers_list}/coerce_fieldname.m (100%) rename +bids/{+transformers => +transformers_list}/get_field_attribute.m (100%) rename +bids/{+transformers => +transformers_list}/get_input.m (89%) rename +bids/{+transformers => +transformers_list}/get_output.m (78%) rename +bids/{+transformers => +transformers_list}/get_query.m (100%) rename +bids/{+transformers => +transformers_list}/identify_rows.m (94%) rename +bids/{+transformers => +transformers_list}/is_run_level.m (100%) rename +bids/{+transformers => +transformers_list}/miss_hit.cfg (100%) diff --git a/+bids/+transformers/Assign.m b/+bids/+transformers_list/Assign.m similarity index 96% rename from +bids/+transformers/Assign.m rename to +bids/+transformers_list/Assign.m index 873e7c80..6ea0aa8b 100644 --- a/+bids/+transformers/Assign.m +++ b/+bids/+transformers_list/Assign.m @@ -94,7 +94,7 @@ % data.face = ; % data.duration = ; % - % data = bids.transformers. (transformer, data); + % data = bids.transformers(transformer, data); % % data.face_modulated_by_RT % @@ -107,10 +107,10 @@ % TODO check if attr are cells - input = bids.transformers.get_input(transformer, data); + input = bids.transformers_list.get_input(transformer, data); target = get_target(transformer, data); - output = bids.transformers.get_output(transformer, data, false); + output = bids.transformers_list.get_output(transformer, data, false); input_attr = get_attribute(transformer, input, 'InputAttr'); target_attr = get_attribute(transformer, input, 'TargetAttr'); @@ -232,7 +232,7 @@ return else - bids.transformers.check_field(transformer.Target, data, 'Target', false); + bids.transformers_list.check_field(transformer.Target, data, 'Target', false); end diff --git a/+bids/+transformers/BaseTransformer.m b/+bids/+transformers_list/BaseTransformer.m similarity index 100% rename from +bids/+transformers/BaseTransformer.m rename to +bids/+transformers_list/BaseTransformer.m diff --git a/+bids/+transformers/Basic.m b/+bids/+transformers_list/Basic.m similarity index 89% rename from +bids/+transformers/Basic.m rename to +bids/+transformers_list/Basic.m index 582da8e9..2fb9d3c8 100644 --- a/+bids/+transformers/Basic.m +++ b/+bids/+transformers_list/Basic.m @@ -67,17 +67,17 @@ % % (C) Copyright 2022 BIDS-MATLAB developers - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); + input = bids.transformers_list.get_input(transformer, data); + output = bids.transformers_list.get_output(transformer, data); rows = true(size(data.(input{1}))); - [left, query_type, right] = bids.transformers.get_query(transformer); + [left, query_type, right] = bids.transformers_list.get_query(transformer); if ~isempty(query_type) - bids.transformers.check_field(left, data, 'query', false); + bids.transformers_list.check_field(left, data, 'query', false); - rows = bids.transformers.identify_rows(data, left, query_type, right); + rows = bids.transformers_list.identify_rows(data, left, query_type, right); end diff --git a/+bids/+transformers/Concatenate.m b/+bids/+transformers_list/Concatenate.m similarity index 90% rename from +bids/+transformers/Concatenate.m rename to +bids/+transformers_list/Concatenate.m index 15a3b2c1..010b4166 100644 --- a/+bids/+transformers/Concatenate.m +++ b/+bids/+transformers_list/Concatenate.m @@ -45,8 +45,8 @@ % % (C) Copyright 2022 BIDS-MATLAB developers - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data, false); + input = bids.transformers_list.get_input(transformer, data); + output = bids.transformers_list.get_output(transformer, data, false); for row = 1:numel(data.onset) diff --git a/+bids/+transformers/Constant.m b/+bids/+transformers_list/Constant.m similarity index 94% rename from +bids/+transformers/Constant.m rename to +bids/+transformers_list/Constant.m index 31a49330..8143e133 100644 --- a/+bids/+transformers/Constant.m +++ b/+bids/+transformers_list/Constant.m @@ -38,7 +38,7 @@ % % (C) Copyright 2022 BIDS-MATLAB developers - output = bids.transformers.get_output(transformer, data); + output = bids.transformers_list.get_output(transformer, data); assert(numel(output) == 1); diff --git a/+bids/+transformers/Copy.m b/+bids/+transformers_list/Copy.m similarity index 91% rename from +bids/+transformers/Copy.m rename to +bids/+transformers_list/Copy.m index 446c3166..81a6d931 100644 --- a/+bids/+transformers/Copy.m +++ b/+bids/+transformers_list/Copy.m @@ -50,8 +50,8 @@ % % (C) Copyright 2022 BIDS-MATLAB developers - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); + input = bids.transformers_list.get_input(transformer, data); + output = bids.transformers_list.get_output(transformer, data); assert(numel(input) == numel(output)); diff --git a/+bids/+transformers/Delete.m b/+bids/+transformers_list/Delete.m similarity index 94% rename from +bids/+transformers/Delete.m rename to +bids/+transformers_list/Delete.m index 876e59e3..c19abbb0 100644 --- a/+bids/+transformers/Delete.m +++ b/+bids/+transformers_list/Delete.m @@ -47,7 +47,7 @@ % % (C) Copyright 2022 BIDS-MATLAB developers - input = bids.transformers.get_input(transformer, data); + input = bids.transformers_list.get_input(transformer, data); for i = 1:numel(input) data = rmfield(data, input{i}); diff --git a/+bids/+transformers/Drop_na.m b/+bids/+transformers_list/Drop_na.m similarity index 91% rename from +bids/+transformers/Drop_na.m rename to +bids/+transformers_list/Drop_na.m index 625a4aec..43f380c9 100644 --- a/+bids/+transformers/Drop_na.m +++ b/+bids/+transformers_list/Drop_na.m @@ -48,8 +48,8 @@ % % (C) Copyright 2022 BIDS-MATLAB developers - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); + input = bids.transformers_list.get_input(transformer, data); + output = bids.transformers_list.get_output(transformer, data); for i = 1:numel(input) diff --git a/+bids/+transformers/Factor.m b/+bids/+transformers_list/Factor.m similarity index 97% rename from +bids/+transformers/Factor.m rename to +bids/+transformers_list/Factor.m index dc2ad405..dbcce9f8 100644 --- a/+bids/+transformers/Factor.m +++ b/+bids/+transformers_list/Factor.m @@ -51,7 +51,7 @@ % % (C) Copyright 2022 BIDS-MATLAB developers - input = bids.transformers.get_input(transformer, data); + input = bids.transformers_list.get_input(transformer, data); for i = 1:numel(input) diff --git a/+bids/+transformers/Filter.m b/+bids/+transformers_list/Filter.m similarity index 83% rename from +bids/+transformers/Filter.m rename to +bids/+transformers_list/Filter.m index 8da218e0..a4eb3fee 100644 --- a/+bids/+transformers/Filter.m +++ b/+bids/+transformers_list/Filter.m @@ -63,13 +63,13 @@ % TODO % - By(str; optional): Name of column to group filter operation by - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); + input = bids.transformers_list.get_input(transformer, data); + output = bids.transformers_list.get_output(transformer, data); - [left, query_type, right] = bids.transformers.get_query(transformer); - bids.transformers.check_field(left, data, 'query', false); + [left, query_type, right] = bids.transformers_list.get_query(transformer); + bids.transformers_list.check_field(left, data, 'query', false); - rows = bids.transformers.identify_rows(data, left, query_type, right); + rows = bids.transformers_list.identify_rows(data, left, query_type, right); % filter rows of all inputs for i = 1:numel(input) diff --git a/+bids/+transformers/Logical.m b/+bids/+transformers_list/Logical.m similarity index 94% rename from +bids/+transformers/Logical.m rename to +bids/+transformers_list/Logical.m index 26218a61..2f7a6442 100644 --- a/+bids/+transformers/Logical.m +++ b/+bids/+transformers_list/Logical.m @@ -68,9 +68,9 @@ % for Add Or, if not ouput just merge the name of the input variables % TODO "not" can only have one input - input = bids.transformers.get_input(transformer, data); + input = bids.transformers_list.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); + output = bids.transformers_list.get_output(transformer, data); assert(numel(output) == 1); % try coerce all input to logical diff --git a/+bids/+transformers/Mean.m b/+bids/+transformers_list/Mean.m similarity index 92% rename from +bids/+transformers/Mean.m rename to +bids/+transformers_list/Mean.m index 0e6bce7b..a6c4c4c4 100644 --- a/+bids/+transformers/Mean.m +++ b/+bids/+transformers_list/Mean.m @@ -49,8 +49,8 @@ overwrite = false; - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data, overwrite); + input = bids.transformers_list.get_input(transformer, data); + output = bids.transformers_list.get_output(transformer, data, overwrite); if ~isempty(output) assert(numel(input) == numel(output)); diff --git a/+bids/+transformers/Product.m b/+bids/+transformers_list/Product.m similarity index 93% rename from +bids/+transformers/Product.m rename to +bids/+transformers_list/Product.m index c341d075..f1361bf6 100644 --- a/+bids/+transformers/Product.m +++ b/+bids/+transformers_list/Product.m @@ -44,8 +44,8 @@ % % (C) Copyright 2022 BIDS-MATLAB developers - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); + input = bids.transformers_list.get_input(transformer, data); + output = bids.transformers_list.get_output(transformer, data); assert(numel(output) == 1); diff --git a/+bids/+transformers/Rename.m b/+bids/+transformers_list/Rename.m similarity index 90% rename from +bids/+transformers/Rename.m rename to +bids/+transformers_list/Rename.m index 3fbd26d5..6ac8c30a 100644 --- a/+bids/+transformers/Rename.m +++ b/+bids/+transformers_list/Rename.m @@ -49,8 +49,8 @@ % % (C) Copyright 2022 BIDS-MATLAB developers - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); + input = bids.transformers_list.get_input(transformer, data); + output = bids.transformers_list.get_output(transformer, data); assert(numel(input) == numel(output)); diff --git a/+bids/+transformers/Replace.m b/+bids/+transformers_list/Replace.m similarity index 97% rename from +bids/+transformers/Replace.m rename to +bids/+transformers_list/Replace.m index ec23c301..e07f734d 100644 --- a/+bids/+transformers/Replace.m +++ b/+bids/+transformers_list/Replace.m @@ -72,8 +72,8 @@ % % (C) Copyright 2022 BIDS-MATLAB developers - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); + input = bids.transformers_list.get_input(transformer, data); + output = bids.transformers_list.get_output(transformer, data); attributes = get_attribute_to_replace(transformer); diff --git a/+bids/+transformers/Scale.m b/+bids/+transformers_list/Scale.m similarity index 96% rename from +bids/+transformers/Scale.m rename to +bids/+transformers_list/Scale.m index abf219c7..d5537b62 100644 --- a/+bids/+transformers/Scale.m +++ b/+bids/+transformers_list/Scale.m @@ -69,8 +69,8 @@ % % (C) Copyright 2022 BIDS-MATLAB developers - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); + input = bids.transformers_list.get_input(transformer, data); + output = bids.transformers_list.get_output(transformer, data); demean = true; if isfield(transformer, 'Demean') diff --git a/+bids/+transformers/Select.m b/+bids/+transformers_list/Select.m similarity index 94% rename from +bids/+transformers/Select.m rename to +bids/+transformers_list/Select.m index 7ab23241..bdc36051 100644 --- a/+bids/+transformers/Select.m +++ b/+bids/+transformers_list/Select.m @@ -55,14 +55,14 @@ % % (C) Copyright 2022 BIDS-MATLAB developers - input = bids.transformers.get_input(transformer, data); + input = bids.transformers_list.get_input(transformer, data); for i = 1:numel(input) tmp.(input{i}) = data.(input{i}); end % also grab onset and duration for events - if bids.transformers.is_run_level(data) + if bids.transformers_list.is_run_level(data) tmp.onset = data.onset; tmp.duration = data.duration; end diff --git a/+bids/+transformers/Split.m b/+bids/+transformers_list/Split.m similarity index 91% rename from +bids/+transformers/Split.m rename to +bids/+transformers_list/Split.m index e2b78774..60e8a4dd 100644 --- a/+bids/+transformers/Split.m +++ b/+bids/+transformers_list/Split.m @@ -43,7 +43,7 @@ % data.sex_m = ; % data.age_gt_twenty = ; % - % data = bids.transformers.split(transformer, data); + % data = bids.transformers_list.split(transformer, data); % % data.sex_BY % TODO % @@ -75,7 +75,7 @@ input = transformer.Input; % TODO - % output = bids.transformers.get_output(transformer, data); + % output = bids.transformers_list.get_output(transformer, data); for i = 1:numel(input) @@ -106,7 +106,7 @@ % initialise for recursion if ~isfield(transformer, 'rows_to_keep') - input = bids.transformers.get_input(transformer, data); + input = bids.transformers_list.get_input(transformer, data); input = unique(input); if isempty(input) @@ -114,7 +114,7 @@ end % make sure all variables to split by are there - bids.transformers.check_field(transformer.By, data, 'By'); + bids.transformers_list.check_field(transformer.By, data, 'By'); transformer.source = input; @@ -169,7 +169,7 @@ else field = [input{i} '_BY_' by '_' this_level]; end - field = bids.transformers.coerce_fieldname(field); + field = bids.transformers_list.coerce_fieldname(field); % store rows, source and input for next iteration if strcmp(this_level, 'NaN') @@ -192,6 +192,6 @@ transformer.rows_to_keep = new_rows_to_keep; transformer.source = new_source; - data = bids.transformers.Split(transformer, data); + data = bids.transformers_list.Split(transformer, data); end diff --git a/+bids/+transformers/Std.m b/+bids/+transformers_list/Std.m similarity index 92% rename from +bids/+transformers/Std.m rename to +bids/+transformers_list/Std.m index ba389b68..cb9be37b 100644 --- a/+bids/+transformers/Std.m +++ b/+bids/+transformers_list/Std.m @@ -49,8 +49,8 @@ overwrite = false; - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data, overwrite); + input = bids.transformers_list.get_input(transformer, data); + output = bids.transformers_list.get_output(transformer, data, overwrite); if ~isempty(output) assert(numel(input) == numel(output)); diff --git a/+bids/+transformers/Sum.m b/+bids/+transformers_list/Sum.m similarity index 95% rename from +bids/+transformers/Sum.m rename to +bids/+transformers_list/Sum.m index 1b83fbfb..d704d7f7 100644 --- a/+bids/+transformers/Sum.m +++ b/+bids/+transformers_list/Sum.m @@ -57,8 +57,8 @@ % % (C) Copyright 2022 BIDS-MATLAB developers - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); + input = bids.transformers_list.get_input(transformer, data); + output = bids.transformers_list.get_output(transformer, data); assert(numel(output) == 1); diff --git a/+bids/+transformers/Threshold.m b/+bids/+transformers_list/Threshold.m similarity index 96% rename from +bids/+transformers/Threshold.m rename to +bids/+transformers_list/Threshold.m index cf42000a..ad4c0231 100644 --- a/+bids/+transformers/Threshold.m +++ b/+bids/+transformers_list/Threshold.m @@ -71,8 +71,8 @@ % % (C) Copyright 2022 BIDS-MATLAB developers - input = bids.transformers.get_input(transformer, data); - output = bids.transformers.get_output(transformer, data); + input = bids.transformers_list.get_input(transformer, data); + output = bids.transformers_list.get_output(transformer, data); threshold = 0; binarize = false; diff --git a/+bids/+transformers/check_field.m b/+bids/+transformers_list/check_field.m similarity index 100% rename from +bids/+transformers/check_field.m rename to +bids/+transformers_list/check_field.m diff --git a/+bids/+transformers/coerce_fieldname.m b/+bids/+transformers_list/coerce_fieldname.m similarity index 100% rename from +bids/+transformers/coerce_fieldname.m rename to +bids/+transformers_list/coerce_fieldname.m diff --git a/+bids/+transformers/get_field_attribute.m b/+bids/+transformers_list/get_field_attribute.m similarity index 100% rename from +bids/+transformers/get_field_attribute.m rename to +bids/+transformers_list/get_field_attribute.m diff --git a/+bids/+transformers/get_input.m b/+bids/+transformers_list/get_input.m similarity index 89% rename from +bids/+transformers/get_input.m rename to +bids/+transformers_list/get_input.m index 1e0e4538..b9c35035 100644 --- a/+bids/+transformers/get_input.m +++ b/+bids/+transformers_list/get_input.m @@ -28,6 +28,6 @@ input = {input}; end - bids.transformers.check_field(input, data, 'Input'); + bids.transformers_list.check_field(input, data, 'Input'); end diff --git a/+bids/+transformers/get_output.m b/+bids/+transformers_list/get_output.m similarity index 78% rename from +bids/+transformers/get_output.m rename to +bids/+transformers_list/get_output.m index 1204906c..7c2c3cec 100644 --- a/+bids/+transformers/get_output.m +++ b/+bids/+transformers_list/get_output.m @@ -19,7 +19,7 @@ % will overwrite input columns if overwrite - input = bids.transformers.get_input(transformer, data); + input = bids.transformers_list.get_input(transformer, data); output = input; else output = {}; @@ -28,7 +28,7 @@ end for i = 1:numel(output) - output{i} = bids.transformers.coerce_fieldname(output{i}); + output{i} = bids.transformers_list.coerce_fieldname(output{i}); end end diff --git a/+bids/+transformers/get_query.m b/+bids/+transformers_list/get_query.m similarity index 100% rename from +bids/+transformers/get_query.m rename to +bids/+transformers_list/get_query.m diff --git a/+bids/+transformers/identify_rows.m b/+bids/+transformers_list/identify_rows.m similarity index 94% rename from +bids/+transformers/identify_rows.m rename to +bids/+transformers_list/identify_rows.m index d5ffc55d..3b7d7029 100644 --- a/+bids/+transformers/identify_rows.m +++ b/+bids/+transformers_list/identify_rows.m @@ -13,7 +13,7 @@ % data.sex = {'M', 'F', 'F', 'M'}; % data.age = [10, 21, 15, 26]; % - % [left, query_type, right] = bids.transformers.get_query(transformer); + % [left, query_type, right] = bids.transformers_list.get_query(transformer); % rows = identify_rows(data, left, query_type, right); % % diff --git a/+bids/+transformers/is_run_level.m b/+bids/+transformers_list/is_run_level.m similarity index 100% rename from +bids/+transformers/is_run_level.m rename to +bids/+transformers_list/is_run_level.m diff --git a/+bids/+transformers/miss_hit.cfg b/+bids/+transformers_list/miss_hit.cfg similarity index 100% rename from +bids/+transformers/miss_hit.cfg rename to +bids/+transformers_list/miss_hit.cfg diff --git a/+bids/transformers.m b/+bids/transformers.m index 821d2e35..fe0f0ee4 100644 --- a/+bids/transformers.m +++ b/+bids/transformers.m @@ -4,7 +4,7 @@ % % USAGE:: % - % new_content = transformers(transformers, data) + % new_content = transformers(trans, data) % % :param transformers: % :type transformers: structure @@ -44,26 +44,26 @@ isStructOrCell = @(x) isstruct(x) || iscell(x); - addRequired(p, 'transformers', isStructOrCell); + addRequired(p, 'trans', isStructOrCell); addRequired(p, 'data', @isstruct); parse(p, varargin{:}); data = p.Results.data; - transformers = p.Results.transformers; + trans = p.Results.trans; - if isempty(transformers) || isempty(data) + if isempty(trans) || isempty(data) new_content = data; return end % apply all the transformers sequentially - for iTrans = 1:numel(transformers) + for iTrans = 1:numel(trans) - if iscell(transformers) - this_transformer = transformers{iTrans}; - elseif isstruct(transformers) - this_transformer = transformers(iTrans); + if iscell(trans) + this_transformer = trans{iTrans}; + elseif isstruct(trans) + this_transformer = trans(iTrans); end if ~ismember(lower(this_transformer.Name), SUPPORTED_TRANSFORMERS) @@ -78,72 +78,74 @@ end -function output = apply_transformer(transformer, data) +function output = apply_transformer(trans, data) - transformerName = lower(transformer.Name); + transformerName = lower(trans.Name); switch transformerName case lower(basic_transfomers) - output = bids.transformers.Basic(transformer, data); + output = bids.transformers_list.Basic(trans, data); case lower(logical_transfomers) - output = bids.transformers.Logical(transformer, data); + output = bids.transformers_list.Logical(trans, data); case lower(munge_transfomers) - output = apply_munge(transformer, data); + output = apply_munge(trans, data); case lower(compute_transfomers) - output = apply_compute(transformer, data); + output = apply_compute(trans, data); otherwise - not_implemented(transformer.Name); + not_implemented(trans.Name); end end -function output = apply_munge(transformer, data) +function output = apply_munge(trans, data) - transformerName = lower(transformer.Name); + transformerName = lower(trans.Name); switch transformerName case 'assign' - output = bids.transformers.Assign(transformer, data); + output = bids.transformers_list.Assign(trans, data); case 'concatenate' - output = bids.transformers.Concatenate(transformer, data); + output = bids.transformers_list.Concatenate(trans, data); case 'constant' - output = bids.transformers.Constant(transformer, data); + output = bids.transformers_list.Constant(trans, data); case 'copy' - output = bids.transformers.Copy(transformer, data); + output = bids.transformers_list.Copy(trans, data); case 'delete' - output = bids.transformers.Delete(transformer, data); + output = bids.transformers_list.Delete(trans, data); case 'dropna' - output = bids.transformers.Drop_na(transformer, data); + output = bids.transformers_list.Drop_na(trans, data); case 'factor' - output = bids.transformers.Factor(transformer, data); + output = bids.transformers_list.Factor(trans, data); case 'filter' - output = bids.transformers.Filter(transformer, data); + output = bids.transformers_list.Filter(trans, data); case 'rename' - output = bids.transformers.Rename(transformer, data); + output = bids.transformers_list.Rename(trans, data); case 'select' - output = bids.transformers.Select(transformer, data); + output = bids.transformers_list.Select(trans, data); case 'replace' - output = bids.transformers.Replace(transformer, data); + output = bids.transformers_list.Replace(trans, data); case 'split' - output = bids.transformers.Split(transformer, data); + trans; + data; + output = bids.transformers_list.Split(trans, data); otherwise @@ -153,33 +155,33 @@ case lower(compute_transfomers) end -function output = apply_compute(transformer, data) +function output = apply_compute(trans, data) - transformerName = lower(transformer.Name); + transformerName = lower(trans.Name); switch transformerName case 'sum' - output = bids.transformers.Sum(transformer, data); + output = bids.transformers_list.Sum(trans, data); case 'product' - output = bids.transformers.Product(transformer, data); + output = bids.transformers_list.Product(trans, data); case 'mean' - output = bids.transformers.Mean(transformer, data); + output = bids.transformers_list.Mean(trans, data); case 'stddev' - output = bids.transformers.Std(transformer, data); + output = bids.transformers_list.Std(trans, data); case 'scale' - output = bids.transformers.Scale(transformer, data); + output = bids.transformers_list.Scale(trans, data); case 'threshold' - output = bids.transformers.Threshold(transformer, data); + output = bids.transformers_list.Threshold(trans, data); otherwise - not_implemented(transformer.Name); + not_implemented(trans.Name); end diff --git a/tests/test_transformers/test_transformers_class.m b/tests/test_transformers/test_transformers_class.m index 136b1910..6585a190 100644 --- a/tests/test_transformers/test_transformers_class.m +++ b/tests/test_transformers/test_transformers_class.m @@ -14,7 +14,7 @@ function test_transformers_class_get_output() transformer = struct('Input', {{'onset'}}); - bt = bids.transformers.BaseTransformer(transformer); + bt = bids.transformers_list.BaseTransformer(transformer); assertEqual(bt.input, {'onset'}); assertEqual(bt.output, {'onset'}); @@ -22,19 +22,19 @@ function test_transformers_class_get_output() function test_transformers_class_base() - bt = bids.transformers.BaseTransformer(); + bt = bids.transformers_list.BaseTransformer(); end function test_transformers_class_get_input() - bt = bids.transformers.BaseTransformer(); + bt = bids.transformers_list.BaseTransformer(); assert(isempty(bt.get_input())); bt.input = bt.get_input(struct('Input', {{'onset', 'foo', 'bar'}})); assertEqual(bt.input, {'onset', 'foo', 'bar'}); - bt = bids.transformers.BaseTransformer(struct('Input', {{'onset', 'foo', 'bar'}})); + bt = bids.transformers_list.BaseTransformer(struct('Input', {{'onset', 'foo', 'bar'}})); assertEqual(bt.input, {'onset', 'foo', 'bar'}); end @@ -43,7 +43,7 @@ function test_transformers_class_check_input() transformer = struct('Input', {{'onset', 'foo', 'bar'}}); data = vis_motion_to_threshold_events(); - assertExceptionThrown(@()bids.transformers.BaseTransformer(transformer, data), ... + assertExceptionThrown(@()bids.transformers_list.BaseTransformer(transformer, data), ... 'BaseTransformer:missingInput'); end diff --git a/tests/test_transformers/test_transformers_compute.m b/tests/test_transformers/test_transformers_compute.m index a8aa6086..0ad77e19 100644 --- a/tests/test_transformers/test_transformers_compute.m +++ b/tests/test_transformers/test_transformers_compute.m @@ -145,6 +145,11 @@ function test_mean() % THEN assertEqual(new_content.age_mean, nan); + % omit nan not implemented in octave + if bids.internal.is_octave + return + end + % GIVEN transformers = struct('Name', 'Mean', ... 'Input', {{'age'}}, ... @@ -186,6 +191,11 @@ function test_std() % THEN assertEqual(new_content.age_std, nan); + % omit nan not implemented in octave + if bids.internal.is_octave + return + end + % GIVEN transformers = struct('Name', 'StdDev', ... 'Input', {{'age'}}, ... @@ -256,6 +266,11 @@ function test_sum() function test_scale() + % omit nan not implemented in octave + if bids.internal.is_octave + return + end + %% GIVEN transformers = struct('Name', 'Scale', ... 'Input', {{'age'}}); @@ -287,6 +302,11 @@ function test_scale() function test_scale_nan_after() + % omit nan not implemented in octave + if bids.internal.is_octave + return + end + %% GIVEN transformers{1} = struct('Name', 'Scale', ... 'Input', {{'age'}}, ... @@ -326,6 +346,11 @@ function test_scale_nan_after() function test_scale_nan_before() + % omit nan not implemented in octave + if bids.internal.is_octave + return + end + %% GIVEN transformers{1} = struct('Name', 'Scale', ... 'Input', {{'age'}}, ... diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 838e30a2..014a4614 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -32,7 +32,7 @@ function test_get_input() data = vis_motion_to_threshold_events(); % WHEN - inputs = bids.transformers.get_input(transformers, data); + inputs = bids.transformers_list.get_input(transformers, data); assertEqual(inputs, {'onset'}); @@ -41,7 +41,7 @@ function test_get_input() data = vis_motion_to_threshold_events(); % WHEN - assertExceptionThrown(@()bids.transformers.get_input(transformers, data), ... + assertExceptionThrown(@()bids.transformers_list.get_input(transformers, data), ... 'check_field:missingInput'); end @@ -57,7 +57,7 @@ function test_get_query() transformer.Query = 'R T == 1'; - [left, type, right] = bids.transformers.get_query(transformer); + [left, type, right] = bids.transformers_list.get_query(transformer); assertEqual(type, '=='); assertEqual(left, 'R T'); @@ -215,7 +215,9 @@ function test_complex_filter_with_and() % THEN assert(all(ismember({'Famous'; 'FirstRep'}, fieldnames(new_content)))); assertEqual(sum(strcmp(new_content.Famous, 'famous')), 52); - assertEqual(nansum(new_content.FirstRep), 52); + if ~bids.internal.is_octave + assertEqual(nansum(new_content.FirstRep), 52); + end %% GIVEN transformers{3} = struct('Name', 'And', ... From 42b4979df485e4499bd499d115cc3ec1d986650a Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 27 Jun 2022 20:53:18 +0200 Subject: [PATCH 206/340] fix order entity octave --- +bids/Schema.m | 12 ++++++------ tests/test_bids_schema.m | 15 --------------- 2 files changed, 6 insertions(+), 21 deletions(-) diff --git a/+bids/Schema.m b/+bids/Schema.m index 603b09a3..053e0127 100644 --- a/+bids/Schema.m +++ b/+bids/Schema.m @@ -182,15 +182,15 @@ % 'foo'}; % - default_list = fieldnames(obj.content.objects.entities); - ischar_or_iscell = @(x) ischar(x) || iscellstr(x); - args = inputParser; - args.addOptional('entity_list', default_list, ischar_or_iscell); - args.parse(varargin{:}); + if numel(varargin) == 1 + entity_list = varargin{1}; + elseif numel(varargin) == 0 + entity_list = fieldnames(obj.content.objects.entities); + end - entity_list = args.Results.entity_list; + assert(ischar_or_iscell(entity_list)); if ischar(entity_list) entity_list = cellstr(entity_list); diff --git a/tests/test_bids_schema.m b/tests/test_bids_schema.m index 3157683a..75295804 100644 --- a/tests/test_bids_schema.m +++ b/tests/test_bids_schema.m @@ -192,11 +192,6 @@ function test_schemaless() function test_return_entity_order_default - if bids.internal.is_octave() - % TODO fix for octave in CI - return - end - schema = bids.Schema(); order = schema.entity_order(); @@ -236,11 +231,6 @@ function test_schemaless() function test_return_entity_order - if bids.internal.is_octave() - % TODO fix for octave in CI - return - end - schema = bids.Schema(); entity_list_to_order = {'description' @@ -259,11 +249,6 @@ function test_schemaless() function test_return_entity_order_new_entity - if bids.internal.is_octave() - % TODO fix for octave in CI - return - end - schema = bids.Schema(); % From 0955c45538a5da6a4580e7fa12ab780cf8724e38 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 1 Jul 2022 12:15:31 +0200 Subject: [PATCH 207/340] allow report to deal with unknown suffixes --- +bids/report.m | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/+bids/report.m b/+bids/report.m index 356e855c..7ca0979c 100644 --- a/+bids/report.m +++ b/+bids/report.m @@ -148,7 +148,11 @@ function report_nifti(BIDS, filter, read_nii, verbose, file_id) filter.suffix = suffixes{iType}; schema = bids.Schema(); - suffix_fullname = schema.content.objects.suffixes.(filter.suffix).name; + try + suffix_fullname = schema.content.objects.suffixes.(filter.suffix).name; + catch + suffix_fullname = 'UNKNOWN'; + end print_to_output(['#### ' suffix_fullname], file_id, verbose); From aeb671f8d11846a039050a7535adc1594d1df517 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 8 Jul 2022 08:53:07 +0200 Subject: [PATCH 208/340] improve replace transformers --- +bids/+transformers_list/Replace.m | 109 +++++++++++------- .../test_transformers_munge.m | 43 ++++++- 2 files changed, 106 insertions(+), 46 deletions(-) diff --git a/+bids/+transformers_list/Replace.m b/+bids/+transformers_list/Replace.m index e07f734d..468f79b2 100644 --- a/+bids/+transformers_list/Replace.m +++ b/+bids/+transformers_list/Replace.m @@ -54,15 +54,24 @@ % % **CODE EXAMPLE**:: % - % transformer = struct('Name', 'Replace', ... - % 'Input', 'fruits', ... - % 'Atribute', 'all', ... - % 'Replace', struct('key', {'apple', 'elusive', -1}, ... - % 'key', {-1, 'value', 0})); % - % data. = ; + % data.fruits = {'apple'; 'banana'; 'elusive'}; + % data.onset = {1; 2; 3}; + % data.duration = {-1; 1; 3}; + % + % replace = struct('key', {'apple'; 'elusive'}, 'value', -1); + % replace(end+1).key = -1; + % replace(end).value = 0; + % + % transformer = struct('Name', 'Replace', ... + % 'Input', 'fruits', ... + % 'Atribute', 'all', ... + % 'Replace', replace); + % + % + % + % data = bids.transformers(transformer, data); % - % data = bids.transformers(transformer, data); % % data. % @@ -85,53 +94,73 @@ continue end - % in case we got "all" we must loop over value, onset, duration - for ii = 1:numel(attributes) - - switch attributes{ii} + for ii = 1:numel(replace) - case 'value' - this_output = data.(output{i}); + this_input = data.(input{i}); - case {'onset', 'duration'} - this_output = data.(attributes{ii}); - if strcmp(input{i}, output{i}) - output{i} = attributes{ii}; - end + key = replace(ii).key; + if ischar(key) && iscellstr(this_input) + idx = strcmp(key, this_input); + elseif isnumeric(key) && isnumeric(this_input) + idx = this_input == key; + elseif ischar(key) && iscell(this_input) + idx = cellfun(@(x) ischar(x) && strcmp(x, key), this_input); + elseif isnumeric(key) && iscell(this_input) + idx = cellfun(@(x) isnumeric(x) && x == key, this_input); + else + continue end - for iii = 1:numel(replace) + value = replace(ii).value; - switch attributes{ii} - case 'value' - this_input = data.(input{i}); - case {'onset', 'duration'} - this_input = data.(attributes{ii}); - end + data = replace_for_attributes(data, attributes, output{i}, this_input, idx, value); - key = replace(iii).key; - value = replace(iii).value; + end - if ischar(key) - idx = strcmp(key, this_input); - elseif isnumeric(key) - idx = this_input == key; - end + end - if isnumeric(this_output) - this_output(idx) = repmat(value, sum(idx), 1); +end - elseif iscellstr(this_output) - this_output(idx) = repmat({value}, sum(idx), 1); +function [this_output, output] = get_this_output(data, attr, output, this_input) - end + switch attr + case 'value' + if isfield(data, output) + this_output = data.(output); + else + this_output = this_input; end - data.(output{i}) = this_output; + case {'onset', 'duration'} + output = attr; + this_output = data.(attr); + + end + +end + +function data = replace_for_attributes(data, attributes, output, this_input, idx, value) + + % in case we got "all" we must loop over value, onset, duration + for i = 1:numel(attributes) + + [this_output, output] = get_this_output(data, attributes{i}, output, this_input); + + if isnumeric(this_output) + this_output(idx) = repmat(value, sum(idx), 1); + + elseif iscellstr(this_output) + this_output(idx) = repmat({value}, sum(idx), 1); + + elseif iscell(this_output) + this_output(idx) = repmat({value}, sum(idx), 1); + end + data.(output) = this_output; + end end @@ -143,7 +172,7 @@ end if ~ismember(attributes, {'value', 'onset', 'duration', 'all'}) msg = sprintf(['Attribute must be one of ', ... - '"values", "onset", "duration" or "all" for Replace.\nGot: %s'], ... + '"value", "onset", "duration" or "all" for Replace.\nGot: %s'], ... char(attributes)); bids.internal.error_handling(mfilename(), ... 'invalidAttribute', ... @@ -154,6 +183,6 @@ attributes = {attributes}; end if strcmpi(attributes, 'all') - attributes = {'values', 'onset', 'duration'}; + attributes = {'value', 'onset', 'duration'}; end end diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 014a4614..9c257691 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -590,10 +590,14 @@ function test_replace() % THEN assertEqual(new_content.familiarity, {'foo'; 'bar'; 'foo'; 'bar'}); +end + +function test_replace_string_by_numeric() + %% GIVEN transformers(1).Name = 'Replace'; transformers(1).Input = 'familiarity'; - transformers(1).Replace(1).key = 2; + transformers(1).Replace(1).key = 'Famous face'; transformers(1).Replace(1).value = 1; transformers(1).Attribute = 'duration'; @@ -601,7 +605,7 @@ function test_replace() new_content = bids.transformers(transformers, face_rep_events()); % THEN - assertEqual(unique(new_content.duration), 1); + assertEqual(new_content.duration, [1; 2; 1; 2]); end @@ -611,16 +615,43 @@ function test_replace_with_output() transformers(1).Name = 'Replace'; transformers(1).Input = 'familiarity'; transformers(1).Output = 'tmp'; - transformers(1).Replace(1).key = 2; + transformers(1).Replace(1).key = 'Famous face'; transformers(1).Replace(1).value = 1; - transformers(1).Attribute = 'duration'; + transformers(1).Attribute = 'all'; % WHEN new_content = bids.transformers(transformers, face_rep_events()); % THEN - assertEqual(unique(new_content.tmp), 1); - assertEqual(unique(new_content.duration), 2); + assertEqual(new_content.tmp, {1; 'Unfamiliar face'; 1; 'Unfamiliar face'}); + assertEqual(new_content.duration, [1; 2; 1; 2]); + assertEqual(new_content.onset, [1; 4; 1; 8]); + +end + +function test_replace_string_in_numeric_output() + + %% GIVEN + data.fruits = {'apple'; 'banana'; 'elusive'}; + data.onset = {1; 2; 3}; + data.duration = {0; 1; 3}; + + replace = struct('key', {'apple'; 'elusive'}, 'value', -1); + replace(end + 1).key = -1; + replace(end).value = 0; + + transformer = struct('Name', 'Replace', ... + 'Input', 'fruits', ... + 'Attribute', 'all', ... + 'Replace', replace); + + % WHEN + new_content = bids.transformers(transformer, data); + + % THEN + assertEqual(new_content.fruits, {0; 'banana'; 0}); + assertEqual(new_content.onset, {0; 2; 0}); + assertEqual(new_content.duration, {0; 1; 0}); end From 8df1514c7b062afa1c4613ddc4b9833bf25d830b Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 9 Jul 2022 08:17:23 +0200 Subject: [PATCH 209/340] add transformers to label and merge identical rows --- .../+transformers_list/Label_identical_rows.m | 95 ++++++++++++++++++ .../+transformers_list/Merge_identical_rows.m | 96 +++++++++++++++++++ +bids/+transformers_list/Replace.m | 51 +++++++--- +bids/transformers.m | 10 +- .../test_transformers_munge.m | 34 +++++++ 5 files changed, 270 insertions(+), 16 deletions(-) create mode 100644 +bids/+transformers_list/Label_identical_rows.m create mode 100644 +bids/+transformers_list/Merge_identical_rows.m diff --git a/+bids/+transformers_list/Label_identical_rows.m b/+bids/+transformers_list/Label_identical_rows.m new file mode 100644 index 00000000..f1c2f207 --- /dev/null +++ b/+bids/+transformers_list/Label_identical_rows.m @@ -0,0 +1,95 @@ +function data = Label_identical_rows(transformer, data) + % + % Creates an extra column to index consecutive identical rows in a column. + % The index restarts at 1 with every change of row content. + % This can for example be used to label consecutive events of the same trial_type in + % a block. + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "LabelIdenticalRows", + % "Input": "trial_type", + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. The name(s) of the variable(s) to operate on. + % :type Input: string or array + % + % .. note:: + % + % The labels will be by default be put in a column called Input(i)_label + % + % **CODE EXAMPLE**:: + % + % + % transformers(1).Name = 'LabelIdenticalRows'; + % transformers(1).Input = {'trial_type', 'stim_type'}; + % + % data.trial_type = {'face';'face';'house';'house';'house';'house';'chair'}; + % data.stim_type = {1' ; 1 ;1 ;2 ;5 ;2 ; nan}; + % + % new_content = bids.transformers(transformers, data); + % + % assertEqual(new_content.trial_type_label, [1;2;1;2;3;4;1]); + % assertEqual(new_content.stim_type_label, [1;2;3;1;1;1;1]); + % + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + input = bids.transformers_list.get_input(transformer, data); + output = bids.transformers_list.get_output(transformer, data); + + for i = 1:numel(input) + + if strcmp(output{i}, input{i}) + output{i} = [output{i} '_label']; + end + + if isfield(data, output{i}) + bids.internal.error_handling(mfilename(), ... + 'outputFieldAlreadyExist', ... + sprintf('The output field already "%s" exists', output{i}), ... + false); + end + + previous_value = []; + label = 1; + + for j = 1:numel(data.(input{i})) + + is_same = false; + + this_value = data.(input{i})(j); + if iscell(this_value) + this_value = this_value{1}; + end + + if isempty(previous_value) % first row + elseif all(isnumeric([this_value, previous_value])) && this_value == previous_value + is_same = true; + elseif all(ischar([this_value, previous_value])) && strcmp(this_value, previous_value) + is_same = true; + end + + if is_same + label = label + 1; + else + label = 1; + end + + data.(output{i})(j, 1) = label; + + previous_value = this_value; + + end + + end + +end diff --git a/+bids/+transformers_list/Merge_identical_rows.m b/+bids/+transformers_list/Merge_identical_rows.m new file mode 100644 index 00000000..3a965242 --- /dev/null +++ b/+bids/+transformers_list/Merge_identical_rows.m @@ -0,0 +1,96 @@ +function new_data = Merge_identical_rows(transformer, data) + % + % MErge consecutive identical rows + % + % + % **JSON EXAMPLE**: + % + % .. code-block:: json + % + % { + % "Name": "MergeIdenticalRows", + % "Input": "trial_type", + % } + % + % + % Arguments: + % + % :param Input: **mandatory**. The name(s) of the variable(s) to operate on. + % :type Input: string or array + % + % + % **CODE EXAMPLE**:: + % + % + % + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + fields = fieldnames(data); + + if all(ismember(fields, {'onset', 'duration'})) + error('input data must have onset and duration fields.'); + end + + % sort data by onset + [~, idx] = sort(data.onset); + for i_field = 1:numel(fields) + data.(fields{i_field}) = data.(fields{i_field})(idx); + end + + input = bids.transformers_list.get_input(transformer, data); + + new_data = struct(); + row = 1; + + for i = 1:numel(input) + + previous_value = data.(input{i})(1); + if iscell(previous_value) + previous_value = previous_value{1}; + end + onset = data.onset(1); + + for j = 2:numel(data.(input{i})) + + is_same = false; + + this_value = data.(input{i})(j); + if iscell(this_value) + this_value = this_value{1}; + end + + if all(isnumeric([this_value, previous_value])) && this_value == previous_value + is_same = true; + elseif all(ischar([this_value, previous_value])) && strcmp(this_value, previous_value) + is_same = true; + end + + if ~is_same + + for i_field = 1:numel(fields) + new_data.(fields{i_field})(row, 1) = data.(fields{i_field})(j - 1); + end + new_data.onset(row, 1) = onset; + new_data.duration(row, 1) = data.onset(j - 1) + data.duration(j - 1) - onset; + + row = row + 1; + + onset = data.onset(j); + end + + previous_value = this_value; + + end + + % for the last row + for i_field = 1:numel(fields) + new_data.(fields{i_field})(row, 1) = data.(fields{i_field})(j); + end + new_data.duration(row, 1) = data.onset(j) + data.duration(j) - onset; + new_data.onset(row, 1) = onset; + + end + +end diff --git a/+bids/+transformers_list/Replace.m b/+bids/+transformers_list/Replace.m index 468f79b2..fba7b206 100644 --- a/+bids/+transformers_list/Replace.m +++ b/+bids/+transformers_list/Replace.m @@ -30,7 +30,7 @@ % (``"value"``) % :type Replace: array of objects % - % :param Attribute: optional. The column attribute to search/replace. + % :param Attribute: optional. The column attribute to apply the replace to. % :type Attribute: array % % Valid values include: @@ -43,6 +43,13 @@ % In the last case, all three attributes % (``"value"``, ``"duration"``, and ``"onset"``) will be scanned. % + % .. note: + % + % The rows of the ``attributes`` colums matching the ``key`` from the + % ``input`` will be replaced by ``value``. + % + % All replacemenets are done in sequentially. + % % :param Output: optional. Optional names of columns to output. % Must match length of input column(s) if provided, % and columns will be mapped 1-to-1 in order. @@ -55,29 +62,45 @@ % **CODE EXAMPLE**:: % % - % data.fruits = {'apple'; 'banana'; 'elusive'}; - % data.onset = {1; 2; 3}; - % data.duration = {-1; 1; 3}; + % data.fruits = {'apple'; 'banana'; 'elusive'}; + % data.onset = {1; 2; 3}; + % data.duration = {-1; 1; 3}; % - % replace = struct('key', {'apple'; 'elusive'}, 'value', -1); - % replace(end+1).key = -1; - % replace(end).value = 0; + % replace = struct('key', {'apple'; 'elusive'}, 'value', -1); + % replace(end+1).key = -1; + % replace(end).value = 0; % - % transformer = struct('Name', 'Replace', ... - % 'Input', 'fruits', ... - % 'Atribute', 'all', ... - % 'Replace', replace); + % transformer = struct('Name', 'Replace', ... + % 'Input', 'fruits', ... + % 'Atribute', 'all', ... + % 'Replace', replace); % + % data = bids.transformers(transformer, data); % % - % data = bids.transformers(transformer, data); + % data.fruits % + % ans = + % 3X1 cell array + % [ 0] + % 'banana' + % [ 0] % - % data. + % data.onset % - % ans = + % ans = + % 3x1 cell array + % [1] + % [2] + % [3] % + % data.duration % + % ans = + % 3X1 cell array + % [-1] + % [ 1] + % [ 3] % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/transformers.m b/+bids/transformers.m index fe0f0ee4..86d99dc2 100644 --- a/+bids/transformers.m +++ b/+bids/transformers.m @@ -133,6 +133,12 @@ case lower(compute_transfomers) case 'filter' output = bids.transformers_list.Filter(trans, data); + case 'labelidenticalrows' + output = bids.transformers_list.Label_identical_rows(trans, data); + + case 'mergeidenticalrows' + output = bids.transformers_list.Merge_identical_rows(trans, data); + case 'rename' output = bids.transformers_list.Rename(trans, data); @@ -143,8 +149,6 @@ case lower(compute_transfomers) output = bids.transformers_list.Replace(trans, data); case 'split' - trans; - data; output = bids.transformers_list.Split(trans, data); otherwise @@ -216,6 +220,8 @@ function not_implemented(name) 'DropNA' 'Filter' 'Factor' + 'LabelIdenticalRows' + 'MergeIdenticalRows' 'Rename' 'Replace' 'Select' diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 9c257691..76afa62d 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -234,6 +234,8 @@ function test_complex_filter_with_and() %% single step +% ordered alphabetically + function test_assign_with_target_attribute() transformers = struct('Name', 'Assign', ... @@ -576,6 +578,38 @@ function test_filter_several_inputs() end +function test_label_identical_rows + + transformers(1).Name = 'LabelIdenticalRows'; + transformers(1).Input = {'trial_type', 'stim_type'}; + + data.trial_type = {'face'; 'face'; 'house'; 'house'; 'house'; 'house'; 'chair'}; + data.stim_type = {1; 1; 1; 2; 5; 2; nan}; + + new_content = bids.transformers(transformers, data); + + assertEqual(new_content.trial_type_label, [1; 2; 1; 2; 3; 4; 1]); + assertEqual(new_content.stim_type_label, [1; 2; 3; 1; 1; 1; 1]); + +end + +function test_merge_identical_rows + + transformers(1).Name = 'MergeIdenticalRows'; + transformers(1).Input = {'trial_type'}; + + data.trial_type = {'house'; 'face'; 'face'; 'house'; 'chair'; 'house'; 'chair'}; + data.duration = [1; 1; 1; 1; 1; 1; 1]; + data.onset = [3; 1; 2; 6; 8; 4; 7]; + + new_content = bids.transformers(transformers, data); + + assertEqual(new_content.trial_type, {'face'; 'house'; 'chair'}); + assertEqual(new_content.onset, [1; 3; 7]); + assertEqual(new_content.duration, [2; 4; 2]); + +end + function test_replace() %% GIVEN From f5651692c4dfe34968fbfe738d042eea2e2d7a0e Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 9 Jul 2022 08:39:59 +0200 Subject: [PATCH 210/340] update doc --- .../+transformers_list/Merge_identical_rows.m | 46 ++++++++++++++++++- .../test_transformers_munge.m | 2 + 2 files changed, 47 insertions(+), 1 deletion(-) diff --git a/+bids/+transformers_list/Merge_identical_rows.m b/+bids/+transformers_list/Merge_identical_rows.m index 3a965242..60b5b3dd 100644 --- a/+bids/+transformers_list/Merge_identical_rows.m +++ b/+bids/+transformers_list/Merge_identical_rows.m @@ -1,6 +1,6 @@ function new_data = Merge_identical_rows(transformer, data) % - % MErge consecutive identical rows + % Merge consecutive identical rows % % % **JSON EXAMPLE**: @@ -18,10 +18,54 @@ % :param Input: **mandatory**. The name(s) of the variable(s) to operate on. % :type Input: string or array % + % .. note:: + % + % - Only works on data commit from event.tsv + % - Content is sorted by onset time before merging + % - If multiple variables are specified, they are merged in the order they are specified + % - If a variable is not found, it is ignored + % - If a variable is found, but is empty, it is ignored + % - The content of the other columns corresponds to the last row being merged: + % this means that the content from other columns but the one specified in will be deleted + % execpt for the last one % % **CODE EXAMPLE**:: % + % transformers(1).Name = 'MergeIdenticalRows'; + % transformers(1).Input = {'trial_type'}; + % + % data.trial_type = {'house' ; 'face' ; 'face'; 'house'; 'chair'; 'house' ; 'chair'}; + % data.duration = [1 ; 1 ; 1 ; 1 ; 1 ; 1 ; 1]; + % data.onset = [3 ; 1 ; 2 ; 6 ; 8 ; 4 ; 7]; + % data.stim_type = {'delete'; 'delete'; 'keep'; 'keep' ; 'keep' ; 'delete'; 'delete'}; + % + % new_content = bids.transformers(transformers, data); + % + % new_content.trial_type + % ans = + % 3X1 cell array + % 'face' + % 'house' + % 'chair' + % + % new_content.stim_type + % ans = + % 3X1 cell array + % 'keep' + % 'keep' + % 'keep' + % + % new_content.onset + % ans = + % 1 + % 3 + % 7 % + % new_content.duration + % ans = + % 2 + % 4 + % 2 % % % diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 76afa62d..9b8b1926 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -601,10 +601,12 @@ function test_filter_several_inputs() data.trial_type = {'house'; 'face'; 'face'; 'house'; 'chair'; 'house'; 'chair'}; data.duration = [1; 1; 1; 1; 1; 1; 1]; data.onset = [3; 1; 2; 6; 8; 4; 7]; + data.stim_type = {'delete'; 'delete'; 'keep'; 'keep'; 'keep'; 'delete'; 'delete'}; new_content = bids.transformers(transformers, data); assertEqual(new_content.trial_type, {'face'; 'house'; 'chair'}); + assertEqual(new_content.stim_type, {'keep'; 'keep'; 'keep'}); assertEqual(new_content.onset, [1; 3; 7]); assertEqual(new_content.duration, [2; 4; 2]); From 986ff441f76c5efc28f3d65f48d9f4bf67971d47 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 9 Jul 2022 08:54:57 +0200 Subject: [PATCH 211/340] refactor --- .../+transformers_list/Merge_identical_rows.m | 35 ++++++++++++------- 1 file changed, 23 insertions(+), 12 deletions(-) diff --git a/+bids/+transformers_list/Merge_identical_rows.m b/+bids/+transformers_list/Merge_identical_rows.m index 60b5b3dd..99ace653 100644 --- a/+bids/+transformers_list/Merge_identical_rows.m +++ b/+bids/+transformers_list/Merge_identical_rows.m @@ -85,15 +85,20 @@ input = bids.transformers_list.get_input(transformer, data); + % create a new structure add a new row every time we encounter a new row + % with a different content (for the input of interest) from the previous one. + % new_data = struct(); row = 1; for i = 1:numel(input) + % start with values from the first row and start loop at row 2 previous_value = data.(input{i})(1); if iscell(previous_value) previous_value = previous_value{1}; end + onset = data.onset(1); for j = 2:numel(data.(input{i})) @@ -105,6 +110,7 @@ this_value = this_value{1}; end + % compare consecutive rows content if all(isnumeric([this_value, previous_value])) && this_value == previous_value is_same = true; elseif all(ischar([this_value, previous_value])) && strcmp(this_value, previous_value) @@ -113,15 +119,10 @@ if ~is_same - for i_field = 1:numel(fields) - new_data.(fields{i_field})(row, 1) = data.(fields{i_field})(j - 1); - end - new_data.onset(row, 1) = onset; - new_data.duration(row, 1) = data.onset(j - 1) + data.duration(j - 1) - onset; - - row = row + 1; + [new_data, row] = add_row(data, new_data, onset, row, j - 1); onset = data.onset(j); + end previous_value = this_value; @@ -129,12 +130,22 @@ end % for the last row - for i_field = 1:numel(fields) - new_data.(fields{i_field})(row, 1) = data.(fields{i_field})(j); - end - new_data.duration(row, 1) = data.onset(j) + data.duration(j) - onset; - new_data.onset(row, 1) = onset; + new_data = add_row(data, new_data, onset, row, j); + + end +end + +function [new_data, new_data_row] = add_row(data, new_data, onset, new_data_row, data_row) + + fields = fieldnames(data); + + for i_field = 1:numel(fields) + new_data.(fields{i_field})(new_data_row, 1) = data.(fields{i_field})(data_row); end + new_data.onset(new_data_row, 1) = onset; + new_data.duration(new_data_row, 1) = data.onset(data_row) + data.duration(data_row) - onset; + + new_data_row = new_data_row + 1; end From 40ee8d56e2f4d855b59caf234bd06234527531b0 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 9 Jul 2022 10:03:40 +0200 Subject: [PATCH 212/340] add cumulative behavior to label indentical rows --- .../+transformers_list/Label_identical_rows.m | 74 +++++++++++++++---- .../+transformers_list/Merge_identical_rows.m | 24 +++--- tests/miss_hit.cfg | 2 +- .../test_transformers_munge.m | 14 ++++ 4 files changed, 91 insertions(+), 23 deletions(-) diff --git a/+bids/+transformers_list/Label_identical_rows.m b/+bids/+transformers_list/Label_identical_rows.m index f1c2f207..71b0ff0e 100644 --- a/+bids/+transformers_list/Label_identical_rows.m +++ b/+bids/+transformers_list/Label_identical_rows.m @@ -13,6 +13,7 @@ % { % "Name": "LabelIdenticalRows", % "Input": "trial_type", + % "Cumulative": False % } % % @@ -21,6 +22,11 @@ % :param Input: **mandatory**. The name(s) of the variable(s) to operate on. % :type Input: string or array % + % :param Cumulative: **optional**. Defaults to ``False``. + % If ``True``, the labels are not reset to 0 + % when encoutering new row content. + % :type Cumulative: boolean + % % .. note:: % % The labels will be by default be put in a column called Input(i)_label @@ -46,6 +52,11 @@ input = bids.transformers_list.get_input(transformer, data); output = bids.transformers_list.get_output(transformer, data); + cumulative = false; + if isfield(transformer, 'Cumulative') + cumulative = transformer.Cumulative; + end + for i = 1:numel(input) if strcmp(output{i}, input{i}) @@ -59,32 +70,50 @@ false); end + % TODO: does not cover the edge case where data.(input{i}) has one row + % with non numeric content + if cumulative + label_counter = unique(data.(input{i})); + if ~iscell(label_counter) + label_counter = num2cell(label_counter); + end + label_counter = reset_label_counter(label_counter); + else + label_counter = 1; + end + previous_value = []; - label = 1; for j = 1:numel(data.(input{i})) - is_same = false; - this_value = data.(input{i})(j); if iscell(this_value) this_value = this_value{1}; end - if isempty(previous_value) % first row - elseif all(isnumeric([this_value, previous_value])) && this_value == previous_value - is_same = true; - elseif all(ischar([this_value, previous_value])) && strcmp(this_value, previous_value) - is_same = true; + is_same = compare_rows(this_value, previous_value); + + if cumulative + if isnumeric(this_value) + idx = cellfun(@(x) isnumeric(x) && x == this_value, label_counter); + elseif ischar(this_value) + idx = cellfun(@(x) ischar(x) && strcmp(x, this_value), label_counter); + end + idx = find(idx); + label_counter{idx, 2} = label_counter{idx, 2} + 1; end - if is_same - label = label + 1; - else - label = 1; + if is_same && ~cumulative + label_counter = label_counter + 1; + elseif ~is_same && ~cumulative + label_counter = 1; end - data.(output{i})(j, 1) = label; + if ~cumulative + data.(output{i})(j, 1) = label_counter; + else + data.(output{i})(j, 1) = label_counter{idx, 2}; + end previous_value = this_value; @@ -93,3 +122,22 @@ end end + +function label_counter = reset_label_counter(label_counter) + for i = 1:numel(label_counter) + label_counter{i, 2} = 0; + end +end + +function is_same = compare_rows(this_value, previous_value) + + is_same = false; + + if isempty(previous_value) + elseif all(isnumeric([this_value, previous_value])) && this_value == previous_value + is_same = true; + elseif all(ischar([this_value, previous_value])) && strcmp(this_value, previous_value) + is_same = true; + end + +end diff --git a/+bids/+transformers_list/Merge_identical_rows.m b/+bids/+transformers_list/Merge_identical_rows.m index 99ace653..50ca507d 100644 --- a/+bids/+transformers_list/Merge_identical_rows.m +++ b/+bids/+transformers_list/Merge_identical_rows.m @@ -1,6 +1,6 @@ function new_data = Merge_identical_rows(transformer, data) % - % Merge consecutive identical rows + % Merge consecutive identical rows. % % % **JSON EXAMPLE**: @@ -103,19 +103,12 @@ for j = 2:numel(data.(input{i})) - is_same = false; - this_value = data.(input{i})(j); if iscell(this_value) this_value = this_value{1}; end - % compare consecutive rows content - if all(isnumeric([this_value, previous_value])) && this_value == previous_value - is_same = true; - elseif all(ischar([this_value, previous_value])) && strcmp(this_value, previous_value) - is_same = true; - end + is_same = compare_rows(this_value, previous_value); if ~is_same @@ -136,6 +129,19 @@ end +function is_same = compare_rows(this_value, previous_value) + + is_same = false; + + if isempty(previous_value) + elseif all(isnumeric([this_value, previous_value])) && this_value == previous_value + is_same = true; + elseif all(ischar([this_value, previous_value])) && strcmp(this_value, previous_value) + is_same = true; + end + +end + function [new_data, new_data_row] = add_row(data, new_data, onset, new_data_row, data_row) fields = fieldnames(data); diff --git a/tests/miss_hit.cfg b/tests/miss_hit.cfg index 0cf219c7..0e88dec8 100644 --- a/tests/miss_hit.cfg +++ b/tests/miss_hit.cfg @@ -4,4 +4,4 @@ exclude_dir: "bids-examples" suppress_rule: "copyright_notice" -metric "file_length": limit 800 +metric "file_length": limit 900 diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 9b8b1926..230e9b08 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -593,6 +593,20 @@ function test_filter_several_inputs() end +function test_label_identical_rows_cumulative + + transformers(1).Name = 'LabelIdenticalRows'; + transformers(1).Input = {'trial_type'}; + transformers(1).Cumulative = true; + + data.trial_type = {'face'; 'face'; 'house'; 'house'; 'face'; 'house'; 'chair'}; + + new_content = bids.transformers(transformers, data); + + assertEqual(new_content.trial_type_label, [1; 2; 1; 2; 3; 3; 1]); + +end + function test_merge_identical_rows transformers(1).Name = 'MergeIdenticalRows'; From 06c36d35d5c5e3bbfe5fd02176f9ba692bf0885a Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 9 Jul 2022 11:13:15 +0200 Subject: [PATCH 213/340] refactor --- .../+transformers_list/Label_identical_rows.m | 97 ++++++++++++------- .../test_transformers_munge.m | 8 +- 2 files changed, 68 insertions(+), 37 deletions(-) diff --git a/+bids/+transformers_list/Label_identical_rows.m b/+bids/+transformers_list/Label_identical_rows.m index 71b0ff0e..178c208b 100644 --- a/+bids/+transformers_list/Label_identical_rows.m +++ b/+bids/+transformers_list/Label_identical_rows.m @@ -70,50 +70,33 @@ false); end - % TODO: does not cover the edge case where data.(input{i}) has one row - % with non numeric content - if cumulative - label_counter = unique(data.(input{i})); - if ~iscell(label_counter) - label_counter = num2cell(label_counter); - end - label_counter = reset_label_counter(label_counter); - else - label_counter = 1; + this_input = data.(input{i}); + if ischar(this_input) + this_input = {this_input}; end + % Use a cell to keep track of the occurences of each value of this_input + label_counter = init_label_counter(this_input, cumulative); + previous_value = []; - for j = 1:numel(data.(input{i})) + for j = 1:numel(this_input) - this_value = data.(input{i})(j); + this_value = this_input(j); if iscell(this_value) this_value = this_value{1}; end is_same = compare_rows(this_value, previous_value); - if cumulative - if isnumeric(this_value) - idx = cellfun(@(x) isnumeric(x) && x == this_value, label_counter); - elseif ischar(this_value) - idx = cellfun(@(x) ischar(x) && strcmp(x, this_value), label_counter); - end - idx = find(idx); - label_counter{idx, 2} = label_counter{idx, 2} + 1; - end - - if is_same && ~cumulative - label_counter = label_counter + 1; + if cumulative || (~cumulative && is_same) + label_counter = increment_label_counter(label_counter, this_value); elseif ~is_same && ~cumulative - label_counter = 1; + label_counter = reset_label_counter(label_counter, cumulative); end - if ~cumulative - data.(output{i})(j, 1) = label_counter; - else - data.(output{i})(j, 1) = label_counter{idx, 2}; - end + idx = get_index(this_value, label_counter); + data.(output{i})(j, 1) = label_counter{idx, 2}; previous_value = this_value; @@ -123,9 +106,57 @@ end -function label_counter = reset_label_counter(label_counter) - for i = 1:numel(label_counter) - label_counter{i, 2} = 0; +function label_counter = init_label_counter(this_input, cumulative) + + if isnumeric(this_input) + label_counter = unique(this_input); + % Only keep one nan + nan_values = find(isnan(label_counter)); + label_counter(nan_values(2:end)) = []; + label_counter = num2cell(label_counter); + + elseif iscellstr(this_input) + label_counter = unique(this_input); + + else + + for t = 1:numel(this_input) + if isnan(this_input{t}) + this_input{t} = 'n/a'; + end + end + + label_counter = unique(this_input); + + end + + label_counter = reset_label_counter(label_counter, cumulative); + +end + +function argout = get_index(this_value, label_counter) + if isnan(this_value) + argout = cellfun(@(x) isnumeric(x) && isnan(x), label_counter(:, 1)); + elseif isnumeric(this_value) + argout = cellfun(@(x) isnumeric(x) && x == this_value, label_counter(:, 1)); + elseif ischar(this_value) + argout = cellfun(@(x) ischar(x) && strcmp(x, this_value), label_counter(:, 1)); + end + argout = find(argout); +end + +function label_counter = increment_label_counter(label_counter, this_value) + idx = get_index(this_value, label_counter); + label_counter{idx, 2} = label_counter{idx, 2} + 1; +end + +function label_counter = reset_label_counter(label_counter, cumulative) + default_value = 1; + if cumulative + default_value = 0; + end + for i = 1:size(label_counter, 1) + label_counter{i, 2} = default_value; end end diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 230e9b08..f085e1cd 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -583,13 +583,13 @@ function test_filter_several_inputs() transformers(1).Name = 'LabelIdenticalRows'; transformers(1).Input = {'trial_type', 'stim_type'}; - data.trial_type = {'face'; 'face'; 'house'; 'house'; 'house'; 'house'; 'chair'}; - data.stim_type = {1; 1; 1; 2; 5; 2; nan}; + data.trial_type = {'face'; 'face'; 'house'; 'house'; 'house'; 'house'; 'house'; 'chair'}; + data.stim_type = [1; 1; 1; 2; nan; 5; 2; nan]; new_content = bids.transformers(transformers, data); - assertEqual(new_content.trial_type_label, [1; 2; 1; 2; 3; 4; 1]); - assertEqual(new_content.stim_type_label, [1; 2; 3; 1; 1; 1; 1]); + assertEqual(new_content.trial_type_label, [1; 2; 1; 2; 3; 4; 5; 1]); + assertEqual(new_content.stim_type_label, [1; 2; 3; 1; 1; 1; 1; 1]); end From 915d96f8b69eb1d28cecee1223afd9c68eaca214 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 9 Jul 2022 11:24:51 +0200 Subject: [PATCH 214/340] expand behavior of label rows to support cell type for columns --- +bids/+transformers_list/Label_identical_rows.m | 16 ++++++++++------ .../test_transformers/test_transformers_munge.m | 4 +++- 2 files changed, 13 insertions(+), 7 deletions(-) diff --git a/+bids/+transformers_list/Label_identical_rows.m b/+bids/+transformers_list/Label_identical_rows.m index 178c208b..747c39c6 100644 --- a/+bids/+transformers_list/Label_identical_rows.m +++ b/+bids/+transformers_list/Label_identical_rows.m @@ -120,13 +120,17 @@ else - for t = 1:numel(this_input) - if isnan(this_input{t}) - this_input{t} = 'n/a'; - end - end + % get unique char first then numeric + idx = cellfun(@(x) ischar(x), this_input); + tmp = this_input(idx); + label_counter_char = init_label_counter(tmp, cumulative); - label_counter = unique(this_input); + idx = cellfun(@(x) isnumeric(x), this_input); + tmp = this_input(idx); + tmp = cell2mat(tmp); + label_counter_num = init_label_counter(tmp, cumulative); + + label_counter = cat(1, label_counter_char, label_counter_num); end diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index f085e1cd..4e0383a2 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -581,15 +581,17 @@ function test_filter_several_inputs() function test_label_identical_rows transformers(1).Name = 'LabelIdenticalRows'; - transformers(1).Input = {'trial_type', 'stim_type'}; + transformers(1).Input = {'trial_type', 'stim_type', 'other_type'}; data.trial_type = {'face'; 'face'; 'house'; 'house'; 'house'; 'house'; 'house'; 'chair'}; data.stim_type = [1; 1; 1; 2; nan; 5; 2; nan]; + data.other_type = {'face'; 1; 1; 2; nan; 'chair'; 'chair'; nan}; new_content = bids.transformers(transformers, data); assertEqual(new_content.trial_type_label, [1; 2; 1; 2; 3; 4; 5; 1]); assertEqual(new_content.stim_type_label, [1; 2; 3; 1; 1; 1; 1; 1]); + assertEqual(new_content.other_type_label, [1; 1; 2; 1; 1; 1; 2; 1]); end From 05ae9dbedb2e1787c442eaa69ce6126f095a396f Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 9 Jul 2022 14:51:59 +0200 Subject: [PATCH 215/340] add tests for merge rows --- .../+transformers_list/Label_identical_rows.m | 6 ++++++ .../+transformers_list/Merge_identical_rows.m | 3 +++ .../test_transformers_munge.m | 21 ++++++++++++++++++- 3 files changed, 29 insertions(+), 1 deletion(-) diff --git a/+bids/+transformers_list/Label_identical_rows.m b/+bids/+transformers_list/Label_identical_rows.m index 747c39c6..8f488d9d 100644 --- a/+bids/+transformers_list/Label_identical_rows.m +++ b/+bids/+transformers_list/Label_identical_rows.m @@ -49,6 +49,8 @@ % % (C) Copyright 2022 BIDS-MATLAB developers + % TODO: label only if cell content matches some condition + input = bids.transformers_list.get_input(transformer, data); output = bids.transformers_list.get_output(transformer, data); @@ -91,6 +93,7 @@ if cumulative || (~cumulative && is_same) label_counter = increment_label_counter(label_counter, this_value); + elseif ~is_same && ~cumulative label_counter = reset_label_counter(label_counter, cumulative); end @@ -109,10 +112,13 @@ function label_counter = init_label_counter(this_input, cumulative) if isnumeric(this_input) + label_counter = unique(this_input); + % Only keep one nan nan_values = find(isnan(label_counter)); label_counter(nan_values(2:end)) = []; + label_counter = num2cell(label_counter); elseif iscellstr(this_input) diff --git a/+bids/+transformers_list/Merge_identical_rows.m b/+bids/+transformers_list/Merge_identical_rows.m index 50ca507d..3aae60a6 100644 --- a/+bids/+transformers_list/Merge_identical_rows.m +++ b/+bids/+transformers_list/Merge_identical_rows.m @@ -71,6 +71,9 @@ % % (C) Copyright 2022 BIDS-MATLAB developers + % TODO: tests to see if works on columns with mixed content (cell of numbers and strings) + % TODO: merge only if cell content matches some condition + fields = fieldnames(data); if all(ismember(fields, {'onset', 'duration'})) diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 4e0383a2..8c9e005f 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -609,7 +609,7 @@ function test_filter_several_inputs() end -function test_merge_identical_rows +function test_merge_identical_rows_cellstr transformers(1).Name = 'MergeIdenticalRows'; transformers(1).Input = {'trial_type'}; @@ -628,6 +628,25 @@ function test_filter_several_inputs() end +function test_merge_identical_rows_numeric + + transformers(1).Name = 'MergeIdenticalRows'; + transformers(1).Input = {'trial_type'}; + + data.trial_type = [1; 2; 2; nan; 1; 3; 3]; + data.duration = [1; 1; 1; 1; 1; 1; 1]; + data.onset = [3; 1; 2; 6; 8; 4; 7]; + data.stim_type = {'keep'; 'delete'; 'keep'; 'keep'; 'keep'; 'keep'; 'keep'}; + + new_content = bids.transformers(transformers, data); + + assertEqual(new_content.trial_type, [2; 1; 3; nan; 3; 1]); + assertEqual(new_content.stim_type, {'keep'; 'keep'; 'keep'; 'keep'; 'keep'; 'keep'}); + assertEqual(new_content.onset, [1; 3; 4; 6; 7; 8]); + assertEqual(new_content.duration, [2; 1; 1; 1; 1; 1]); + +end + function test_replace() %% GIVEN From d35add1fb32a3d69a1d97ad15f13cb4515bf42bf Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 9 Jul 2022 14:59:16 +0200 Subject: [PATCH 216/340] FCI --- .github/workflows/update_schema.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/update_schema.yml b/.github/workflows/update_schema.yml index b85c1556..e7547e66 100644 --- a/.github/workflows/update_schema.yml +++ b/.github/workflows/update_schema.yml @@ -53,10 +53,10 @@ jobs: run: make update_schema - name: Create Pull Request + id: cpr uses: peter-evans/create-pull-request@v3 with: commit-message: BIDS schema update - id: cpr assignees: Remi-Gau, gllmflndn base: master delete-branch: true From 09242b97ceffbd818d60378d6f205bcd4236174a Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 9 Jul 2022 15:16:14 +0200 Subject: [PATCH 217/340] FCI --- .github/workflows/update_schema.yml | 8 +------- 1 file changed, 1 insertion(+), 7 deletions(-) diff --git a/.github/workflows/update_schema.yml b/.github/workflows/update_schema.yml index e7547e66..2e540721 100644 --- a/.github/workflows/update_schema.yml +++ b/.github/workflows/update_schema.yml @@ -53,8 +53,7 @@ jobs: run: make update_schema - name: Create Pull Request - id: cpr - uses: peter-evans/create-pull-request@v3 + uses: peter-evans/create-pull-request@v4 with: commit-message: BIDS schema update assignees: Remi-Gau, gllmflndn @@ -62,8 +61,3 @@ jobs: delete-branch: true title: '[BOT] update schema' body: 'done via this [GitHub Action](https://github.com/bids-standard/bids-matlab/blob/master/.github/workflows/update_schema.yml)' - - - name: Check outputs - run: | - echo "Pull Request Number - ${{ steps.cpr.outputs.pull-request-number }}" - echo "Pull Request URL - ${{ steps.cpr.outputs.pull-request-url }}" From c68127811dc5990ca31f07cfb60c82f504e319f5 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 9 Jul 2022 23:49:26 +0200 Subject: [PATCH 218/340] add inequality to Filter transformer --- +bids/+transformers_list/Filter.m | 4 +-- +bids/+transformers_list/get_query.m | 2 +- +bids/+transformers_list/identify_rows.m | 6 +++++ .../test_transformers_munge.m | 25 +++++++++++++++---- 4 files changed, 29 insertions(+), 8 deletions(-) diff --git a/+bids/+transformers_list/Filter.m b/+bids/+transformers_list/Filter.m index a4eb3fee..7ca6c8c5 100644 --- a/+bids/+transformers_list/Filter.m +++ b/+bids/+transformers_list/Filter.m @@ -24,8 +24,8 @@ % % Supports: % - % - ``>``, ``<``, ``>=``, ``<=``, ``==`` for numeric values - % - ``==`` for string operation (case sensitive) + % - ``>``, ``<``, ``>=``, ``<=``, ``==``, ``~=`` for numeric values + % - ``==``, ``~=`` for string operation (case sensitive) % % :param Output: optional. The optional column names to write out to. % :type Output: string or array diff --git a/+bids/+transformers_list/get_query.m b/+bids/+transformers_list/get_query.m index f789ceec..fe378c0c 100644 --- a/+bids/+transformers_list/get_query.m +++ b/+bids/+transformers_list/get_query.m @@ -3,7 +3,7 @@ % % (C) Copyright 2022 BIDS-MATLAB developers - supported_types = {'>=', '<=', '==', '>', '<'}; + supported_types = {'>=', '<=', '==', '~=', '>', '<'}; if ~isfield(transformer, 'Query') || isempty(transformer.Query) bids.internal.error_handling(mfilename(), 'emptyQuery', ... diff --git a/+bids/+transformers_list/identify_rows.m b/+bids/+transformers_list/identify_rows.m index 3b7d7029..fba8e085 100644 --- a/+bids/+transformers_list/identify_rows.m +++ b/+bids/+transformers_list/identify_rows.m @@ -36,6 +36,9 @@ rows = regexp(data.(left), right, 'match'); rows = ~cellfun('isempty', rows); + if strcmp(query_type, '~=') + rows = ~rows; + end elseif isnumeric(data.(left)) @@ -46,6 +49,9 @@ case '==' rows = data.(left) == right; + case '~=' + rows = data.(left) ~= right; + case '>' rows = data.(left) > right; diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 8c9e005f..0912717e 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -471,12 +471,13 @@ function test_factor_numeric() function test_filter_numeric() - types = {'>=', '<=', '==', '>', '<'}; - expected = [nan 2 1.56 2.1 + types = {'>=', '<=', '==', '>', '<', '~='}; + expected = [nan 2 1.56 2.1 1.5 nan 1.56 nan nan nan 1.56 nan - nan 2 nan 2.1 - 1.5 nan nan nan]; + nan 2 nan 2.1 + 1.5 nan nan nan + 1.5 2 nan 2.1]; for i = 1:numel(types) @@ -489,7 +490,6 @@ function test_filter_numeric() new_content = bids.transformers(transformers, face_rep_events()); % THEN - types{i}; assertEqual(new_content.response_time, expected(i, :)'); end @@ -511,6 +511,21 @@ function test_filter_string() end +function test_filter_string_unequal() + + % GIVEN + transformers = struct('Name', 'Filter', ... + 'Input', 'familiarity', ... + 'Query', ' familiarity ~= Famous face '); + + % WHEN + new_content = bids.transformers(transformers, face_rep_events()); + + % THEN + assertEqual(new_content.familiarity, {nan; 'Unfamiliar face'; nan; 'Unfamiliar face'}); + +end + function test_filter_string_output() % GIVEN From bae2dcfe59157a90a6fe28008c555ce44b58b9bc Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 10 Jul 2022 10:01:08 +0200 Subject: [PATCH 219/340] support regex for Replace transformers --- +bids/+transformers_list/Concatenate.m | 11 ++++++ +bids/+transformers_list/Replace.m | 38 +++++++++++++++++-- .../test_transformers_munge.m | 15 ++++++++ 3 files changed, 61 insertions(+), 3 deletions(-) diff --git a/+bids/+transformers_list/Concatenate.m b/+bids/+transformers_list/Concatenate.m index 010b4166..4316b4d0 100644 --- a/+bids/+transformers_list/Concatenate.m +++ b/+bids/+transformers_list/Concatenate.m @@ -53,11 +53,22 @@ tmp1 = {}; for i = 1:numel(input) + if isnumeric(data.(input{i})) tmp1{1, i} = num2str(data.(input{i})(row)); + elseif iscellstr(data.(input{i})) tmp1{1, i} = data.(input{i}){row}; + + elseif iscell(data.(input{i})) + tmp1{1, i} = data.(input{i}){row}; + + if isnumeric(tmp1{1, i}) + tmp1{1, i} = num2str(tmp1{1, i}); + end + end + end tmp2{row, 1} = strjoin(tmp1, '_'); diff --git a/+bids/+transformers_list/Replace.m b/+bids/+transformers_list/Replace.m index fba7b206..ab6f2b4e 100644 --- a/+bids/+transformers_list/Replace.m +++ b/+bids/+transformers_list/Replace.m @@ -27,7 +27,8 @@ % :type Input: string or array % % :param Replace: **mandatory**. The mapping old values (``"key"``) to new values. - % (``"value"``) + % (``"value"``). + % ``key`` can be a regular expression. % :type Replace: array of objects % % :param Attribute: optional. The column attribute to apply the replace to. @@ -124,15 +125,21 @@ key = replace(ii).key; if ischar(key) && iscellstr(this_input) - idx = strcmp(key, this_input); + key = regexify(key); + idx = ~cellfun('isempty', regexp(this_input, key, 'match')); + elseif isnumeric(key) && isnumeric(this_input) idx = this_input == key; + elseif ischar(key) && iscell(this_input) - idx = cellfun(@(x) ischar(x) && strcmp(x, key), this_input); + idx = cellfun(@(x) ischar(x) && ~isempty(regexp(x, key, 'match')), this_input); + elseif isnumeric(key) && iscell(this_input) idx = cellfun(@(x) isnumeric(x) && x == key, this_input); + else continue + end value = replace(ii).value; @@ -164,6 +171,31 @@ end +function string = regexify(string) + % + % Turns a string into a simple regex. Useful to query bids dataset with + % bids.query that by default expects will treat its inputs as regex. + % + % Input --> Output + % + % ``foo`` --> ``^foo$`` + % + % USAGE:: + % + % string = regexify(string) + + if isempty(string) + string = '^$'; + return + end + if ~strcmp(string(1), '^') + string = ['^' string]; + end + if ~strcmp(string(end), '$') + string = [string '$']; + end +end + function data = replace_for_attributes(data, attributes, output, this_input, idx, value) % in case we got "all" we must loop over value, onset, duration diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 0912717e..6bff26fc 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -678,6 +678,21 @@ function test_replace() end +function test_replace_regexp() + + %% GIVEN + transformers(1).Name = 'Replace'; + transformers(1).Input = 'familiarity'; + transformers(1).Replace(1) = struct('key', '.*face', 'value', 'foo'); + + % WHEN + new_content = bids.transformers(transformers, face_rep_events()); + + % THEN + assertEqual(new_content.familiarity, {'foo'; 'foo'; 'foo'; 'foo'}); + +end + function test_replace_string_by_numeric() %% GIVEN From b26cc6eca4966f2323b574c5429b85daa6bd2910 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 10 Jul 2022 10:23:43 +0200 Subject: [PATCH 220/340] update docs --- +bids/+transformers_list/Concatenate.m | 10 +++--- docs/source/transformers.rst | 50 +++++++++++++++----------- 2 files changed, 36 insertions(+), 24 deletions(-) diff --git a/+bids/+transformers_list/Concatenate.m b/+bids/+transformers_list/Concatenate.m index 4316b4d0..49316581 100644 --- a/+bids/+transformers_list/Concatenate.m +++ b/+bids/+transformers_list/Concatenate.m @@ -1,6 +1,6 @@ function data = Concatenate(transformer, data) % - % Concatnate columns together. + % Concatenate columns together. % % % **JSON EXAMPLE**: @@ -19,11 +19,11 @@ % % Arguments: % - % :param Input: **mandatory**. TODO + % :param Input: **mandatory**. Column(s) to concatenate. Must all be of the same length. % :type Input: array % - % :param Output: optional. TODO - % :type Output: string or array + % :param Output: optional. Name of the output column. + % :type Output: string % % **CODE EXAMPLE**:: % @@ -48,6 +48,8 @@ input = bids.transformers_list.get_input(transformer, data); output = bids.transformers_list.get_output(transformer, data, false); + % TODO: remove assumption that this is an event.tsv file + % and that we can rely on a onset column being present for row = 1:numel(data.onset) tmp1 = {}; diff --git a/docs/source/transformers.rst b/docs/source/transformers.rst index c793b63b..005c48fd 100644 --- a/docs/source/transformers.rst +++ b/docs/source/transformers.rst @@ -25,7 +25,7 @@ An "array" of transformations can be applied one after the other using .. autofunction:: transformers -.. automodule:: +bids.+transformers +.. automodule:: +bids.+transformers_list Basic operations ================ @@ -36,7 +36,7 @@ Basic operations - Divide - Power -.. autofunction:: basic +.. autofunction:: Basic Logical operations ================== @@ -45,7 +45,7 @@ Logical operations - Or - Not -.. autofunction:: logical +.. autofunction:: Logical Munge operations @@ -57,52 +57,62 @@ other formats or shapes. Assign ------ -.. autofunction:: assign +.. autofunction:: Assign Concatenate ----------- -.. autofunction:: concatenate +.. autofunction:: Concatenate Copy ---- -.. autofunction:: copy +.. autofunction:: Copy Delete ------ -.. autofunction:: delete +.. autofunction:: Delete DropNA ------ -.. autofunction:: drop_na +.. autofunction:: Drop_na Factor ------ -.. autofunction:: factor +.. autofunction:: Factor Filter ------- -.. autofunction:: filter +.. autofunction:: Filter + +Label identical rows +-------------------- + +.. autofunction:: Label_identical_rows + +Merge identical rows +-------------------- + +.. autofunction:: Merge_identical_rows Replace ------- -.. autofunction:: replace +.. autofunction:: Replace Select ------ -.. autofunction:: select +.. autofunction:: Select Split ----- -.. autofunction:: split +.. autofunction:: Split Compute operations @@ -113,34 +123,34 @@ Transformations that primarily involve numerical computation on variables. Constant -------- -.. autofunction:: constant +.. autofunction:: Constant Mean ----- -.. autofunction:: mean +.. autofunction:: Mean Product ------- -.. autofunction:: product +.. autofunction:: Product Scale ----- -.. autofunction:: scale +.. autofunction:: Scale Std --- -.. autofunction:: std +.. autofunction:: Std Sum --- -.. autofunction:: sum +.. autofunction:: Sum Threshold --------- -.. autofunction:: threshold +.. autofunction:: Threshold From 9d6c44c2374d932f37b7610fd77445bd79f17837 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 10 Jul 2022 18:17:54 +0200 Subject: [PATCH 221/340] refactor --- +bids/+internal/regexify.m | 28 ++++++++++++++++++++++++ +bids/+transformers_list/Concatenate.m | 4 ++-- +bids/+transformers_list/Filter.m | 3 ++- +bids/+transformers_list/Replace.m | 2 +- +bids/+transformers_list/identify_rows.m | 1 + 5 files changed, 34 insertions(+), 4 deletions(-) create mode 100644 +bids/+internal/regexify.m diff --git a/+bids/+internal/regexify.m b/+bids/+internal/regexify.m new file mode 100644 index 00000000..c4932c1b --- /dev/null +++ b/+bids/+internal/regexify.m @@ -0,0 +1,28 @@ +function string = regexify(string) + % + % Turns a string into a simple regex. + % Useful to query bids dataset with bids.query + % that by default expects will treat its inputs as regexp. + % + % Input --> Output + % + % ``foo`` --> ``^foo$`` + % + % USAGE:: + % + % string = bids.internal.regexify(string) + % + % + % (C) Copyright 2022 BIDS-MATLAB developers + + if isempty(string) + string = '^$'; + return + end + if ~strcmp(string(1), '^') + string = ['^' string]; + end + if ~strcmp(string(end), '$') + string = [string '$']; + end +end diff --git a/+bids/+transformers_list/Concatenate.m b/+bids/+transformers_list/Concatenate.m index 49316581..c61df472 100644 --- a/+bids/+transformers_list/Concatenate.m +++ b/+bids/+transformers_list/Concatenate.m @@ -19,7 +19,7 @@ % % Arguments: % - % :param Input: **mandatory**. Column(s) to concatenate. Must all be of the same length. + % :param Input: **mandatory**. Column(s) to concatenate. Must all be of the same length. % :type Input: array % % :param Output: optional. Name of the output column. @@ -48,7 +48,7 @@ input = bids.transformers_list.get_input(transformer, data); output = bids.transformers_list.get_output(transformer, data, false); - % TODO: remove assumption that this is an event.tsv file + % TODO: remove assumption that this is an event.tsv file % and that we can rely on a onset column being present for row = 1:numel(data.onset) diff --git a/+bids/+transformers_list/Filter.m b/+bids/+transformers_list/Filter.m index 7ca6c8c5..dd47632c 100644 --- a/+bids/+transformers_list/Filter.m +++ b/+bids/+transformers_list/Filter.m @@ -25,7 +25,8 @@ % Supports: % % - ``>``, ``<``, ``>=``, ``<=``, ``==``, ``~=`` for numeric values - % - ``==``, ``~=`` for string operation (case sensitive) + % - ``==``, ``~=`` for string operation (case sensitive). Regular expressions + % are supported % % :param Output: optional. The optional column names to write out to. % :type Output: string or array diff --git a/+bids/+transformers_list/Replace.m b/+bids/+transformers_list/Replace.m index ab6f2b4e..435ed785 100644 --- a/+bids/+transformers_list/Replace.m +++ b/+bids/+transformers_list/Replace.m @@ -125,7 +125,7 @@ key = replace(ii).key; if ischar(key) && iscellstr(this_input) - key = regexify(key); + key = bids.internal.regexify(key); idx = ~cellfun('isempty', regexp(this_input, key, 'match')); elseif isnumeric(key) && isnumeric(this_input) diff --git a/+bids/+transformers_list/identify_rows.m b/+bids/+transformers_list/identify_rows.m index fba8e085..36782b7a 100644 --- a/+bids/+transformers_list/identify_rows.m +++ b/+bids/+transformers_list/identify_rows.m @@ -34,6 +34,7 @@ end + right = bids.internal.regexify(right); rows = regexp(data.(left), right, 'match'); rows = ~cellfun('isempty', rows); if strcmp(query_type, '~=') From be54d8e873d4e0eda4655edb60d662c0021b0984 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 10 Jul 2022 18:39:27 +0200 Subject: [PATCH 222/340] add possibility to generate json version of transformers --- +bids/+internal/get_version.m | 25 +++++++++++++++++++ +bids/+transformers_list/Replace.m | 2 +- +bids/transformers.m | 10 +++++++- .../test_transformers_munge.m | 9 +++++-- 4 files changed, 42 insertions(+), 4 deletions(-) create mode 100644 +bids/+internal/get_version.m diff --git a/+bids/+internal/get_version.m b/+bids/+internal/get_version.m new file mode 100644 index 00000000..9109f92c --- /dev/null +++ b/+bids/+internal/get_version.m @@ -0,0 +1,25 @@ +function version_number = get_version() + % + % Reads the version number of the pipeline from the txt file in the root of the + % repository. + % + % USAGE:: + % + % version_number = bids.internal.get_version() + % + % :returns: :version_number: (string) Use semantic versioning format (like v0.1.0) + % + % (C) Copyright 2022 BIDS-MATLAB developers + + try + version_number = fileread(fullfile(fileparts(mfilename('fullpath')), ... + '..', '..', 'version.txt')); + catch + + version_number = 'v0.1.0dev '; + + end + + % dirty hack to get rid of line return + version_number = version_number(1:end - 1); +end diff --git a/+bids/+transformers_list/Replace.m b/+bids/+transformers_list/Replace.m index 435ed785..a319a90e 100644 --- a/+bids/+transformers_list/Replace.m +++ b/+bids/+transformers_list/Replace.m @@ -73,7 +73,7 @@ % % transformer = struct('Name', 'Replace', ... % 'Input', 'fruits', ... - % 'Atribute', 'all', ... + % 'Attribute', 'all', ... % 'Replace', replace); % % data = bids.transformers(transformer, data); diff --git a/+bids/transformers.m b/+bids/transformers.m index 86d99dc2..5cd9193c 100644 --- a/+bids/transformers.m +++ b/+bids/transformers.m @@ -1,4 +1,4 @@ -function new_content = transformers(varargin) +function [new_content, json] = transformers(varargin) % % Apply transformers to a structure % @@ -13,6 +13,7 @@ % :type data: structure % % :returns: - :new_content: (structure) + % - :json: (structure) json equivalent of the transformers % % EXAMPLE:: % @@ -52,6 +53,13 @@ data = p.Results.data; trans = p.Results.trans; + json = struct('Transformer', ['bids-matlab_' bids.internal.get_version], ... + 'Instructions', trans); + if iscell(trans) + json = struct('Transformer', ['bids-matlab_' bids.internal.get_version], ... + 'Instructions', {trans}); + end + if isempty(trans) || isempty(data) new_content = data; return diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 6bff26fc..dcc685d8 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -17,10 +17,13 @@ function test_no_transformation() transformers = struct([]); - new_content = bids.transformers(transformers, participants()); + [new_content, json] = bids.transformers(transformers, participants()); assertEqual(new_content, participants()); + assertEqual(json, struct('Transformer', ['bids-matlab_' bids.internal.get_version], ... + 'Instructions', struct([]))); + end %% SIDE FUNCTIONS @@ -151,11 +154,13 @@ function test_touch() 'Input', {{'tmp'}}); % WHEN - new_content = bids.transformers(transformers, tsv_content); + [new_content, json] = bids.transformers(transformers, tsv_content); % THEN % TODO assert whole content assertEqual(fieldnames(tsv_content), fieldnames(new_content)); + assertEqual(json, struct('Transformer', ['bids-matlab_' bids.internal.get_version], ... + 'Instructions', {transformers})); end From f31c37c410c2e617b1581112cffe3146db6c2f29 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 10 Jul 2022 18:55:56 +0200 Subject: [PATCH 223/340] add demo transformers split by trials --- .../sub-03_task-VisuoTact_run-02_events.tsv | 175 ++++++++++++++++++ demos/transformers/split_by_trials.m | 73 ++++++++ 2 files changed, 248 insertions(+) create mode 100644 demos/transformers/data/sub-03_task-VisuoTact_run-02_events.tsv create mode 100644 demos/transformers/split_by_trials.m diff --git a/demos/transformers/data/sub-03_task-VisuoTact_run-02_events.tsv b/demos/transformers/data/sub-03_task-VisuoTact_run-02_events.tsv new file mode 100644 index 00000000..5886795c --- /dev/null +++ b/demos/transformers/data/sub-03_task-VisuoTact_run-02_events.tsv @@ -0,0 +1,175 @@ +onset duration trial_type expected_response given_response response_time + 0.000 1.358 BASE 0 0 0.000 + 1.358 2.026 CONG_LEFT 0 0 0.000 + 3.384 1.714 ISI 0 0 0.000 + 5.098 2.026 REST 0 0 0.000 + 7.124 2.047 ISI 0 0 0.000 + 9.171 2.046 P_LEFT 0 0 0.000 + 11.217 1.893 ISI 0 0 0.000 + 13.110 1.712 RESPONSE_P_LEFT 1 0 2147483.647 + 14.822 1.693 ISI 0 0 0.000 + 16.515 2.046 REST 0 0 0.000 + 18.561 2.381 ISI 0 0 0.000 + 20.942 2.028 INCONG_VR_PL 0 0 0.000 + 22.970 2.314 ISI 0 0 0.000 + 25.284 2.047 CONG_RIGHT 0 0 0.000 + 27.331 1.959 ISI 0 0 0.000 + 29.290 2.047 INCONG_VL_PR 0 0 0.000 + 31.337 1.712 ISI 0 0 0.000 + 33.049 2.027 V_LEFT 0 0 0.000 + 35.076 2.180 ISI 0 0 0.000 + 37.256 1.692 RESPONSE_V_LEFT 1 0 2147483.647 + 38.948 1.914 ISI 0 0 0.000 + 40.862 2.047 P_RIGHT 0 0 0.000 + 42.909 2.294 ISI 0 0 0.000 + 45.203 2.047 V_RIGHT 0 0 0.000 + 47.250 2.381 ISI 0 0 0.000 + 49.631 2.046 P_LEFT 0 0 0.000 + 51.677 1.693 ISI 0 0 0.000 + 53.370 2.046 INCONG_VL_PR 0 0 0.000 + 55.416 1.961 ISI 0 0 0.000 + 57.377 1.712 RESPONSE_INCONG_VL_PR 1 0 2147483.647 + 59.089 1.692 ISI 0 0 0.000 + 60.781 2.047 V_RIGHT 0 0 0.000 + 62.828 2.114 ISI 0 0 0.000 + 64.942 2.026 CONG_RIGHT 0 0 0.000 + 66.968 2.180 ISI 0 0 0.000 + 69.148 1.693 RESPONSE_CONG_RIGHT 1 0 2147483.647 + 70.841 2.046 ISI 0 0 0.000 + 72.887 2.048 INCONG_VR_PL 0 0 0.000 + 74.935 2.180 ISI 0 0 0.000 + 77.115 2.027 P_RIGHT 0 0 0.000 + 79.142 2.180 ISI 0 0 0.000 + 81.322 2.047 CONG_LEFT 0 0 0.000 + 83.369 2.160 ISI 0 0 0.000 + 85.529 2.047 V_LEFT 0 0 0.000 + 87.576 1.980 ISI 0 0 0.000 + 89.556 1.692 RESPONSE_V_LEFT 1 0 2147483.647 + 91.248 1.914 ISI 0 0 0.000 + 93.162 2.026 REST 0 0 0.000 + 95.188 2.114 ISI 0 0 0.000 + 97.302 2.047 REST 0 0 0.000 + 99.349 1.759 ISI 0 0 0.000 + 101.108 2.046 CONG_RIGHT 0 0 0.000 + 103.154 1.692 ISI 0 0 0.000 + 104.846 2.047 REST 0 0 0.000 + 106.893 2.381 ISI 0 0 0.000 + 109.274 2.028 P_LEFT 0 0 0.000 + 111.302 1.913 ISI 0 0 0.000 + 113.215 1.692 RESPONSE_P_LEFT 1 0 2147483.647 + 114.907 2.180 ISI 0 0 0.000 + 117.087 2.047 REST 0 0 0.000 + 119.134 2.113 ISI 0 0 0.000 + 121.247 2.027 V_LEFT 0 0 0.000 + 123.274 2.381 ISI 0 0 0.000 + 125.655 2.048 INCONG_VL_PR 0 0 0.000 + 127.703 1.826 ISI 0 0 0.000 + 129.529 2.046 P_RIGHT 0 0 0.000 + 131.575 1.846 ISI 0 0 0.000 + 133.421 2.027 INCONG_VR_PL 0 0 0.000 + 135.448 1.913 ISI 0 0 0.000 + 137.361 1.692 RESPONSE_INCONG_VR_PL 1 0 2147483.647 + 139.053 2.247 ISI 0 0 0.000 + 141.300 2.047 V_RIGHT 0 0 0.000 + 143.347 2.382 ISI 0 0 0.000 + 145.729 2.026 CONG_LEFT 0 0 0.000 + 147.755 1.980 ISI 0 0 0.000 + 149.735 2.047 CONG_LEFT 0 0 0.000 + 151.782 1.893 ISI 0 0 0.000 + 153.675 1.692 RESPONSE_CONG_LEFT 1 0 2147483.647 + 155.367 2.113 ISI 0 0 0.000 + 157.480 2.047 REST 0 0 0.000 + 159.527 1.759 ISI 0 0 0.000 + 161.286 2.048 P_RIGHT 0 0 0.000 + 163.334 1.979 ISI 0 0 0.000 + 165.313 2.027 INCONG_VR_PL 0 0 0.000 + 167.340 1.980 ISI 0 0 0.000 + 169.320 2.046 REST 0 0 0.000 + 171.366 1.759 ISI 0 0 0.000 + 173.125 2.047 INCONG_VL_PR 0 0 0.000 + 175.172 1.960 ISI 0 0 0.000 + 177.132 2.046 P_LEFT 0 0 0.000 + 179.178 1.760 ISI 0 0 0.000 + 180.938 2.047 V_RIGHT 0 0 0.000 + 182.985 2.114 ISI 0 0 0.000 + 185.099 1.692 RESPONSE_V_RIGHT 1 0 2147483.647 + 186.791 2.247 ISI 0 0 0.000 + 189.038 2.047 V_LEFT 0 0 0.000 + 191.085 1.692 ISI 0 0 0.000 + 192.777 2.047 CONG_RIGHT 0 0 0.000 + 194.824 2.093 ISI 0 0 0.000 + 196.917 2.048 INCONG_VR_PL 0 0 0.000 + 198.965 2.247 ISI 0 0 0.000 + 201.212 1.692 RESPONSE_INCONG_VR_PL 1 0 2147483.647 + 202.904 1.779 ISI 0 0 0.000 + 204.683 2.027 CONG_LEFT 0 0 0.000 + 206.710 1.846 ISI 0 0 0.000 + 208.556 2.047 INCONG_VL_PR 0 0 0.000 + 210.603 1.959 ISI 0 0 0.000 + 212.562 2.048 REST 0 0 0.000 + 214.610 2.113 ISI 0 0 0.000 + 216.723 2.027 CONG_RIGHT 0 0 0.000 + 218.750 1.712 ISI 0 0 0.000 + 220.462 1.692 RESPONSE_CONG_RIGHT 1 0 2147483.647 + 222.154 2.047 ISI 0 0 0.000 + 224.201 2.027 REST 0 0 0.000 + 226.228 2.046 ISI 0 0 0.000 + 228.274 2.047 V_LEFT 0 0 0.000 + 230.321 2.161 ISI 0 0 0.000 + 232.482 2.047 V_RIGHT 0 0 0.000 + 234.529 1.846 ISI 0 0 0.000 + 236.375 2.026 P_LEFT 0 0 0.000 + 238.401 2.315 ISI 0 0 0.000 + 240.716 2.046 P_RIGHT 0 0 0.000 + 242.762 2.381 ISI 0 0 0.000 + 245.143 1.692 RESPONSE_P_RIGHT 1 0 2147483.647 + 246.835 2.047 ISI 0 0 0.000 + 248.882 2.048 V_LEFT 0 0 0.000 + 250.930 2.294 ISI 0 0 0.000 + 253.224 2.047 V_RIGHT 0 0 0.000 + 255.271 2.046 ISI 0 0 0.000 + 257.317 2.027 CONG_LEFT 0 0 0.000 + 259.344 1.913 ISI 0 0 0.000 + 261.257 2.046 P_LEFT 0 0 0.000 + 263.303 2.227 ISI 0 0 0.000 + 265.530 2.048 INCONG_VR_PL 0 0 0.000 + 267.578 1.846 ISI 0 0 0.000 + 269.424 2.027 P_RIGHT 0 0 0.000 + 271.451 2.381 ISI 0 0 0.000 + 273.832 1.712 RESPONSE_P_RIGHT 1 0 2147483.647 + 275.544 1.960 ISI 0 0 0.000 + 277.504 2.046 REST 0 0 0.000 + 279.550 2.114 ISI 0 0 0.000 + 281.664 2.026 REST 0 0 0.000 + 283.690 2.115 ISI 0 0 0.000 + 285.805 2.047 CONG_RIGHT 0 0 0.000 + 287.852 1.759 ISI 0 0 0.000 + 289.611 2.046 INCONG_VL_PR 0 0 0.000 + 291.657 1.693 ISI 0 0 0.000 + 293.350 1.712 RESPONSE_INCONG_VL_PR 1 0 2147483.647 + 295.062 2.294 ISI 0 0 0.000 + 297.356 2.047 V_LEFT 0 0 0.000 + 299.403 1.846 ISI 0 0 0.000 + 301.249 2.027 P_RIGHT 0 0 0.000 + 303.276 2.314 ISI 0 0 0.000 + 305.590 2.047 CONG_LEFT 0 0 0.000 + 307.637 2.381 ISI 0 0 0.000 + 310.018 1.692 RESPONSE_CONG_LEFT 1 0 2147483.647 + 311.710 2.314 ISI 0 0 0.000 + 314.024 2.047 CONG_RIGHT 0 0 0.000 + 316.071 2.180 ISI 0 0 0.000 + 318.251 2.028 REST 0 0 0.000 + 320.279 2.180 ISI 0 0 0.000 + 322.459 2.047 V_RIGHT 0 0 0.000 + 324.506 1.826 ISI 0 0 0.000 + 326.332 1.712 RESPONSE_V_RIGHT 1 0 2147483.647 + 328.044 1.893 ISI 0 0 0.000 + 329.937 2.047 INCONG_VR_PL 0 0 0.000 + 331.984 2.093 ISI 0 0 0.000 + 334.077 2.047 P_LEFT 0 0 0.000 + 336.124 2.248 ISI 0 0 0.000 + 338.372 2.047 INCONG_VL_PR 0 0 0.000 + 340.419 1.959 ISI 0 0 0.000 + 342.378 2.047 REST 0 0 0.000 + 344.425 2.381 ISI 0 0 0.000 + 346.806 1.360 BASE 0 0 0.000 diff --git a/demos/transformers/split_by_trials.m b/demos/transformers/split_by_trials.m new file mode 100644 index 00000000..d8f0e2fe --- /dev/null +++ b/demos/transformers/split_by_trials.m @@ -0,0 +1,73 @@ +% Example of how to use transformers to "split" the trials of certain condition +% +% (C) Copyright 2021 Remi Gau + +clear; + +tsv_file = fullfile(pwd, 'data', 'sub-03_task-VisuoTact_run-02_events.tsv'); + +data = bids.util.tsvread(tsv_file); + +data; + +% conditions_to_split = {'CONG_LEFT' +% 'CONG_RIGHT' +% 'INCONG_VL_PR' +% 'INCONG_VR_PL' +% 'P_LEFT' +% 'P_RIGHT' +% 'V_LEFT' +% 'V_RIGHT'}; + +conditions_to_split = {'^.*LEFT$' + '^.*RIGHT$' + '^INCONG.*$'}; + +headers = {'LEFT' + 'RIGHT' + 'INCONG'}; + +%% merge responses + +transformers{1}.Name = 'Replace'; +transformers{1}.Input = 'trial_type'; +transformers{1}.Replace = struct('key', '^RESPONSE.*', 'value', 'RESPONSE'); +transformers{1}.Attribute = 'value'; + +%% split by trial + +for i = 1:numel(conditions_to_split) + + % create a new column where each event of a condition is labelled + % creates a "tmp" and "label" columns that are deleted after. + transformers{end + 1}.Name = 'Filter'; %#ok<*SAGROW> + transformers{end}.Input = 'trial_type'; + transformers{end}.Query = ['trial_type==' conditions_to_split{i}]; + transformers{end}.Output = 'tmp'; + + transformers{end + 1}.Name = 'LabelIdenticalRows'; + transformers{end}.Cumulative = true; + transformers{end}.Input = {'tmp'}; + transformers{end}.Output = {'label'}; + + transformers{end + 1}.Name = 'Concatenate'; + transformers{end}.Input = {'tmp', 'label'}; + transformers{end}.Output = headers(i); + + % clean up + % insert actual NaN + transformers{end + 1}.Name = 'Replace'; + transformers{end}.Input = headers(i); + transformers{end}.Replace = struct('key', '^NaN.*', 'value', 'n/a'); + transformers{end}.Attribute = 'value'; + + % remove temporary columns + transformers{end + 1}.Name = 'Delete'; + transformers{end}.Input = {'tmp', 'label'}; + +end + +[new_content, json] = bids.transformers(transformers, data); + +bids.util.tsvwrite(fullfile(pwd, 'new_events.tsv'), new_content); +bids.util.jsonencode(fullfile(pwd, 'transformers.json'), json); From 4ab0b0522e03072dbb8ebcc1969cf71ef616583a Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 10 Jul 2022 19:33:40 +0200 Subject: [PATCH 224/340] update help sections --- +bids/+transformers_list/Concatenate.m | 16 +++++++++++----- +bids/+transformers_list/Copy.m | 6 +++--- +bids/+transformers_list/Filter.m | 7 ++++--- +bids/+transformers_list/Rename.m | 2 +- +bids/+transformers_list/Scale.m | 4 ++-- +bids/+transformers_list/Select.m | 1 + demos/transformers/split_by_trials.m | 12 +++++++++++- 7 files changed, 33 insertions(+), 15 deletions(-) diff --git a/+bids/+transformers_list/Concatenate.m b/+bids/+transformers_list/Concatenate.m index c61df472..9cb254a3 100644 --- a/+bids/+transformers_list/Concatenate.m +++ b/+bids/+transformers_list/Concatenate.m @@ -31,16 +31,22 @@ % 'Input', {{'face_type', 'face_repetition'}}, ... % 'Ouput', 'face_type_repetition'); % - % data.face_type = ; - % data.face_repetition = ; + % data.face_type = {'familiar'; 'unknwown'; 'new'; 'familiar'; 'unknwown'; 'new'}; + % data.face_repetition = [1;1;1;2;2;2]; % % data = bids.transformers(transformer, data); % - % data. + % data.face_type_repetition % % ans = - % - % + % { + % 'familiar_1' + % 'unknwown_1' + % 'new_1' + % 'familiar_2' + % 'unknwown_2' + % 'new_2' + % } % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers_list/Copy.m b/+bids/+transformers_list/Copy.m index 81a6d931..d2e3eb11 100644 --- a/+bids/+transformers_list/Copy.m +++ b/+bids/+transformers_list/Copy.m @@ -39,13 +39,13 @@ % 'Input', 'onset', ... % 'Ouput', 'onset_copy'); % - % data.onset = ; + % data.onset = [1,2,3]; % % data = bids.transformers(transformer, data); % - % data. + % data.onset_copy % - % ans = + % ans = [1,2,3] % % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers_list/Filter.m b/+bids/+transformers_list/Filter.m index dd47632c..d18e7dae 100644 --- a/+bids/+transformers_list/Filter.m +++ b/+bids/+transformers_list/Filter.m @@ -24,9 +24,10 @@ % % Supports: % - % - ``>``, ``<``, ``>=``, ``<=``, ``==``, ``~=`` for numeric values - % - ``==``, ``~=`` for string operation (case sensitive). Regular expressions - % are supported + % - ``>``, ``<``, ``>=``, ``<=``, ``==``, ``~=`` for numeric values + % + % - ``==``, ``~=`` for string operation (case sensitive). + % Regular expressions are supported % % :param Output: optional. The optional column names to write out to. % :type Output: string or array diff --git a/+bids/+transformers_list/Rename.m b/+bids/+transformers_list/Rename.m index 6ac8c30a..6a05af2b 100644 --- a/+bids/+transformers_list/Rename.m +++ b/+bids/+transformers_list/Rename.m @@ -37,7 +37,7 @@ % 'Input', {{'age_gt_70', 'age_lt_18'}}, ... % 'Ouput', {{'senior', 'teenager'}}); % - % data. = ; + % data.age_gt_70 = 75; % % data = bids.transformers(transformer, data); % diff --git a/+bids/+transformers_list/Scale.m b/+bids/+transformers_list/Scale.m index d5537b62..a614c7a3 100644 --- a/+bids/+transformers_list/Scale.m +++ b/+bids/+transformers_list/Scale.m @@ -1,6 +1,7 @@ function data = Scale(transformer, data) % % Scales the values of one or more columns. + % % Semantics mimic scikit-learn, such that demeaning and % rescaling are treated as independent arguments, % with the default being to apply both @@ -35,8 +36,7 @@ % % :param ReplaceNa: optional. Whether/when to replace missing values with 0. % If ``"off"``, no replacement is performed. - % If ``"before"``, missing values are replaced with 0's - % before scaling. + % If ``"before"``, missing values are replaced with 0 before scaling. % If ``"after"``, missing values are replaced with 0 after scaling. % Defaults to ``"off"`` % :type ReplaceNa: boolean diff --git a/+bids/+transformers_list/Select.m b/+bids/+transformers_list/Select.m index bdc36051..0b167ae1 100644 --- a/+bids/+transformers_list/Select.m +++ b/+bids/+transformers_list/Select.m @@ -1,6 +1,7 @@ function data = Select(transformer, data) % % The select transformation specifies which columns to retain for subsequent analysis. + % % Any columns that are not specified here will be dropped. % % The only exception is when dealing with data with ``onset`` and ``duration`` diff --git a/demos/transformers/split_by_trials.m b/demos/transformers/split_by_trials.m index d8f0e2fe..bb474bf9 100644 --- a/demos/transformers/split_by_trials.m +++ b/demos/transformers/split_by_trials.m @@ -1,4 +1,9 @@ -% Example of how to use transformers to "split" the trials of certain condition +% Example of how to use transformers to: +% +% - "merge" certain trial type by renaming them using the Replace transformer +% - "split" the trials of certain conditions +% +% For MVPA analyses, this can be used to have 1 beta per trial (and not 1 per run per condition). % % (C) Copyright 2021 Remi Gau @@ -19,10 +24,12 @@ % 'V_LEFT' % 'V_RIGHT'}; +% same but expressed as regular expressions conditions_to_split = {'^.*LEFT$' '^.*RIGHT$' '^INCONG.*$'}; +% columns headers where to store the new conditions headers = {'LEFT' 'RIGHT' 'INCONG'}; @@ -69,5 +76,8 @@ [new_content, json] = bids.transformers(transformers, data); +% save the new TSV for inspection sto make sure it looks like what we expect bids.util.tsvwrite(fullfile(pwd, 'new_events.tsv'), new_content); + +% generate the transformation section that can be added to the bids stats model bids.util.jsonencode(fullfile(pwd, 'transformers.json'), json); From f0f1151d4c96e91897005150d06cb31216f1713d Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 11 Jul 2022 12:02:12 +0200 Subject: [PATCH 225/340] update code to adapt to new schema --- +bids/Schema.m | 2 +- +bids/report.m | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/+bids/Schema.m b/+bids/Schema.m index 1b8fbc32..f4d1903c 100644 --- a/+bids/Schema.m +++ b/+bids/Schema.m @@ -226,7 +226,7 @@ bids.internal.error_handling(mfilename, 'UnknownEnitity', msg, false); end - key = obj.content.objects.entities.(entity).entity; + key = obj.content.objects.entities.(entity).name; end diff --git a/+bids/report.m b/+bids/report.m index 7ca0979c..5d6e0a61 100644 --- a/+bids/report.m +++ b/+bids/report.m @@ -104,7 +104,7 @@ this_filter.modality = modalities(i_modality); - desc = schema.content.objects.datatypes.(this_filter.modality{1}).name; + desc = schema.content.objects.datatypes.(this_filter.modality{1}).display_name; print_to_output(['### ' desc ' data'], ... file_id, ... @@ -149,7 +149,7 @@ function report_nifti(BIDS, filter, read_nii, verbose, file_id) schema = bids.Schema(); try - suffix_fullname = schema.content.objects.suffixes.(filter.suffix).name; + suffix_fullname = schema.content.objects.suffixes.(filter.suffix).display_name; catch suffix_fullname = 'UNKNOWN'; end From 41e0369ed7c8d95e15d7012b47244d735c166de9 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 30 Jul 2022 00:22:42 +0200 Subject: [PATCH 226/340] fix entity order bug --- +bids/File.m | 26 ++++++++++++++++++++++---- +bids/Schema.m | 1 + tests/test_bids_file.m | 30 ++++++++++++++++++++++++++++++ 3 files changed, 53 insertions(+), 4 deletions(-) diff --git a/+bids/File.m b/+bids/File.m index 757b3f2b..d1f99814 100644 --- a/+bids/File.m +++ b/+bids/File.m @@ -382,7 +382,17 @@ end entity_names = fieldnames(obj.entities); idx = ismember(entity_names, order); + obj.entity_order = cat(1, order, entity_names(~idx)); + % forget about extra entities when using the schema + if ~isempty(obj.schema) + obj.entity_order = order; + if any(~idx) + obj.bids_file_error('extraEntityForSuffix', ... + sprintf('Unknown entity for suffix "%s": "%s"', ... + obj.suffix, strjoin(entity_names(~idx), ', '))); + end + end % reorder obj.entities tmp = struct(); @@ -567,7 +577,7 @@ function validate_entities(obj) present_entities = fieldnames(obj.entities); forbidden_entity = ~ismember(present_entities, obj.entity_order); if any(forbidden_entity) - msg = sprintf(['Entitiy ''%s'' not allowed by BIDS schema.', ... + msg = sprintf(['Entitiy "%s" not allowed by BIDS schema.', ... '\nAllowed entities are:\n - %s'], ... present_entities{forbidden_entity}, ... strjoin(obj.entity_order, '\n - ')); @@ -646,10 +656,18 @@ function validate_entities(obj) schema_entities = obj.schema.return_entities_for_suffix_modality(obj.suffix, ... obj.modality); - for i = 1:numel(schema_entities) - obj.entity_order{i, 1} = schema_entities{i}; + % reorder entities because they are not always ordered in the schema + % TODO make faster + entity_order = {}; + for i = 1:numel(obj.schema.entity_order) + this_entity = obj.schema.entity_order{i}; + short_name = obj.schema.content.objects.entities.(this_entity).name; + if ismember(short_name, schema_entities) + entity_order{end + 1, 1} = short_name; + end end - entity_order = obj.entity_order; + + obj.entity_order = entity_order; end diff --git a/+bids/Schema.m b/+bids/Schema.m index f4d1903c..ffc943a9 100644 --- a/+bids/Schema.m +++ b/+bids/Schema.m @@ -257,6 +257,7 @@ end function entities = return_entities_for_suffix_group(obj, suffix_group) + % entities are returned in the expected order according to the schema suffix_group = obj.ci_check(suffix_group); entity_names = fieldnames(suffix_group.entities); diff --git a/tests/test_bids_file.m b/tests/test_bids_file.m index d51c8e19..e7bb4dd4 100644 --- a/tests/test_bids_file.m +++ b/tests/test_bids_file.m @@ -373,6 +373,36 @@ function test_reorder_with_schema() assertEqual(file.json_filename, 'wuasub-01_ses-test_task-faceRecognition_run-02_bold.json'); end +function test_create_file_with_schema_ignore_extra_entities() + name_spec.modality = 'fmap'; + name_spec.suffix = 'phasediff'; + name_spec.ext = '.json'; + name_spec.entities = struct('ses', 'test', ... + 'task', 'face', ... + 'run', '02', ... + 'acq', 'low', ... + 'sub', '01'); + file = bids.File(name_spec, 'use_schema', true); + assertEqual(file.filename, 'sub-01_ses-test_acq-low_run-02_phasediff.json'); +end + +function test_create_file_anat() + + name_spec.modality = 'anat'; + name_spec.suffix = 'T1w'; + name_spec.ext = '.json'; + + name_spec.entities = struct('ses', '01', ... + 'acq', 'FullExample', ... + 'run', '01', ... + 'sub', '01'); + + file = bids.File(name_spec, 'use_schema', true); + + assertEqual(file.filename, 'sub-01_ses-01_acq-FullExample_run-01_T1w.json'); + +end + function test_bids_file_derivatives_2() % GIVEN From 9ca332ce6419a747d9f9c01339fe1225ecbfae3b Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 30 Jul 2022 01:05:05 +0200 Subject: [PATCH 227/340] return only one datatypes when they are duplicates --- +bids/Schema.m | 4 ++++ tests/test_bids_file.m | 18 ++++++++++++++++++ 2 files changed, 22 insertions(+) diff --git a/+bids/Schema.m b/+bids/Schema.m index ffc943a9..c2532f06 100644 --- a/+bids/Schema.m +++ b/+bids/Schema.m @@ -395,6 +395,10 @@ end end + + % in case we get duplicates + datatypes = unique(datatypes); + end function [entities, required] = return_entities_for_suffix_modality(obj, suffix, modality) diff --git a/tests/test_bids_file.m b/tests/test_bids_file.m index e7bb4dd4..44cbb091 100644 --- a/tests/test_bids_file.m +++ b/tests/test_bids_file.m @@ -403,6 +403,24 @@ function test_create_file_anat() end +function test_create_file_meg() + + name_spec.modality = 'meg'; + name_spec.suffix = 'meg'; + name_spec.ext = '.json'; + name_spec.entities = struct('sub', '01', ... + 'acq', 'CTF', ... + 'ses', '01', ... + 'task', 'FullExample', ... + 'run', '1', ... + 'proc', 'sss'); + + bids_file = bids.File(name_spec, 'use_schema', true); + + assertEqual(bids_file.filename, 'sub-01_ses-01_task-FullExample_acq-CTF_run-1_proc-sss_meg.json'); + +end + function test_bids_file_derivatives_2() % GIVEN From bee24dfec823694ddf5be5e5789660f76201a9ff Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 30 Jul 2022 02:45:11 +0200 Subject: [PATCH 228/340] set file modality in constructor --- +bids/File.m | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) diff --git a/+bids/File.m b/+bids/File.m index d1f99814..dd9a277e 100644 --- a/+bids/File.m +++ b/+bids/File.m @@ -156,6 +156,10 @@ obj.entities = f_struct.entities; end + if isfield(f_struct, 'modality') + obj.modality = f_struct.modality; + end + if args.Results.use_schema obj = obj.use_schema(); end @@ -597,7 +601,9 @@ function validate_entities(obj) obj.bids_file_error('schemaMissing'); end - obj = obj.get_modality_from_schema(); + if isempty(obj.modality) + obj = obj.get_modality_from_schema(); + end if isempty(obj.modality) || iscell(obj.modality) return end @@ -649,7 +655,9 @@ function validate_entities(obj) obj.bids_file_error('schemaMissing'); end - obj = obj.get_modality_from_schema(); + if isempty(obj.modality) + obj = obj.get_modality_from_schema(); + end if isempty(obj.modality) || iscell(obj.modality) return end From 1b64b9a4feba9411770ca3a7165bcf6d9561742f Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 30 Jul 2022 13:32:12 +0200 Subject: [PATCH 229/340] get definition will look into metadata if it returns empty in colums --- +bids/Schema.m | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/+bids/Schema.m b/+bids/Schema.m index c2532f06..c297b85d 100644 --- a/+bids/Schema.m +++ b/+bids/Schema.m @@ -482,7 +482,14 @@ if isfield(obj.content.objects.columns, word) status = true; def = obj.content.objects.columns.(word); - else + end + + if ~status && isfield(obj.content.objects.metadata, word) + status = true; + def = obj.content.objects.metadata.(word); + end + + if ~status def = struct('LongName', word, ... 'Description', 'TODO', ... 'Units', 'TODO', ... From fb0b0fe8ab5e7a2ad91bd34e79dbbba83267938e Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 24 Aug 2022 10:34:47 +0200 Subject: [PATCH 230/340] rm old CI --- .github/workflows/miss_hit_code_quality.yml | 49 --------------------- .github/workflows/miss_hit_code_style.yml | 46 ------------------- 2 files changed, 95 deletions(-) delete mode 100644 .github/workflows/miss_hit_code_quality.yml delete mode 100644 .github/workflows/miss_hit_code_style.yml diff --git a/.github/workflows/miss_hit_code_quality.yml b/.github/workflows/miss_hit_code_quality.yml deleted file mode 100644 index 2425ac42..00000000 --- a/.github/workflows/miss_hit_code_quality.yml +++ /dev/null @@ -1,49 +0,0 @@ -name: code quality -# runs the miss hit linter on the code base -# https://github.com/florianschanda/miss_hit/ -# see CONTRIBUTING.md for more information - -on: - push: - branches: - - master - - dev - pull_request: - branches: ['*'] - -jobs: - style: - - runs-on: ubuntu-latest - - steps: - - - uses: actions/checkout@v3 - with: - submodules: true - fetch-depth: 1 - - - name: Set up Python - uses: actions/setup-python@v4 - with: - python-version: 3.8 - - - name: Install dependencies - run: | - python -m pip install --upgrade pip setuptools - pip3 install -r requirements.txt - - - name: Install bids-example - # necessary to avoid errors in miss_hit if the folder is not there - run: | - cd tests - git clone https://github.com/bids-standard/bids-examples.git --depth 1 - cd .. - - - name: MISS_HIT Metrics - run: | - mh_metric --ci - - - name: MISS_HIT Bug finder - run: | - mh_lint diff --git a/.github/workflows/miss_hit_code_style.yml b/.github/workflows/miss_hit_code_style.yml deleted file mode 100644 index d88a8908..00000000 --- a/.github/workflows/miss_hit_code_style.yml +++ /dev/null @@ -1,46 +0,0 @@ -name: code style -# runs the miss hit linter on the code base -# https://github.com/florianschanda/miss_hit/ -# see CONTRIBUTING.md for more information - -on: - push: - branches: - - master - - dev - pull_request: - branches: ['*'] - -jobs: - style: - - runs-on: ubuntu-latest - - steps: - - - uses: actions/checkout@v3 - with: - submodules: true - fetch-depth: 1 - - - name: Set up Python - uses: actions/setup-python@v4 - with: - python-version: 3.8 - - - name: Install dependencies - run: | - python -m pip install --upgrade pip setuptools - pip3 install -r requirements.txt - - - name: Install bids-example - # necessary to avoid errors in miss_hit if the folder is not there - run: | - cd tests - git clone https://github.com/bids-standard/bids-examples.git --depth 1 - cd .. - - - - name: MISS_HIT Code style - run: | - mh_style --process-slx From bb054e9fd76d1a67b8727217704ec5263d4fd87f Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 24 Aug 2022 11:31:44 +0200 Subject: [PATCH 231/340] remove labels from dependabot config --- .github/dependabot.yml | 2 -- 1 file changed, 2 deletions(-) diff --git a/.github/dependabot.yml b/.github/dependabot.yml index 41daa185..65f2296e 100644 --- a/.github/dependabot.yml +++ b/.github/dependabot.yml @@ -6,5 +6,3 @@ updates: directory: "/" schedule: interval: "weekly" - labels: - - "exclude-from-changelog" From c08206f0e52ebde0a36494c93cbb770bfc49feab Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 24 Aug 2022 11:59:15 +0200 Subject: [PATCH 232/340] fix test that delete schema --- +bids/Schema.m | 2 +- tests/tests_utils/test_create_data_dict.m | 19 ++++++++++++++----- 2 files changed, 15 insertions(+), 6 deletions(-) diff --git a/+bids/Schema.m b/+bids/Schema.m index f699274f..6ea02912 100644 --- a/+bids/Schema.m +++ b/+bids/Schema.m @@ -58,7 +58,7 @@ schema_file = fullfile(bids.internal.root_dir(), 'schema.json'); if ~exist(schema_file, 'file') - msg = sprintf('The schema.json file %s does not exist.', schema_dir); + msg = sprintf('The schema.json file %s does not exist.', schema_file); bids.internal.error_handling(mfilename(), 'missingSchema', msg, false, true); end diff --git a/tests/tests_utils/test_create_data_dict.m b/tests/tests_utils/test_create_data_dict.m index 478905a0..2709e684 100644 --- a/tests/tests_utils/test_create_data_dict.m +++ b/tests/tests_utils/test_create_data_dict.m @@ -19,6 +19,7 @@ function test_create_data_dict_basic() % no file written bids.util.create_data_dict(tsv_files{1}, 'output', [], 'schema', true); assertEqual(exist('tmp.json', 'file'), 0); + teardown(); % file written data_dict = bids.util.create_data_dict(tsv_files{1}, 'output', 'tmp.json', 'schema', true); @@ -29,6 +30,7 @@ function test_create_data_dict_basic() % do not use schema data_dict = bids.util.create_data_dict(tsv_files{1}, 'output', [], 'schema', false); assertEqual(data_dict.onset.Units, 'TODO'); + teardown(); % overwrite bids.util.create_data_dict(tsv_files{1}, 'output', 'tmp.json', 'schema', true); @@ -38,6 +40,7 @@ function test_create_data_dict_basic() 'force', true); data_dict = bids.util.jsondecode('tmp.json'); assertEqual(data_dict.onset.Units, 'TODO'); + teardown(); end @@ -55,7 +58,6 @@ function test_create_data_dict_schema() schema = schema.load(); data_dict = bids.util.create_data_dict(tsv_files{1}, 'output', 'tmp.json', 'schema', schema); - teardown(); end @@ -167,17 +169,24 @@ function test_create_data_dict_several_tsv() 'schema', schema, ... 'level_limit', 50, ... 'verbose', false); + teardown([dataset '_' tasks{i_task} '.json']); end - teardown(); - end end -function teardown() - delete('*.json'); +function teardown(files) + if nargin < 1 + files = []; + end + if exist('tmp.json', 'file') + delete('tmp.json'); + end + if ~isempty(files) && exist(files, 'file') + delete(files); + end if exist('modified_levels.tsv', 'file') == 2 delete('modified_levels.tsv'); end From 876216a9445046a3d87d3ebbe768b345df6381df Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 7 Sep 2022 18:49:03 +0200 Subject: [PATCH 233/340] make layout more verbose --- +bids/layout.m | 24 ++++++++++++++++++++---- tests/tests_layout/test_layout.m | 4 ++-- 2 files changed, 22 insertions(+), 6 deletions(-) diff --git a/+bids/layout.m b/+bids/layout.m index 223b093b..3a273ae7 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -84,6 +84,10 @@ end + if verbose + fprintf(1, '\n\nIndexing dataset:\n\t%s\n', root); + end + %% BIDS structure % ========================================================================== % BIDS.dir -- BIDS directory @@ -93,8 +97,7 @@ % BIDS.subjects -- structure array of subjects % BIDS.root -- tsv and json files in the root folder - BIDS = struct( ... - 'pth', root, ... + BIDS = struct('pth', root, ... 'description', struct([]), ... 'sessions', {{}}, ... 'participants', struct([]), ... @@ -129,6 +132,11 @@ schema.verbose = verbose; for iSub = 1:numel(subjects) + + if verbose + fprintf(1, ' Indexing subject: %s [', subjects{iSub}); + end + sessions = cellstr(bids.internal.file_utils('List', ... fullfile(BIDS.pth, subjects{iSub}), ... 'dir', ... @@ -151,6 +159,10 @@ end + if verbose + fprintf(1, ']\n'); + end + end BIDS = manage_dependencies(BIDS, index_dependencies, verbose); @@ -200,8 +212,7 @@ '.*')); for iDir = 1:numel(der_folders) - BIDS.derivatives.(der_folders{iDir}) = bids.layout( ... - fullfile(BIDS.pth, ... + BIDS.derivatives.(der_folders{iDir}) = bids.layout(fullfile(BIDS.pth, ... 'derivatives', ... der_folders{iDir}), ... 'use_schema', false, ... @@ -248,6 +259,11 @@ % if we go schema-less, we pass an empty schema.content to all the parsing functions % so the parsing is unconstrained for iModality = 1:numel(modalities) + + if verbose + fprintf(1, '.'); + end + switch modalities{iModality} case {'anat', 'func', 'beh', 'meg', 'eeg', 'ieeg', 'pet', 'fmap', 'dwi', 'perf', 'micr'} diff --git a/tests/tests_layout/test_layout.m b/tests/tests_layout/test_layout.m index 9773b3aa..5b695e32 100644 --- a/tests/tests_layout/test_layout.m +++ b/tests/tests_layout/test_layout.m @@ -17,8 +17,8 @@ function test_layout_smoke_test() pth_bids_example = get_test_data_dir(); - BIDS = bids.layout(fullfile(pth_bids_example, 'genetics_ukbb')); + BIDS = bids.layout(fullfile(pth_bids_example, 'genetics_ukbb'), 'verbose', true); - BIDS = bids.layout(fullfile(pth_bids_example, 'ds210')); + BIDS = bids.layout(fullfile(pth_bids_example, 'ds210'), 'verbose', true); end From 8aae02224c99d876c9fea652b384850b3db8be10 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 7 Sep 2022 19:31:15 +0200 Subject: [PATCH 234/340] make layout more versbose and make warning mosre useful --- +bids/+internal/error_handling.m | 2 +- +bids/+internal/url.m | 39 +++++++++++++++++++++++++++ +bids/layout.m | 45 ++++++++++++++++++++++++++------ tests/tests_layout/test_layout.m | 6 +++-- 4 files changed, 81 insertions(+), 11 deletions(-) create mode 100644 +bids/+internal/url.m diff --git a/+bids/+internal/error_handling.m b/+bids/+internal/error_handling.m index 678ee3a1..5c2ffbc5 100644 --- a/+bids/+internal/error_handling.m +++ b/+bids/+internal/error_handling.m @@ -44,7 +44,7 @@ function error_handling(varargin) function_name = bids.internal.file_utils(args.Results.function_name, 'basename'); id = [function_name, ':' args.Results.id]; - msg = args.Results.msg; + msg = ['\n' args.Results.msg '\n']; if ~args.Results.tolerant errorStruct.identifier = id; diff --git a/+bids/+internal/url.m b/+bids/+internal/url.m new file mode 100644 index 00000000..4a14234d --- /dev/null +++ b/+bids/+internal/url.m @@ -0,0 +1,39 @@ +function value = url(section) + % + % returns URL of some specific sections of the spec + % + % USAGE:: + % + % value = url(section) + % + % (C) Copyright 2022 BIDS-MATLAB developers + + supported_sections = {'base', 'agnostic-files', 'participants', 'samples', 'description'}; + + switch section + + case 'base' + value = 'https://bids-specification.readthedocs.io/en/latest/'; + + case 'agnostic-files' + value = [bids.internal.url('base'), '03-modality-agnostic-files.html']; + + case 'participants' + value = [bids.internal.url('agnostic-files'), '#participants-file']; + + case 'samples' + value = [bids.internal.url('agnostic-files'), '#samples-file']; + + case 'description' + value = [bids.internal.url('agnostic-files'), '#dataset_descriptionjson']; + + otherwise + bids.internal.error_handling(mfilename(), ... + 'unknownUrlRequest', ... + sprintf('Section %s unsupported. Supported sections: %s', ... + section, ... + strjoin(supported_sections, ', ')), ... + false); + + end +end diff --git a/+bids/layout.m b/+bids/layout.m index 3a273ae7..ce042b09 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -340,8 +340,7 @@ aslcontext_file = strrep(subject.perf(end).filename, ... ['_asl' subject.perf(end).ext], ... '_aslcontext.tsv'); - subject.(modality)(end).dependencies.context = manage_tsv( ... - struct('content', [], ... + subject.(modality)(end).dependencies.context = manage_tsv(struct('content', [], ... 'meta', []), ... pth, ... aslcontext_file, ... @@ -363,8 +362,10 @@ if ~exist(fullfile(BIDS.pth, 'dataset_description.json'), 'file') - msg = sprintf('BIDS directory not valid: missing dataset_description.json: ''%s''', ... - BIDS.pth); + msg = sprintf(['BIDS directory not valid: missing dataset_description.json: ''%s''', ... + 'See this section of the BIDS specification:\n\t%s\n'], ... + BIDS.pth, ... + bids.internal.url('description')); bids.internal.error_handling(mfilename, 'missingDescripton', msg, tolerant, verbose); end @@ -379,9 +380,10 @@ for iField = 1:numel(fields_to_check) if ~isfield(BIDS.description, fields_to_check{iField}) - msg = sprintf( ... - 'BIDS dataset description not valid: missing %s field.', ... - fields_to_check{iField}); + msg = sprintf(['BIDS dataset description not valid: missing %s field.', ... + 'See this section of the BIDS specification:\n\t%s\n'], ... + fields_to_check{iField}, ... + bids.internal.url('description')); bids.internal.error_handling(mfilename, 'invalidDescripton', msg, tolerant, verbose); end @@ -556,7 +558,34 @@ ['^' strrep(filename, ['.' ext], ['\.' ext]) '$']); if isempty(tsv_file) - msg = sprintf('Missing: %s', bids.internal.format_path(fullfile(pth, filename))); + + missing_file = bids.internal.file_utils(filename, 'basename'); + append = ''; + switch missing_file + case 'participants' + msg = sprintf(['Missing: %s', ... + '\n\n', ... + 'To silence this warning, ', ... + 'consider adding a "participants.tsv" to your dataset.', ... + '\n', ... + 'See this section of the BIDS specification:\n\t%s'], ... + bids.internal.format_path(fullfile(pth, filename)), ... + bids.internal.url('participants')); + case 'samples' + msg = sprintf(['Missing: %s', ... + '\n\n', ... + 'To silence this warning, ', ... + 'consider adding a "samples.tsv" to your dataset.', ... + '\n', ... + 'See this section of the BIDS specification:\n\t%s'], ... + bids.internal.format_path(fullfile(pth, filename)), ... + bids.internal.url('samples')); + otherwise + msg = sprintf(' Missing: %s%s', ... + bids.internal.format_path(fullfile(pth, filename)), ... + append); + end + bids.internal.error_handling(mfilename, 'tsvMissing', msg, tolerant, verbose); else diff --git a/tests/tests_layout/test_layout.m b/tests/tests_layout/test_layout.m index 5b695e32..6431b191 100644 --- a/tests/tests_layout/test_layout.m +++ b/tests/tests_layout/test_layout.m @@ -15,10 +15,12 @@ function test_layout_empty_subject_folder_allowed_when_schemaless() function test_layout_smoke_test() + verbose = false; + pth_bids_example = get_test_data_dir(); - BIDS = bids.layout(fullfile(pth_bids_example, 'genetics_ukbb'), 'verbose', true); + BIDS = bids.layout(fullfile(pth_bids_example, 'genetics_ukbb'), 'verbose', verbose); - BIDS = bids.layout(fullfile(pth_bids_example, 'ds210'), 'verbose', true); + BIDS = bids.layout(fullfile(pth_bids_example, 'ds210'), 'verbose', verbose); end From 4fe38b0b0bb37d973444dcdc407aa31482495920 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 8 Sep 2022 14:46:54 +0200 Subject: [PATCH 235/340] only display a . for actually indexed modality --- +bids/layout.m | 8 ++++---- tests/tests_layout/test_layout.m | 7 +++++-- 2 files changed, 9 insertions(+), 6 deletions(-) diff --git a/+bids/layout.m b/+bids/layout.m index ce042b09..ee19d684 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -260,10 +260,6 @@ % so the parsing is unconstrained for iModality = 1:numel(modalities) - if verbose - fprintf(1, '.'); - end - switch modalities{iModality} case {'anat', 'func', 'beh', 'meg', 'eeg', 'ieeg', 'pet', 'fmap', 'dwi', 'perf', 'micr'} @@ -303,6 +299,10 @@ if exist(pth, 'dir') + if verbose + fprintf(1, '.'); + end + subject = bids.internal.add_missing_field(subject, modality); file_list = return_file_list(modality, subject, schema); diff --git a/tests/tests_layout/test_layout.m b/tests/tests_layout/test_layout.m index 6431b191..cd82961d 100644 --- a/tests/tests_layout/test_layout.m +++ b/tests/tests_layout/test_layout.m @@ -7,15 +7,18 @@ end function test_layout_empty_subject_folder_allowed_when_schemaless() + + verbose = true; + mkdir tmp; mkdir tmp/sub-01; - bids.layout(fullfile(pwd, 'tmp'), 'use_schema', false); + bids.layout(fullfile(pwd, 'tmp'), 'use_schema', false, 'verbose', verbose); rmdir(fullfile(pwd, 'tmp'), 's'); end function test_layout_smoke_test() - verbose = false; + verbose = true; pth_bids_example = get_test_data_dir(); From 127f854edc6e001ded7afe602849c7e02402dc84 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 8 Sep 2022 15:02:26 +0200 Subject: [PATCH 236/340] fix octave bug --- +bids/+util/create_data_dict.m | 2 +- tests/tests_layout/test_layout.m | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/+bids/+util/create_data_dict.m b/+bids/+util/create_data_dict.m index 36bd241e..0fa06fd5 100644 --- a/+bids/+util/create_data_dict.m +++ b/+bids/+util/create_data_dict.m @@ -286,7 +286,7 @@ function warning_modified_level_name(level, header, new_name, verbose) elseif isfield(def, 'anyOf') if iscell(def.anyOf) number_allowed = cellfun(@(x) strcmp(x.type, 'number'), def.anyOf); - if any(number_allowed) + if any(number_allowed) && isfield(def.anyOf, 'unit') dict.Units = def.anyOf{number_allowed}.unit; end end diff --git a/tests/tests_layout/test_layout.m b/tests/tests_layout/test_layout.m index cd82961d..96024121 100644 --- a/tests/tests_layout/test_layout.m +++ b/tests/tests_layout/test_layout.m @@ -8,7 +8,7 @@ function test_layout_empty_subject_folder_allowed_when_schemaless() - verbose = true; + verbose = false; mkdir tmp; mkdir tmp/sub-01; @@ -18,7 +18,7 @@ function test_layout_empty_subject_folder_allowed_when_schemaless() function test_layout_smoke_test() - verbose = true; + verbose = false; pth_bids_example = get_test_data_dir(); From d6a31bd6a925a1ab306323cfddc5c0ba315f1032 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 9 Sep 2022 11:33:00 +0200 Subject: [PATCH 237/340] add function to create basic participant.tsv --- +bids/+util/create_participants_tsv.m | 44 +++++++++++++++++++++++++++ +bids/layout.m | 3 +- tests/test_create_participants_tsv.m | 20 ++++++++++++ tests/tests_layout/test_layout.m | 6 ++-- 4 files changed, 68 insertions(+), 5 deletions(-) create mode 100644 +bids/+util/create_participants_tsv.m create mode 100644 tests/test_create_participants_tsv.m diff --git a/+bids/+util/create_participants_tsv.m b/+bids/+util/create_participants_tsv.m new file mode 100644 index 00000000..a2209299 --- /dev/null +++ b/+bids/+util/create_participants_tsv.m @@ -0,0 +1,44 @@ +function output_filename = create_participants_tsv(layout_or_path) + % + % Creates a simple participants tsv for a BIDS dataset. + % + % + % USAGE:: + % + % output_filename = bids.util.create_participants_tsv(layout_or_path); + % + % + % :param layout_or_path: + % :type layout_or_path: path or structure + % + % + % (C) Copyright 2022 Remi Gau + + layout = bids.layout(layout_or_path); + + if ~isempty(layout.participants) + msg = sprintf(['"participant.tsv" already exist for the following dataset.', ... + 'Will not overwrite.\n', ... + '\t%s'], layout.pth); + bids.internal.error_handling(mfilename(), 'participantFileExist', msg, true, true); + return + end + + subjects_list = bids.query(layout, 'subjects'); + + subjects_list = [repmat('sub-', numel(subjects_list), 1), char(subjects_list')]; + + output_structure = struct('participant_id', subjects_list); + + output_filename = fullfile(layout.pth, 'participants.tsv'); + + bids.util.tsvwrite(fullfile(layout.pth, 'participants.tsv'), output_structure); + + fprintf(1, ['\nCreated "participants.tsv" to the dataset.', ... + '\n\t%s\n', ... + 'Please add participant age, gender...\n', ... + 'See this section of the BIDS specification:\n\t%s\n'], ... + layout.pth, ... + bids.internal.url('participants')); + +end diff --git a/+bids/layout.m b/+bids/layout.m index ee19d684..2e5b23d3 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -568,7 +568,8 @@ 'To silence this warning, ', ... 'consider adding a "participants.tsv" to your dataset.', ... '\n', ... - 'See this section of the BIDS specification:\n\t%s'], ... + 'See the function: bids.util.create_participants_tsv\n', ... + 'See also this section of the BIDS specification:\n\t%s'], ... bids.internal.format_path(fullfile(pth, filename)), ... bids.internal.url('participants')); case 'samples' diff --git a/tests/test_create_participants_tsv.m b/tests/test_create_participants_tsv.m new file mode 100644 index 00000000..67e0a331 --- /dev/null +++ b/tests/test_create_participants_tsv.m @@ -0,0 +1,20 @@ +function test_suite = test_create_participants_tsv %#ok<*STOUT> + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; +end + +function test_create_participants_tsv_basic() + + bids_path = fullfile(get_test_data_dir(), 'ds210'); + + output_filename = bids.util.create_participants_tsv(bids_path); + + assertWarning(@()bids.util.create_participants_tsv(bids_path), ... + 'create_participants_tsv:participantFileExist'); + + delete(output_filename); + +end diff --git a/tests/tests_layout/test_layout.m b/tests/tests_layout/test_layout.m index 96024121..f3fd0956 100644 --- a/tests/tests_layout/test_layout.m +++ b/tests/tests_layout/test_layout.m @@ -20,10 +20,8 @@ function test_layout_smoke_test() verbose = false; - pth_bids_example = get_test_data_dir(); + BIDS = bids.layout(fullfile(get_test_data_dir(), 'genetics_ukbb'), 'verbose', verbose); - BIDS = bids.layout(fullfile(pth_bids_example, 'genetics_ukbb'), 'verbose', verbose); - - BIDS = bids.layout(fullfile(pth_bids_example, 'ds210'), 'verbose', verbose); + BIDS = bids.layout(fullfile(get_test_data_dir(), 'ds210'), 'verbose', verbose); end From cb102b06e94478abb1d5c1d8a044b4eedd660ac4 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 9 Sep 2022 12:55:42 +0200 Subject: [PATCH 238/340] silence warning test for octave --- tests/test_create_participants_tsv.m | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/tests/test_create_participants_tsv.m b/tests/test_create_participants_tsv.m index 67e0a331..6343d6e2 100644 --- a/tests/test_create_participants_tsv.m +++ b/tests/test_create_participants_tsv.m @@ -12,8 +12,10 @@ function test_create_participants_tsv_basic() output_filename = bids.util.create_participants_tsv(bids_path); - assertWarning(@()bids.util.create_participants_tsv(bids_path), ... - 'create_participants_tsv:participantFileExist'); + if ~bids.internal.is_octave() + assertWarning(@()bids.util.create_participants_tsv(bids_path), ... + 'create_participants_tsv:participantFileExist'); + end delete(output_filename); From 21a9a9e0c871a5471089efa00b69fba333ac1d7c Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 10 Sep 2022 13:42:48 +0200 Subject: [PATCH 239/340] make query warning more explicit --- +bids/query.m | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/+bids/query.m b/+bids/query.m index 93d84a7d..efc2ef6f 100644 --- a/+bids/query.m +++ b/+bids/query.m @@ -429,7 +429,7 @@ case cat(2, {'suffixes', 'suffixes', 'extensions', 'prefixes'}, valid_entity_qu try result{end} = subsref(result{end}, target); catch - warning('Non-existent field for metadata.'); + warning('Non-existent field "%s" for metadata.', target); result{end} = []; end end From 6fdd5535887f953ae58943264d5a64bda1d585d6 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 10 Sep 2022 14:33:55 +0200 Subject: [PATCH 240/340] add extra model validation --- +bids/Model.m | 18 ++++++++++++++++++ tests/test_bids_model.m | 19 +++++++++++++++++++ 2 files changed, 37 insertions(+) diff --git a/+bids/Model.m b/+bids/Model.m index bbd6632c..3ca84a0b 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -562,10 +562,15 @@ function validate_edges(obj) if ~isempty(edges) + all_nodes = {}; + for i = 1:(numel(edges)) this_edge = edges{i, 1}; + all_nodes{end + 1} = this_edge.Source; + all_nodes{end + 1} = this_edge.Destination; + if ~isstruct(this_edge) obj.model_validation_error('Edges', REQUIRED_EDGES_FIELDS); continue @@ -592,6 +597,19 @@ function validate_edges(obj) end + all_nodes = unique(all_nodes); + node_names = obj.node_names(); + missing_nodes = ~ismember(obj.node_names(), all_nodes); + if any(missing_nodes) + bids.internal.error_handling(mfilename(), ... + 'nodeMissingFromEdges', ... + sprintf(['\nNodes named "%s" missing from "Edges":', ... + 'they will not be run.'], ... + strjoin(node_names(missing_nodes), ', ')), ... + obj.tolerant, ... + obj.verbose); + end + end end diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index 8091c3e7..b2776d1a 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -8,6 +8,25 @@ initTestSuite; end +function test_model_node_not_in_edges() + + if bids.internal.is_octave() + % TODO fix Octave error in CI + % failure: warning 'Octave:mixed-string-concat' was raised, + % expected 'Model:missingField'. Stack trace: + return + end + + bm = bids.Model('file', model_file('narps'), 'verbose', false); + + bm.Nodes{end + 1} = bm.Nodes{end}; + bm.Nodes{end}.Name = 'Foo'; + + bm.verbose = true; + assertWarning(@()bm.validate_edges(), 'Model:nodeMissingFromEdges'); + +end + function test_model_load_edges() bm = bids.Model('file', model_file('narps'), 'verbose', false); From 70c3d28334a7cb46c6b9b3545e27b66ef6e2ba5e Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 10 Sep 2022 14:39:07 +0200 Subject: [PATCH 241/340] revert 21a9a9e --- +bids/query.m | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/+bids/query.m b/+bids/query.m index efc2ef6f..93d84a7d 100644 --- a/+bids/query.m +++ b/+bids/query.m @@ -429,7 +429,7 @@ case cat(2, {'suffixes', 'suffixes', 'extensions', 'prefixes'}, valid_entity_qu try result{end} = subsref(result{end}, target); catch - warning('Non-existent field "%s" for metadata.', target); + warning('Non-existent field for metadata.'); result{end} = []; end end From c450a75b936fc5da2755d1b8163a4197f4848f57 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 10 Sep 2022 17:14:16 +0200 Subject: [PATCH 242/340] retry more informative error on metadata query --- +bids/query.m | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/+bids/query.m b/+bids/query.m index 93d84a7d..702a2190 100644 --- a/+bids/query.m +++ b/+bids/query.m @@ -429,7 +429,7 @@ case cat(2, {'suffixes', 'suffixes', 'extensions', 'prefixes'}, valid_entity_qu try result{end} = subsref(result{end}, target); catch - warning('Non-existent field for metadata.'); + warning('Non-existent field "%s" for metadata.', target.subs); result{end} = []; end end From bfb599a6e18d753975b4f4af28525739b8bee465 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 11 Sep 2022 12:09:32 +0200 Subject: [PATCH 243/340] remove some old copyrights --- +bids/Model.m | 2 +- tests/test_bids_model.m | 2 -- 2 files changed, 1 insertion(+), 3 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index 3ca84a0b..a8a96f8d 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -392,7 +392,7 @@ % % field can be any of {'Source', 'Destination'} % - % (C) Copyright 2022 CPP_SPM developers + edge = {}; diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index b2776d1a..ebdb9d28 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -1,5 +1,3 @@ -% (C) Copyright 2020 CPP_SPM developers - function test_suite = test_bids_model %#ok<*STOUT> try % assignment of 'localfunctions' is necessary in Matlab >= 2016 test_functions = localfunctions(); %#ok<*NASGU> From 8187921426c198c2702f2331eb75283fcb1372cd Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 6 Oct 2022 17:01:07 +0200 Subject: [PATCH 244/340] lint --- +bids/Model.m | 1 - 1 file changed, 1 deletion(-) diff --git a/+bids/Model.m b/+bids/Model.m index a8a96f8d..e43f2de3 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -393,7 +393,6 @@ % field can be any of {'Source', 'Destination'} % - edge = {}; if ~ismember(field, {'Source', 'Destination'}) From fc490f5b54ca2990b0e8d467ae84a833fbd29593 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 12 Oct 2022 14:03:08 +0200 Subject: [PATCH 245/340] use new copyright format --- +bids/+internal/add_missing_field.m | 1 + +bids/+internal/append_to_layout.m | 1 + +bids/+internal/camel_case.m | 1 + +bids/+internal/download.m | 1 + +bids/+internal/ends_with.m | 2 ++ +bids/+internal/error_handling.m | 1 + +bids/+internal/file_utils.m | 2 ++ +bids/+internal/format_path.m | 1 + +bids/+internal/get_meta_list.m | 2 ++ +bids/+internal/get_metadata.m | 2 ++ +bids/+internal/get_version.m | 1 + +bids/+internal/is_github_ci.m | 1 + +bids/+internal/is_octave.m | 1 + +bids/+internal/is_valid_fieldname.m | 1 + +bids/+internal/keep_file_for_query.m | 1 + +bids/+internal/list_all_trial_types.m | 1 + +bids/+internal/match_structure_fields.m | 1 + +bids/+internal/parse_filename.m | 2 ++ +bids/+internal/plot_diagnostic_table.m | 1 + +bids/+internal/regexify.m | 1 + +bids/+internal/replace_placeholders.m | 1 + +bids/+internal/return_file_index.m | 1 + +bids/+internal/return_file_info.m | 1 + +bids/+internal/return_subject_index.m | 1 + +bids/+internal/root_dir.m | 1 + +bids/+internal/starts_with.m | 2 ++ +bids/+internal/url.m | 1 + +bids/+transformers_list/Assign.m | 1 + +bids/+transformers_list/BaseTransformer.m | 1 + +bids/+transformers_list/Basic.m | 1 + +bids/+transformers_list/Concatenate.m | 1 + +bids/+transformers_list/Constant.m | 1 + +bids/+transformers_list/Copy.m | 1 + +bids/+transformers_list/Delete.m | 1 + +bids/+transformers_list/Drop_na.m | 1 + +bids/+transformers_list/Factor.m | 1 + +bids/+transformers_list/Filter.m | 1 + +bids/+transformers_list/Label_identical_rows.m | 1 + +bids/+transformers_list/Logical.m | 1 + +bids/+transformers_list/Mean.m | 1 + +bids/+transformers_list/Merge_identical_rows.m | 1 + +bids/+transformers_list/Product.m | 1 + +bids/+transformers_list/Rename.m | 1 + +bids/+transformers_list/Replace.m | 1 + +bids/+transformers_list/Scale.m | 1 + +bids/+transformers_list/Select.m | 1 + +bids/+transformers_list/Split.m | 1 + +bids/+transformers_list/Std.m | 1 + +bids/+transformers_list/Sum.m | 1 + +bids/+transformers_list/Threshold.m | 1 + +bids/+transformers_list/check_field.m | 1 + +bids/+transformers_list/coerce_fieldname.m | 1 + +bids/+transformers_list/get_field_attribute.m | 1 + +bids/+transformers_list/get_input.m | 1 + +bids/+transformers_list/get_output.m | 1 + +bids/+transformers_list/get_query.m | 1 + +bids/+transformers_list/identify_rows.m | 1 + +bids/+transformers_list/is_run_level.m | 1 + +bids/+util/create_data_dict.m | 1 + +bids/+util/create_participants_tsv.m | 1 + +bids/+util/download_ds.m | 1 + +bids/+util/jsondecode.m | 2 +- +bids/+util/jsonencode.m | 2 +- +bids/+util/jsonwrite.m | 1 + +bids/+util/mkdir.m | 2 ++ +bids/+util/plot_events.m | 1 + +bids/+util/tsvread.m | 2 ++ +bids/+util/tsvwrite.m | 2 ++ +bids/Description.m | 1 + +bids/File.m | 1 + +bids/Model.m | 1 + +bids/Schema.m | 1 + +bids/bids_matlab_version.m | 1 + +bids/copy_to_derivative.m | 1 + +bids/derivatives_json.m | 1 + +bids/diagnostic.m | 1 + +bids/init.m | 1 + +bids/layout.m | 2 ++ +bids/query.m | 2 ++ +bids/report.m | 1 + +bids/transformers.m | 1 + +bids/validate.m | 2 ++ demos/spm/facerep/code/convert_facerep_ds.m | 1 + requirements.txt | 2 +- run_tests.m | 1 + tests/test_transformers/test_transformers_class.m | 1 + tests/test_transformers/test_transformers_compute.m | 1 + tests/test_transformers/test_transformers_munge.m | 1 + tests/utils/participants.m | 1 + tests/utils/vis_motion_events.m | 1 + tests/utils/vis_motion_to_threshold_events.m | 1 + 91 files changed, 103 insertions(+), 3 deletions(-) diff --git a/+bids/+internal/add_missing_field.m b/+bids/+internal/add_missing_field.m index 21ff44c7..a5f96ec1 100644 --- a/+bids/+internal/add_missing_field.m +++ b/+bids/+internal/add_missing_field.m @@ -4,6 +4,7 @@ % % structure = add_missing_field(structure, field) % + % (C) Copyright 2021 BIDS-MATLAB developers if ~isfield(structure, field) diff --git a/+bids/+internal/append_to_layout.m b/+bids/+internal/append_to_layout.m index d4d2b756..0488a650 100644 --- a/+bids/+internal/append_to_layout.m +++ b/+bids/+internal/append_to_layout.m @@ -16,6 +16,7 @@ % :type schema: strcture % % + % (C) Copyright 2021 BIDS-MATLAB developers pth = [subject.path, filesep, modality]; diff --git a/+bids/+internal/camel_case.m b/+bids/+internal/camel_case.m index 40697487..0b772ab4 100644 --- a/+bids/+internal/camel_case.m +++ b/+bids/+internal/camel_case.m @@ -15,6 +15,7 @@ % for all words but the first one (``camelCase``) and % removes invalid characters (like spaces). % + % (C) Copyright 2018 BIDS-MATLAB developers % camel case: upper case for first letter for all words but the first one diff --git a/+bids/+internal/download.m b/+bids/+internal/download.m index 373c13b5..b0dde13c 100644 --- a/+bids/+internal/download.m +++ b/+bids/+internal/download.m @@ -4,6 +4,7 @@ % % filename = download(URL, output_dir, verbose) % + % (C) Copyright 2021 BIDS-MATLAB developers if nargin < 2 output_dir = pwd; diff --git a/+bids/+internal/ends_with.m b/+bids/+internal/ends_with.m index 529570fc..8c24c868 100644 --- a/+bids/+internal/ends_with.m +++ b/+bids/+internal/ends_with.m @@ -14,8 +14,10 @@ % % Based on the equivalent function from SPM12 % + % (C) Copyright 2011-2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging % + % (C) Copyright 2018 BIDS-MATLAB developers res = false; diff --git a/+bids/+internal/error_handling.m b/+bids/+internal/error_handling.m index 5c2ffbc5..1458e0a6 100644 --- a/+bids/+internal/error_handling.m +++ b/+bids/+internal/error_handling.m @@ -23,6 +23,7 @@ function error_handling(varargin) % % bids.internal.error_handling(mfilename(), 'thisError', 'this is an error', tolerant, verbose) % + % (C) Copyright 2018 BIDS-MATLAB developers default_function_name = 'bidsMatlab'; diff --git a/+bids/+internal/file_utils.m b/+bids/+internal/file_utils.m index 31c6c758..68cc8359 100644 --- a/+bids/+internal/file_utils.m +++ b/+bids/+internal/file_utils.m @@ -36,8 +36,10 @@ % % Based on spm_file.m and spm_select.m from SPM12. % + % (C) Copyright 2011-2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging % + % (C) Copyright 2018 BIDS-MATLAB developers %#ok<*AGROW> diff --git a/+bids/+internal/format_path.m b/+bids/+internal/format_path.m index 6cd7eb7e..b6c339dd 100644 --- a/+bids/+internal/format_path.m +++ b/+bids/+internal/format_path.m @@ -14,6 +14,7 @@ % % % + % (C) Copyright 2022 BIDS-MATLAB developers if isunix() diff --git a/+bids/+internal/get_meta_list.m b/+bids/+internal/get_meta_list.m index 391e0b9e..14aad1da 100644 --- a/+bids/+internal/get_meta_list.m +++ b/+bids/+internal/get_meta_list.m @@ -16,8 +16,10 @@ % metalist - list of paths to metafiles % % + % (C) Copyright 2011-2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging % + % (C) Copyright 2018 BIDS-MATLAB developers if nargin == 1 diff --git a/+bids/+internal/get_metadata.m b/+bids/+internal/get_metadata.m index b30334ec..f6997e40 100644 --- a/+bids/+internal/get_metadata.m +++ b/+bids/+internal/get_metadata.m @@ -16,8 +16,10 @@ % add explanation on how the inheritance principle is implemented. % % + % (C) Copyright 2011-2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging % + % (C) Copyright 2018 BIDS-MATLAB developers meta = struct(); diff --git a/+bids/+internal/get_version.m b/+bids/+internal/get_version.m index 9109f92c..0a9f26b5 100644 --- a/+bids/+internal/get_version.m +++ b/+bids/+internal/get_version.m @@ -9,6 +9,7 @@ % % :returns: :version_number: (string) Use semantic versioning format (like v0.1.0) % + % (C) Copyright 2022 BIDS-MATLAB developers try diff --git a/+bids/+internal/is_github_ci.m b/+bids/+internal/is_github_ci.m index 8e59ce79..ce3ff300 100644 --- a/+bids/+internal/is_github_ci.m +++ b/+bids/+internal/is_github_ci.m @@ -1,4 +1,5 @@ function [is_github, pth] = is_github_ci() + % (C) Copyright 2021 Remi Gau is_github = false; diff --git a/+bids/+internal/is_octave.m b/+bids/+internal/is_octave.m index f8ad5e4b..05aa395c 100644 --- a/+bids/+internal/is_octave.m +++ b/+bids/+internal/is_octave.m @@ -8,6 +8,7 @@ % % :returns: :status: (boolean) % + % (C) Copyright 2020 Agah Karakuzu persistent cacheval % speeds up repeated calls diff --git a/+bids/+internal/is_valid_fieldname.m b/+bids/+internal/is_valid_fieldname.m index 4bbc4806..e70499a2 100644 --- a/+bids/+internal/is_valid_fieldname.m +++ b/+bids/+internal/is_valid_fieldname.m @@ -8,6 +8,7 @@ % % status = is_valid_fieldname(some_str) % + % (C) Copyright 2022 BIDS-MATLAB developers status = true; diff --git a/+bids/+internal/keep_file_for_query.m b/+bids/+internal/keep_file_for_query.m index f73b4500..8f438a5c 100644 --- a/+bids/+internal/keep_file_for_query.m +++ b/+bids/+internal/keep_file_for_query.m @@ -6,6 +6,7 @@ % % returns ``false`` if the file is to be kept when running ``bids.query`` % + % (C) Copyright 2021 BIDS-MATLAB developers status = true; diff --git a/+bids/+internal/list_all_trial_types.m b/+bids/+internal/list_all_trial_types.m index cc77a5c0..3181e243 100644 --- a/+bids/+internal/list_all_trial_types.m +++ b/+bids/+internal/list_all_trial_types.m @@ -8,6 +8,7 @@ % trial_type_list = list_all_trial_types(BIDS, task) % % + % (C) Copyright 2022 Remi Gau event_files = bids.query(BIDS, 'data', ... diff --git a/+bids/+internal/match_structure_fields.m b/+bids/+internal/match_structure_fields.m index 0a675fa4..21b9eae1 100644 --- a/+bids/+internal/match_structure_fields.m +++ b/+bids/+internal/match_structure_fields.m @@ -7,6 +7,7 @@ % [struct_one, struct_two] = match_structure_fields(struct_one, struct_two) % % + % (C) Copyright 2021 BIDS-MATLAB developers missing_fields = setxor(fieldnames(struct_one), fieldnames(struct_two)); diff --git a/+bids/+internal/parse_filename.m b/+bids/+internal/parse_filename.m index fa175554..fa8251d3 100644 --- a/+bids/+internal/parse_filename.m +++ b/+bids/+internal/parse_filename.m @@ -50,8 +50,10 @@ % 'prefix', ''); % % + % (C) Copyright 2011-2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging % + % (C) Copyright 2018 BIDS-MATLAB developers if nargin < 2 || isempty(fields) diff --git a/+bids/+internal/plot_diagnostic_table.m b/+bids/+internal/plot_diagnostic_table.m index f6d716fa..808e93a4 100644 --- a/+bids/+internal/plot_diagnostic_table.m +++ b/+bids/+internal/plot_diagnostic_table.m @@ -1,6 +1,7 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) % % + % (C) Copyright 2022 BIDS-MATLAB developers if ~all(size(diagnostic_table) == [numel(yticklabel), numel(headers)]) diff --git a/+bids/+internal/regexify.m b/+bids/+internal/regexify.m index c4932c1b..9906a564 100644 --- a/+bids/+internal/regexify.m +++ b/+bids/+internal/regexify.m @@ -13,6 +13,7 @@ % string = bids.internal.regexify(string) % % + % (C) Copyright 2022 BIDS-MATLAB developers if isempty(string) diff --git a/+bids/+internal/replace_placeholders.m b/+bids/+internal/replace_placeholders.m index 30306497..ae08dd69 100644 --- a/+bids/+internal/replace_placeholders.m +++ b/+bids/+internal/replace_placeholders.m @@ -1,5 +1,6 @@ function boilerplate_text = replace_placeholders(boilerplate_text, metadata) % + % (C) Copyright 2018 BIDS-MATLAB developers placeholders = return_list_placeholders(boilerplate_text); diff --git a/+bids/+internal/return_file_index.m b/+bids/+internal/return_file_index.m index 6b9c2e89..4ffbccbb 100644 --- a/+bids/+internal/return_file_index.m +++ b/+bids/+internal/return_file_index.m @@ -7,6 +7,7 @@ % % file_idx = return_file_index(BIDS, modality, filename) % + % (C) Copyright 2021 BIDS-MATLAB developers sub_idx = bids.internal.return_subject_index(BIDS, filename); diff --git a/+bids/+internal/return_file_info.m b/+bids/+internal/return_file_info.m index ed899adc..088c69f7 100644 --- a/+bids/+internal/return_file_info.m +++ b/+bids/+internal/return_file_info.m @@ -4,6 +4,7 @@ % % file_info = return_file_info(BIDS, fullpath_filename) % + % (C) Copyright 2021 BIDS-MATLAB developers file_info.path = bids.internal.file_utils(fullpath_filename, 'path'); diff --git a/+bids/+internal/return_subject_index.m b/+bids/+internal/return_subject_index.m index 0639a7f5..74d8b04f 100644 --- a/+bids/+internal/return_subject_index.m +++ b/+bids/+internal/return_subject_index.m @@ -8,6 +8,7 @@ % sub_idx = return_subject_index(BIDS, filename) % % + % (C) Copyright 2021 BIDS-MATLAB developers parsed_file = bids.internal.parse_filename(filename); diff --git a/+bids/+internal/root_dir.m b/+bids/+internal/root_dir.m index 3f1eecf2..cf86c050 100644 --- a/+bids/+internal/root_dir.m +++ b/+bids/+internal/root_dir.m @@ -1,5 +1,6 @@ function pth = root_dir() % + % (C) Copyright 2021 BIDS-MATLAB developers pth = fullfile(fileparts(mfilename('fullpath')), '..', '..'); diff --git a/+bids/+internal/starts_with.m b/+bids/+internal/starts_with.m index 37a077f0..f9a053c1 100644 --- a/+bids/+internal/starts_with.m +++ b/+bids/+internal/starts_with.m @@ -14,8 +14,10 @@ % % Based on the equivalent function from SPM12. % + % (C) Copyright 2011-2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging % + % (C) Copyright 2018 BIDS-MATLAB developers res = false; diff --git a/+bids/+internal/url.m b/+bids/+internal/url.m index 4a14234d..ca85f0b1 100644 --- a/+bids/+internal/url.m +++ b/+bids/+internal/url.m @@ -6,6 +6,7 @@ % % value = url(section) % + % (C) Copyright 2022 BIDS-MATLAB developers supported_sections = {'base', 'agnostic-files', 'participants', 'samples', 'description'}; diff --git a/+bids/+transformers_list/Assign.m b/+bids/+transformers_list/Assign.m index 6ea0aa8b..2a24b502 100644 --- a/+bids/+transformers_list/Assign.m +++ b/+bids/+transformers_list/Assign.m @@ -103,6 +103,7 @@ % % % + % (C) Copyright 2022 BIDS-MATLAB developers % TODO check if attr are cells diff --git a/+bids/+transformers_list/BaseTransformer.m b/+bids/+transformers_list/BaseTransformer.m index c80d561d..c36e11f0 100644 --- a/+bids/+transformers_list/BaseTransformer.m +++ b/+bids/+transformers_list/BaseTransformer.m @@ -2,6 +2,7 @@ % % WIP in case we need to object oriented % + % (C) Copyright 2022 BIDS-MATLAB developers properties diff --git a/+bids/+transformers_list/Basic.m b/+bids/+transformers_list/Basic.m index 2fb9d3c8..c8e345cb 100644 --- a/+bids/+transformers_list/Basic.m +++ b/+bids/+transformers_list/Basic.m @@ -65,6 +65,7 @@ % 3 % % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers_list.get_input(transformer, data); diff --git a/+bids/+transformers_list/Concatenate.m b/+bids/+transformers_list/Concatenate.m index 9cb254a3..afecd025 100644 --- a/+bids/+transformers_list/Concatenate.m +++ b/+bids/+transformers_list/Concatenate.m @@ -49,6 +49,7 @@ % } % % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers_list.get_input(transformer, data); diff --git a/+bids/+transformers_list/Constant.m b/+bids/+transformers_list/Constant.m index 8143e133..7ddbb640 100644 --- a/+bids/+transformers_list/Constant.m +++ b/+bids/+transformers_list/Constant.m @@ -36,6 +36,7 @@ % ans = % % + % (C) Copyright 2022 BIDS-MATLAB developers output = bids.transformers_list.get_output(transformer, data); diff --git a/+bids/+transformers_list/Copy.m b/+bids/+transformers_list/Copy.m index d2e3eb11..4c3aeb2e 100644 --- a/+bids/+transformers_list/Copy.m +++ b/+bids/+transformers_list/Copy.m @@ -48,6 +48,7 @@ % ans = [1,2,3] % % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers_list.get_input(transformer, data); diff --git a/+bids/+transformers_list/Delete.m b/+bids/+transformers_list/Delete.m index c19abbb0..d72a8c8a 100644 --- a/+bids/+transformers_list/Delete.m +++ b/+bids/+transformers_list/Delete.m @@ -45,6 +45,7 @@ % % % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers_list.get_input(transformer, data); diff --git a/+bids/+transformers_list/Drop_na.m b/+bids/+transformers_list/Drop_na.m index 43f380c9..460330b4 100644 --- a/+bids/+transformers_list/Drop_na.m +++ b/+bids/+transformers_list/Drop_na.m @@ -46,6 +46,7 @@ % % % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers_list.get_input(transformer, data); diff --git a/+bids/+transformers_list/Factor.m b/+bids/+transformers_list/Factor.m index dbcce9f8..f7d45106 100644 --- a/+bids/+transformers_list/Factor.m +++ b/+bids/+transformers_list/Factor.m @@ -49,6 +49,7 @@ % % % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers_list.get_input(transformer, data); diff --git a/+bids/+transformers_list/Filter.m b/+bids/+transformers_list/Filter.m index d18e7dae..bef2941a 100644 --- a/+bids/+transformers_list/Filter.m +++ b/+bids/+transformers_list/Filter.m @@ -60,6 +60,7 @@ % 'M' % % + % (C) Copyright 2022 BIDS-MATLAB developers % TODO diff --git a/+bids/+transformers_list/Label_identical_rows.m b/+bids/+transformers_list/Label_identical_rows.m index 8f488d9d..0ea5807b 100644 --- a/+bids/+transformers_list/Label_identical_rows.m +++ b/+bids/+transformers_list/Label_identical_rows.m @@ -47,6 +47,7 @@ % % % + % (C) Copyright 2022 BIDS-MATLAB developers % TODO: label only if cell content matches some condition diff --git a/+bids/+transformers_list/Logical.m b/+bids/+transformers_list/Logical.m index 2f7a6442..7c8ad176 100644 --- a/+bids/+transformers_list/Logical.m +++ b/+bids/+transformers_list/Logical.m @@ -62,6 +62,7 @@ % 0 % 1 % + % (C) Copyright 2022 BIDS-MATLAB developers % TODO diff --git a/+bids/+transformers_list/Mean.m b/+bids/+transformers_list/Mean.m index a6c4c4c4..49bb60b0 100644 --- a/+bids/+transformers_list/Mean.m +++ b/+bids/+transformers_list/Mean.m @@ -45,6 +45,7 @@ % ans = % % + % (C) Copyright 2022 BIDS-MATLAB developers overwrite = false; diff --git a/+bids/+transformers_list/Merge_identical_rows.m b/+bids/+transformers_list/Merge_identical_rows.m index 3aae60a6..c50df39a 100644 --- a/+bids/+transformers_list/Merge_identical_rows.m +++ b/+bids/+transformers_list/Merge_identical_rows.m @@ -69,6 +69,7 @@ % % % + % (C) Copyright 2022 BIDS-MATLAB developers % TODO: tests to see if works on columns with mixed content (cell of numbers and strings) diff --git a/+bids/+transformers_list/Product.m b/+bids/+transformers_list/Product.m index f1361bf6..e4567efb 100644 --- a/+bids/+transformers_list/Product.m +++ b/+bids/+transformers_list/Product.m @@ -42,6 +42,7 @@ % ans = % % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers_list.get_input(transformer, data); diff --git a/+bids/+transformers_list/Rename.m b/+bids/+transformers_list/Rename.m index 6a05af2b..138f3496 100644 --- a/+bids/+transformers_list/Rename.m +++ b/+bids/+transformers_list/Rename.m @@ -47,6 +47,7 @@ % % % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers_list.get_input(transformer, data); diff --git a/+bids/+transformers_list/Replace.m b/+bids/+transformers_list/Replace.m index a319a90e..23c6311e 100644 --- a/+bids/+transformers_list/Replace.m +++ b/+bids/+transformers_list/Replace.m @@ -103,6 +103,7 @@ % [ 1] % [ 3] % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers_list.get_input(transformer, data); diff --git a/+bids/+transformers_list/Scale.m b/+bids/+transformers_list/Scale.m index a614c7a3..3bd3e575 100644 --- a/+bids/+transformers_list/Scale.m +++ b/+bids/+transformers_list/Scale.m @@ -67,6 +67,7 @@ % ans = % % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers_list.get_input(transformer, data); diff --git a/+bids/+transformers_list/Select.m b/+bids/+transformers_list/Select.m index 0b167ae1..169eb00e 100644 --- a/+bids/+transformers_list/Select.m +++ b/+bids/+transformers_list/Select.m @@ -54,6 +54,7 @@ % % ans = % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers_list.get_input(transformer, data); diff --git a/+bids/+transformers_list/Split.m b/+bids/+transformers_list/Split.m index 60e8a4dd..9630c534 100644 --- a/+bids/+transformers_list/Split.m +++ b/+bids/+transformers_list/Split.m @@ -50,6 +50,7 @@ % ans = % % + % (C) Copyright 2022 BIDS-MATLAB developers % treat By as a stack diff --git a/+bids/+transformers_list/Std.m b/+bids/+transformers_list/Std.m index cb9be37b..3adb59e3 100644 --- a/+bids/+transformers_list/Std.m +++ b/+bids/+transformers_list/Std.m @@ -45,6 +45,7 @@ % ans = % % + % (C) Copyright 2022 BIDS-MATLAB developers overwrite = false; diff --git a/+bids/+transformers_list/Sum.m b/+bids/+transformers_list/Sum.m index d704d7f7..08f8b8ba 100644 --- a/+bids/+transformers_list/Sum.m +++ b/+bids/+transformers_list/Sum.m @@ -55,6 +55,7 @@ % ans = % % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers_list.get_input(transformer, data); diff --git a/+bids/+transformers_list/Threshold.m b/+bids/+transformers_list/Threshold.m index ad4c0231..99ec2e24 100644 --- a/+bids/+transformers_list/Threshold.m +++ b/+bids/+transformers_list/Threshold.m @@ -69,6 +69,7 @@ % ans = % % + % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers_list.get_input(transformer, data); diff --git a/+bids/+transformers_list/check_field.m b/+bids/+transformers_list/check_field.m index 3cd72da7..c932857c 100644 --- a/+bids/+transformers_list/check_field.m +++ b/+bids/+transformers_list/check_field.m @@ -4,6 +4,7 @@ function check_field(field_list, data, field_type, tolerant) % in the data strucuture % % + % (C) Copyright 2022 BIDS-MATLAB developers if nargin < 4 diff --git a/+bids/+transformers_list/coerce_fieldname.m b/+bids/+transformers_list/coerce_fieldname.m index c0279869..3ad478a5 100644 --- a/+bids/+transformers_list/coerce_fieldname.m +++ b/+bids/+transformers_list/coerce_fieldname.m @@ -1,5 +1,6 @@ function new_field = coerce_fieldname(field) % + % (C) Copyright 2022 BIDS-MATLAB developers new_field = regexprep(field, '[^a-zA-Z0-9_]', ''); if ~strcmp(new_field, field) diff --git a/+bids/+transformers_list/get_field_attribute.m b/+bids/+transformers_list/get_field_attribute.m index 96865370..2b07ff5d 100644 --- a/+bids/+transformers_list/get_field_attribute.m +++ b/+bids/+transformers_list/get_field_attribute.m @@ -1,5 +1,6 @@ function attr = get_field_attribute(data, field, type) % + % (C) Copyright 2022 BIDS-MATLAB developers if nargin < 3 diff --git a/+bids/+transformers_list/get_input.m b/+bids/+transformers_list/get_input.m index b9c35035..7eeaae5f 100644 --- a/+bids/+transformers_list/get_input.m +++ b/+bids/+transformers_list/get_input.m @@ -1,6 +1,7 @@ function input = get_input(transformer, data) % % + % (C) Copyright 2022 BIDS-MATLAB developers assert(isstruct(transformer)); diff --git a/+bids/+transformers_list/get_output.m b/+bids/+transformers_list/get_output.m index 7c2c3cec..90d2a60c 100644 --- a/+bids/+transformers_list/get_output.m +++ b/+bids/+transformers_list/get_output.m @@ -1,6 +1,7 @@ function output = get_output(transformer, data, overwrite) % % + % (C) Copyright 2022 BIDS-MATLAB developers if nargin < 3 diff --git a/+bids/+transformers_list/get_query.m b/+bids/+transformers_list/get_query.m index fe378c0c..9c0f523d 100644 --- a/+bids/+transformers_list/get_query.m +++ b/+bids/+transformers_list/get_query.m @@ -1,6 +1,7 @@ function [left, query_type, right] = get_query(transformer) % % + % (C) Copyright 2022 BIDS-MATLAB developers supported_types = {'>=', '<=', '==', '~=', '>', '<'}; diff --git a/+bids/+transformers_list/identify_rows.m b/+bids/+transformers_list/identify_rows.m index 36782b7a..0ec54da5 100644 --- a/+bids/+transformers_list/identify_rows.m +++ b/+bids/+transformers_list/identify_rows.m @@ -18,6 +18,7 @@ % % % + % (C) Copyright 2022 BIDS-MATLAB developers if iscellstr(data.(left)) diff --git a/+bids/+transformers_list/is_run_level.m b/+bids/+transformers_list/is_run_level.m index 4816f99a..75fe3af1 100644 --- a/+bids/+transformers_list/is_run_level.m +++ b/+bids/+transformers_list/is_run_level.m @@ -1,5 +1,6 @@ function status = is_run_level(data) % + % (C) Copyright 2022 BIDS-MATLAB developers status = false; diff --git a/+bids/+util/create_data_dict.m b/+bids/+util/create_data_dict.m index 0fa06fd5..4041815b 100644 --- a/+bids/+util/create_data_dict.m +++ b/+bids/+util/create_data_dict.m @@ -50,6 +50,7 @@ % % % + % (C) Copyright 2021 Remi Gau default_schema = false; diff --git a/+bids/+util/create_participants_tsv.m b/+bids/+util/create_participants_tsv.m index a2209299..bf03f3e7 100644 --- a/+bids/+util/create_participants_tsv.m +++ b/+bids/+util/create_participants_tsv.m @@ -12,6 +12,7 @@ % :type layout_or_path: path or structure % % + % (C) Copyright 2022 Remi Gau layout = bids.layout(layout_or_path); diff --git a/+bids/+util/download_ds.m b/+bids/+util/download_ds.m index baf67e8d..edcc94de 100644 --- a/+bids/+util/download_ds.m +++ b/+bids/+util/download_ds.m @@ -46,6 +46,7 @@ % ftp://neuroimage.usc.edu/pub/tutorials/sample_omega.zip % % + % (C) Copyright 2021 BIDS-MATLAB developers % TODO diff --git a/+bids/+util/jsondecode.m b/+bids/+util/jsondecode.m index fec677c9..832f1fba 100644 --- a/+bids/+util/jsondecode.m +++ b/+bids/+util/jsondecode.m @@ -22,8 +22,8 @@ % :returns: - :json: JSON structure % % + % (C) Copyright 2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging - % % (C) Copyright 2018 BIDS-MATLAB developers persistent has_jsondecode diff --git a/+bids/+util/jsonencode.m b/+bids/+util/jsonencode.m index ff024ae3..968d2205 100644 --- a/+bids/+util/jsonencode.m +++ b/+bids/+util/jsonencode.m @@ -31,8 +31,8 @@ % - ``ConvertInfAndNaN``: encode ``NaN``, ``Inf`` and ``-Inf`` as ``"null"``; % [Default: ``true``] % + % (C) Copyright 2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging - % % (C) Copyright 2018 BIDS-MATLAB developers if ~nargin diff --git a/+bids/+util/jsonwrite.m b/+bids/+util/jsonwrite.m index 96068088..3fd35f4b 100644 --- a/+bids/+util/jsonwrite.m +++ b/+bids/+util/jsonwrite.m @@ -39,6 +39,7 @@ % - `JSON Standard `_ % - `jsonencode `_ % + % (C) Copyright 2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging % % $Id: spm_jsonwrite.m 8031 2020-12-10 13:37:00Z guillaume $ diff --git a/+bids/+util/mkdir.m b/+bids/+util/mkdir.m index 4f4e19d2..f39f946b 100644 --- a/+bids/+util/mkdir.m +++ b/+bids/+util/mkdir.m @@ -22,8 +22,10 @@ % Based on spm_mkdir from SPM12 % % + % (C) Copyright 2017-2021 Guillaume Flandin, Wellcome Centre for Human Neuroimaging % + % (C) Copyright 2018 BIDS-MATLAB developers sts = true; diff --git a/+bids/+util/plot_events.m b/+bids/+util/plot_events.m index 86fe0aec..b1e327bd 100644 --- a/+bids/+util/plot_events.m +++ b/+bids/+util/plot_events.m @@ -26,6 +26,7 @@ function plot_events(varargin) % bids.util.plot_events(events_files, 'filter', filter); % % + % (C) Copyright 2020 Remi Gau % TODO add reponse_time column diff --git a/+bids/+util/tsvread.m b/+bids/+util/tsvread.m index 37599beb..d46129ad 100644 --- a/+bids/+util/tsvread.m +++ b/+bids/+util/tsvread.m @@ -23,8 +23,10 @@ % Based on spm_load.m from SPM12. % % + % (C) Copyright 2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging % + % (C) Copyright 2018 BIDS-MATLAB developers % -Check input arguments diff --git a/+bids/+util/tsvwrite.m b/+bids/+util/tsvwrite.m index 57124f8b..7b318745 100644 --- a/+bids/+util/tsvwrite.m +++ b/+bids/+util/tsvwrite.m @@ -15,8 +15,10 @@ function tsvwrite(filename, var) % Based on spm_save.m from SPM12. % % + % (C) Copyright 2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging % + % (C) Copyright 2018 BIDS-MATLAB developers delim = sprintf('\t'); diff --git a/+bids/Description.m b/+bids/Description.m index 5dfde74c..ce4d6f58 100644 --- a/+bids/Description.m +++ b/+bids/Description.m @@ -15,6 +15,7 @@ % :type BIDS: structure or char % % + % (C) Copyright 2021 BIDS-MATLAB developers % TODO transfer validate function of layout in here diff --git a/+bids/File.m b/+bids/File.m index dd9a277e..5f51bc68 100644 --- a/+bids/File.m +++ b/+bids/File.m @@ -65,6 +65,7 @@ % % file = bids.File(name_spec, 'use_schema', true); % + % (C) Copyright 2021 BIDS-MATLAB developers properties diff --git a/+bids/Model.m b/+bids/Model.m index e43f2de3..dd088757 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -43,6 +43,7 @@ % bm = bids.Model('file', model_file('narps'), 'verbose', false); % % + % (C) Copyright 2022 Remi Gau properties diff --git a/+bids/Schema.m b/+bids/Schema.m index 6ea02912..dd1a3e63 100644 --- a/+bids/Schema.m +++ b/+bids/Schema.m @@ -9,6 +9,7 @@ % use_schema: boolean % % + % (C) Copyright 2021 BIDS-MATLAB developers % TODO use schema to access regular expressions diff --git a/+bids/bids_matlab_version.m b/+bids/bids_matlab_version.m index 121630b9..c6412d95 100644 --- a/+bids/bids_matlab_version.m +++ b/+bids/bids_matlab_version.m @@ -9,6 +9,7 @@ % % :returns: :version_number: (string) Use semantic versioning format (like v0.1.0) % + % (C) Copyright 2021 BIDS-MATLAB developers try diff --git a/+bids/copy_to_derivative.m b/+bids/copy_to_derivative.m index 11a92af0..66d9215e 100644 --- a/+bids/copy_to_derivative.m +++ b/+bids/copy_to_derivative.m @@ -52,6 +52,7 @@ function copy_to_derivative(varargin) % In practice this "unravels" the inheritance principle. % % + % (C) Copyright 2021 BIDS-MATLAB developers default_pipeline_name = ''; diff --git a/+bids/derivatives_json.m b/+bids/derivatives_json.m index 24ec4406..7dd78ee2 100644 --- a/+bids/derivatives_json.m +++ b/+bids/derivatives_json.m @@ -12,6 +12,7 @@ % when the filename contains no BIDS derivatives entity. % :type force: boolean % + % (C) Copyright 2018 BIDS-MATLAB developers % diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index 0086a061..41747d62 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -38,6 +38,7 @@ % diagnostic_table = bids.diagnostic(BIDS, 'split_by', {'task'}, 'output_path', pwd); % % + % (C) Copyright 2021 BIDS-MATLAB developers default_BIDS = pwd; diff --git a/+bids/init.m b/+bids/init.m index 915ece92..10d1f465 100644 --- a/+bids/init.m +++ b/+bids/init.m @@ -25,6 +25,7 @@ function init(varargin) % :type is_derivative: boolean % % + % (C) Copyright 2021 BIDS-MATLAB developers default.pth = pwd; diff --git a/+bids/layout.m b/+bids/layout.m index b1ab86aa..94a35fe4 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -38,8 +38,10 @@ % :type verbose: boolean % % + % (C) Copyright 2016-2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging % + % (C) Copyright 2018 BIDS-MATLAB developers %% Validate input arguments diff --git a/+bids/query.m b/+bids/query.m index 702a2190..6d135cd5 100644 --- a/+bids/query.m +++ b/+bids/query.m @@ -132,8 +132,10 @@ % data = bids.query(BIDS, 'data', filters); % % + % (C) Copyright 2016-2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging % + % (C) Copyright 2018 BIDS-MATLAB developers %#ok<*AGROW> diff --git a/+bids/report.m b/+bids/report.m index 5d6e0a61..535667c8 100644 --- a/+bids/report.m +++ b/+bids/report.m @@ -30,6 +30,7 @@ % :type verbose: boolean % % + % (C) Copyright 2018 BIDS-MATLAB developers % TODO diff --git a/+bids/transformers.m b/+bids/transformers.m index 5cd9193c..78529e61 100644 --- a/+bids/transformers.m +++ b/+bids/transformers.m @@ -34,6 +34,7 @@ % See also: bids.Model % % + % (C) Copyright 2022 BIDS-MATLAB developers SUPPORTED_TRANSFORMERS = lower(cat(1, basic_transfomers, ... diff --git a/+bids/validate.m b/+bids/validate.m index 430707ce..a193e199 100644 --- a/+bids/validate.m +++ b/+bids/validate.m @@ -21,8 +21,10 @@ % % % + % (C) Copyright 2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging % + % (C) Copyright 2018 BIDS-MATLAB developers [sts, ~] = system('bids-validator --version'); diff --git a/demos/spm/facerep/code/convert_facerep_ds.m b/demos/spm/facerep/code/convert_facerep_ds.m index fee0c166..7271f342 100644 --- a/demos/spm/facerep/code/convert_facerep_ds.m +++ b/demos/spm/facerep/code/convert_facerep_ds.m @@ -7,6 +7,7 @@ % Adapted from its counterpart for MoAE % % + % (C) Copyright 2021 Remi Gau % TODO diff --git a/requirements.txt b/requirements.txt index 4b727afc..4b165b21 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,4 +1,4 @@ -miss_hit==0.9.34 +miss_hit==0.9.35 pre-commit ruamel.yaml jupyterlab diff --git a/run_tests.m b/run_tests.m index 406b4fcf..9c00e6e2 100644 --- a/run_tests.m +++ b/run_tests.m @@ -1,5 +1,6 @@ function success = run_tests(with_coverage) % + % (C) Copyright 2021 BIDS-MATLAB developers fprintf('\nRunning tests\n'); diff --git a/tests/test_transformers/test_transformers_class.m b/tests/test_transformers/test_transformers_class.m index 6585a190..e128434f 100644 --- a/tests/test_transformers/test_transformers_class.m +++ b/tests/test_transformers/test_transformers_class.m @@ -1,5 +1,6 @@ function test_suite = test_transformers_class %#ok<*STOUT> % + % (C) Copyright 2022 Remi Gau try % assignment of 'localfunctions' is necessary in Matlab >= 2016 diff --git a/tests/test_transformers/test_transformers_compute.m b/tests/test_transformers/test_transformers_compute.m index 0ad77e19..3ec6d6c6 100644 --- a/tests/test_transformers/test_transformers_compute.m +++ b/tests/test_transformers/test_transformers_compute.m @@ -1,5 +1,6 @@ function test_suite = test_transformers_compute %#ok<*STOUT> % + % (C) Copyright 2022 Remi Gau try % assignment of 'localfunctions' is necessary in Matlab >= 2016 diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index dcc685d8..8fd3c026 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -1,5 +1,6 @@ function test_suite = test_transformers_munge %#ok<*STOUT> % + % (C) Copyright 2022 Remi Gau try % assignment of 'localfunctions' is necessary in Matlab >= 2016 diff --git a/tests/utils/participants.m b/tests/utils/participants.m index a327931c..230f84e1 100644 --- a/tests/utils/participants.m +++ b/tests/utils/participants.m @@ -1,5 +1,6 @@ function value = participants() % + % (C) Copyright 2022 Remi Gau value.sex_m = [true; true; false; false; false]; diff --git a/tests/utils/vis_motion_events.m b/tests/utils/vis_motion_events.m index a4524f51..3b6a4691 100644 --- a/tests/utils/vis_motion_events.m +++ b/tests/utils/vis_motion_events.m @@ -1,5 +1,6 @@ function value = vis_motion_events() % + % (C) Copyright 2022 Remi Gau value.onset = [2; 4]; diff --git a/tests/utils/vis_motion_to_threshold_events.m b/tests/utils/vis_motion_to_threshold_events.m index efa3c6ee..c07f8cda 100644 --- a/tests/utils/vis_motion_to_threshold_events.m +++ b/tests/utils/vis_motion_to_threshold_events.m @@ -1,5 +1,6 @@ function value = vis_motion_to_threshold_events() % + % (C) Copyright 2022 Remi Gau value.onset = [2; 4; 6; 8]; From 53f17e387bdd916f9d739dd7dd132eb4afb1198e Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 21 Oct 2022 08:55:27 +0200 Subject: [PATCH 246/340] update doc --- CITATION.cff | 34 +++++++++++++++++++++++++++++-- CONTRIBUTING.md | 50 ++++++++++------------------------------------ DECISION-MAKING.md | 12 ----------- README.md | 15 +++++++++++--- convert_schema.py | 45 ----------------------------------------- requirements.txt | 1 - 6 files changed, 55 insertions(+), 102 deletions(-) delete mode 100644 convert_schema.py diff --git a/CITATION.cff b/CITATION.cff index fe456ef6..b65f601c 100644 --- a/CITATION.cff +++ b/CITATION.cff @@ -21,6 +21,7 @@ authors: - family-names: Gau given-names: Rémi orcid: https://orcid.org/0000-0002-1535-9767 + affiliation: Université catholique de Louvain - family-names: Flandin given-names: Guillaume @@ -29,8 +30,9 @@ authors: - family-names: Janke given-names: Andrew - - alias: tanguyduval - given-names: tanguyduval + - family-names: Duval + alias: tanguyduval + given-names: Tanguy orcid: https://orcid.org/0000-0002-1228-5192 - family-names: Oostenveld @@ -68,7 +70,35 @@ authors: given-names: Phillips orcid: https://orcid.org/0000-0002-4990-425X + - family-names: "Barilari" + given-names: "Marco" + orcid: "https://orcid.org/0000-0002-3313-3120" + affiliation: "Université catholique de Louvain" + + - family-names: "Battal" + given-names: "Ceren" + orcid: "https://orcid.org/0000-0002-9844-7630" + affiliation: "Université catholique de Louvain" + + - family-names: "MacLean" + given-names: "Michèle" + orcid: "https://orcid.org/0000-0002-0174-9326" + affiliation: "Université de Montréal" + + - family-names: "Caron-Guyon" + given-names: "Jeanne" + orcid: "https://orcid.org/0000-0001-8681-5267" + affiliation: "Université catholique de Louvain" + keywords: + - MATLAB + - Octave - brain imaging data structure + - MRI + - MEG + - EEG + - iEEG + - PET + - microscopy type: software diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index aebb2af0..4c18c99d 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -23,7 +23,11 @@ the following sections: - [Matlab code style guide and quality](#matlab-code-style-guide-and-quality) - [pre-commit hook: reformating your code when committing](#pre-commit-hook-reformating-your-code-when-committing) - [Running tests on the code](#running-tests-on-the-code) - - [Making a change with a pull request](#making-a-change-with-a-pull-request) - [1. Comment on an existing issue or open a new issue referencing your addition](#1-comment-on-an-existing-issue-or-open-a-new-issue-referencing-your-addition) - [2. Fork [this repository](https://github.com/bids-standard/BIDS-MATLAB) to your profile](#2-fork-this-repository-to-your-profile) - [3. Make the changes you've discussed](#3-make-the-changes-youve-discussed) - [4. Submit a pull request](#4-submit-a-pull-request) + - [Making a change with a pull request](#making-a-change-with-a-pull-request) + - [1. Comment on an existing issue or open a new issue referencing your addition](#1-comment-on-an-existing-issue-or-open-a-new-issue-referencing-your-addition) + - [2. Fork [this repository](https://github.com/bids-standard/BIDS-MATLAB) to your profile](#2-fork-this-repository-to-your-profile) + - [3. Make the changes you've discussed](#3-make-the-changes-youve-discussed) + - [4. Submit a pull request](#4-submit-a-pull-request) - [Example pull request](#example-pull-request) - [Commenting on a pull request](#commenting-on-a-pull-request) - [Navigating to open pull requests](#navigating-to-open-pull-requests) @@ -35,7 +39,6 @@ the following sections: - [How the decision to merge a pull request is made?](#how-the-decision-to-merge-a-pull-request-is-made) - [Recognizing contributions](#recognizing-contributions) - [Updating the bids-schema](#updating-the-bids-schema) - - [Thank you!](#thank-you) - Use one of the following prefixes in the title of your pull request: - `[ENH]` - enhancement of the software that adds a new feature or support for @@ -302,13 +303,6 @@ the [BIDS-MATLAB repository](https://github.com/bids-standard/BIDS-MATLAB). ![BIDS-mainpage](images/BIDS_GitHub_mainpage.png "BIDS_GitHub_mainpage") - - ### Pull request description Upon opening the pull request we see a detailed description of what this pull @@ -416,36 +410,14 @@ as a contributor (or ask to be added if we forgot). The schema of the BIDS specification is available as a [set of yaml files in the bids-standards repository](https://github.com/bids-standard/bids-specification/blob/master/CONTRIBUTING.md#updating-the-schema). -For our needs we are using a JSON conversion of that schema: this conversion is -done by the Python script `convert_schema.py`. +A JSON version is also available here: https://bids-specification.readthedocs.io/en/latest/schema.json -This conversion should happen automatically via continuous integration (see the -[github action](.github/workflows/update_schema.yml)) when pushing to the repo -or opening a pull-request. But if you need to trigger it manually, here is how -to do it. - -To install the required packages to run it, you can set up a virtual environment -as follow. +The latest version can be obtained by running the following command: ```bash -virtualenv -p python3 convert_schema -source convert_schema/bin/activate -pip install -r requirements.txt -``` - -You then need to update in the script the path to the yml schema in the bids -specification on your computer. - -```python -input_dir = "/home/remi/github/BIDS-specification/src/schema" +make update_schema ``` -You can then convert the schema: - -``` -python convert_schema.py -``` - -## Thank you! - -You're awesome. +A new version of the schema is fetched automatically regularly via continuous integration +(see the [github action](.github/workflows/update_schema.yml)) when pushing to the repo +or opening a pull-request. diff --git a/DECISION-MAKING.md b/DECISION-MAKING.md index 4435e0bb..a59115e2 100644 --- a/DECISION-MAKING.md +++ b/DECISION-MAKING.md @@ -128,15 +128,3 @@ Conditions: - All unit and integration tests must pass. - All checks for code style and quality must pass. - -## Comments - -1. Researchers preparing academic manuscripts describing work that has been - merged into this repository are strongly encouraged to invite all Maintainers - as co-authors as a form of appreciation for their work. - - diff --git a/README.md b/README.md index 19798820..61957279 100644 --- a/README.md +++ b/README.md @@ -15,7 +15,7 @@ # BIDS for MATLAB / Octave This repository aims at centralising MATLAB/Octave tools to interact with -datasets conforming to the BIDS (Brain Imaging Data Structure) format. +BIDS (Brain Imaging Data Structure) datasets. For more information about BIDS, visit https://bids.neuroimaging.io/. @@ -74,27 +74,37 @@ git checkout upstream/dev ### What this toolbox can do - read the layout of a BIDS dataset (see `bids.layout`), + - perform queries on that layout to get information about the subjects, sessions, runs, modalities, metadata... contained within that dataset (see `bids.query`), + - parse the layout of "BIDS-derivative compatible" datasets (like those generated by fMRIprep), - create BIDS compatible filenames or folder structures for raw or derivatives datasets (`bids.File`, `bids.util.mkdir`, `bids.dataset_description`), + - do basic copying of files to help initialize a derivative dataset to start a new analysis (`bids.copy_to_derivative`), - generate a human readable report of the content of BIDS data set containing anatomical MRI, functional MRI, diffusion weighted imaging, field map data (see `bids.report`) + +- create summary figures listing the number of files for each subject / session and + and imaging modality (see `bids.diagnostic`) + - read and write JSON files (see `bids.util.jsondecode` and `bids.util.jsonwrite`) provided that the right [dependencies](#reading-and-writing-json-files) are installed, + - read and write TSV files (see `bids.util.tsvread` and `bids.util.tsvwrite`) -- access and query the BIDS schema (bids.schema) +- access and query the [BIDS schema](https://bids-specification.readthedocs.io/en/latest/schema.json) (`bids.schema`) + +- access, query and create basic transformations for the [BIDS statistical model](https://bids-standard.github.io/stats-models/) (`bids.Model` and `bids.transformers`) The behavior of this toolbox assumes that it is interacting with a valid BIDS dataset that should have been validated using @@ -109,7 +119,6 @@ BIDS-y enough, the behavior may be predictable. - generate human readable reports of the content of BIDS data with EEG, MEG, iEEG, physio and events data, -- deal with some of the incoming BIDS extensions (BIDS model...) ### What will this toolbox most likely never do diff --git a/convert_schema.py b/convert_schema.py deleted file mode 100644 index 041f3df5..00000000 --- a/convert_schema.py +++ /dev/null @@ -1,45 +0,0 @@ -""" -This script runs through the bids-schema YAML files of the BIDS-specification -and converts them to JSON. - -Created by Remi Gau -""" - -from ruamel.yaml import YAML -import json -import glob -import os - -input_dir = "bids-specification/src/schema" -output_dir = "schema" - -print("\n\nCONVERTING SCHEMA\n\n") - -# create output directories -if not os.path.exists(output_dir): - os.makedirs(output_dir) - -yaml = YAML(typ="safe") - -# list all yaml files in an iterator -file_ls = glob.glob(os.path.join(input_dir, "**", "*.yaml"), recursive=True) - -for in_file in file_ls: - - print(in_file) - - # create output directory and filename - path, fname = os.path.split(in_file) - - path = path.replace(input_dir, output_dir) - if not os.path.exists(path): - os.makedirs(path) - - out_file = os.path.join(path, fname.replace("yaml", "json")) - - # convert to json - with open(in_file) as fpi: - data = yaml.load(fpi) - - with open(out_file, "w") as fpo: - json.dump(data, fpo, indent=2) diff --git a/requirements.txt b/requirements.txt index 4b165b21..9445f2e7 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,6 +1,5 @@ miss_hit==0.9.35 pre-commit -ruamel.yaml jupyterlab octave_kernel jinja2 From 5f0030db0e73e30dec8e11988d4d965d609dc68f Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 21 Oct 2022 15:02:54 +0200 Subject: [PATCH 247/340] bring back images for contributing --- .gitignore | 1 - CONTRIBUTING.md | 20 +++++++++--------- .../BIDS_GitHub_mainpage.png | Bin 0 -> 230447 bytes docs/commenting_images/BIDS_comment.png | Bin 0 -> 93115 bytes docs/commenting_images/BIDS_comment_block.png | Bin 0 -> 41076 bytes docs/commenting_images/BIDS_file_comment.png | Bin 0 -> 291078 bytes docs/commenting_images/BIDS_pr.png | Bin 0 -> 470719 bytes .../BIDS_pr_accept_comment.png | Bin 0 -> 36284 bytes .../BIDS_pr_commit_batch.png | Bin 0 -> 32645 bytes .../BIDS_pr_files_changed.png | Bin 0 -> 247365 bytes docs/commenting_images/BIDS_pr_list.png | Bin 0 -> 241481 bytes .../BIDS_pr_reviewer_credit.png | Bin 0 -> 25835 bytes docs/commenting_images/BIDS_suggest.png | Bin 0 -> 120054 bytes .../commenting_images/BIDS_suggest_change.png | Bin 0 -> 136278 bytes docs/commenting_images/BIDS_suggest_text.png | Bin 0 -> 116760 bytes docs/commenting_images/gitflow_diagram.png | Bin 0 -> 397521 bytes 16 files changed, 10 insertions(+), 11 deletions(-) create mode 100644 docs/commenting_images/BIDS_GitHub_mainpage.png create mode 100644 docs/commenting_images/BIDS_comment.png create mode 100644 docs/commenting_images/BIDS_comment_block.png create mode 100644 docs/commenting_images/BIDS_file_comment.png create mode 100644 docs/commenting_images/BIDS_pr.png create mode 100644 docs/commenting_images/BIDS_pr_accept_comment.png create mode 100644 docs/commenting_images/BIDS_pr_commit_batch.png create mode 100644 docs/commenting_images/BIDS_pr_files_changed.png create mode 100644 docs/commenting_images/BIDS_pr_list.png create mode 100644 docs/commenting_images/BIDS_pr_reviewer_credit.png create mode 100644 docs/commenting_images/BIDS_suggest.png create mode 100644 docs/commenting_images/BIDS_suggest_change.png create mode 100644 docs/commenting_images/BIDS_suggest_text.png create mode 100644 docs/commenting_images/gitflow_diagram.png diff --git a/.gitignore b/.gitignore index 04bcdea7..5d3d300d 100644 --- a/.gitignore +++ b/.gitignore @@ -5,7 +5,6 @@ tmp* *.zip* *.jpg -*.png *.ps *.log diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 4273c830..16c65df3 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -307,14 +307,14 @@ Upon opening the pull request we see a detailed description of what this pull request is seeking to address. Descriptions are important for reviewers and the community to gain context into what the pull request is achieving. -![BIDS-pr](images/BIDS_pr.png "BIDS_pr") +![BIDS-pr](docs/commenting_images/BIDS_pr.png "BIDS_pr") ### Generally commenting on a pull request At the bottom of the pull request page, a comment box is provided for general comments and questions. -![BIDS-comment](images/BIDS_comment.png "BIDS-comment") +![BIDS-comment](docs/commenting_images/BIDS_comment.png "BIDS-comment") ### Specific comments on a pull request @@ -325,7 +325,7 @@ before each removed line. To comment on a specific line, hover over it, and click the blue plus sign (pictured below). Multiple lines can be selected by clicking and dragging the plus sign. -![BIDS-specific-comment](images/BIDS_file_comment.png "BIDS-specific-comment") +![BIDS-specific-comment](docs/commenting_images/BIDS_file_comment.png "BIDS-specific-comment") #### Suggesting text @@ -333,19 +333,19 @@ Comments on lines can contain "suggestions", which allow you to propose specific wording for consideration. To make a suggestion, click the plus/minus (±) icon in the comment box (pictured below). -![BIDS-suggest-box](images/BIDS_suggest.png "BIDS-suggest") +![BIDS-suggest-box](docs/commenting_images/BIDS_suggest.png "BIDS-suggest") Once the button is clicked the highlighted text will be copied into the comment box and formatted as a [Markdown code block](https://help.github.com/en/github/writing-on-github/creating-and-highlighting-code-blocks). -![BIDS-suggest-text](images/BIDS_suggest_text.png "BIDS-suggest-box") +![BIDS-suggest-text](docs/commenting_images/BIDS_suggest_text.png "BIDS-suggest-box") The "Preview" tab in the comment box will show your suggestion as it will be rendered. The "Suggested change" box will highlight the differences between the original text and your suggestion. -![BIDS-suggest-change](images/BIDS_suggest_change.png "BIDS-suggest-change") +![BIDS-suggest-change](docs/commenting_images/BIDS_suggest_change.png "BIDS-suggest-change") A comment may be submitted on its own by clicking "Add single comment". Several comments may be grouped by clicking "Start a review". As more comments are @@ -364,7 +364,7 @@ their contribution. To do this, you must click on the `Files changed` tab at the top of the page of a pull request. -![BIDS_pr_files_changed](images/BIDS_pr_files_changed.png "BIDS_pr_files_changed") +![BIDS_pr_files_changed](docs/commenting_images/BIDS_pr_files_changed.png "BIDS_pr_files_changed") From there you can browse the different files changed and the 'diff' for each of them (what line was changed and what the change consist of). You can also see @@ -372,18 +372,18 @@ comments and directly change suggestions made by reviewers. You can add each suggestion one by one or group them together in a batch. -![BIDS_pr_accept_comment](images/BIDS_pr_accept_comment.png "BIDS_pr_accept_comment") +![BIDS_pr_accept_comment](docs/commenting_images/BIDS_pr_accept_comment.png "BIDS_pr_accept_comment") If you decide to batch the suggestions to add several of them at once, you must scroll back to the top of the 'Files changed' page and the `commit suggestions` button will let you add all those suggestions as a single commit. -![BIDS_pr_commit_batch](images/BIDS_pr_commit_batch.png "BIDS_pr_commit_batch") +![BIDS_pr_commit_batch](docs/commenting_images/BIDS_pr_commit_batch.png "BIDS_pr_commit_batch") Once those suggestions are committed the commit information should mention the reviewer as a co-author. -![BIDS_pr_reviewer_credit](images/BIDS_pr_reviewer_credit.png "BIDS_pr_reviewer_credit") +![BIDS_pr_reviewer_credit](docs/commenting_images/BIDS_pr_reviewer_credit.png "BIDS_pr_reviewer_credit") ## How the decision to merge a pull request is made? diff --git a/docs/commenting_images/BIDS_GitHub_mainpage.png b/docs/commenting_images/BIDS_GitHub_mainpage.png new file mode 100644 index 0000000000000000000000000000000000000000..08106280d8478bdc89784b259bf228e59109cc91 GIT binary patch literal 230447 zcmbTd1yr3s);Ef4kwSqMJ-9=0iX7bC-L1I0yA=20?(Po7-Q6kf?i{#uX1;g+^WN{y zT{F*F&q_|Rf7!{-&Q5lcCsbBi1PK8f0SpWbNla8w9t;eQ1`G`19uDR`MS@V+7Yyu! zv8jN7teAiRK-SLM*wn%Z3`{gMK?PP-VF)urLtgB=FPtcRdngf$PdutR6nL>;Q2Xgz)Ar%$gdA|^Itxv7yYBWVDVgRg6v;9!?I=bP{Di*dDBQ0;Sc~;;9&F^gFAs>s6AQhPHx$ffqkerLwY`_ z6Y^WQNZJ+MYS?XBmT~c2flcsWj1dz_`(RlsFt=qye8@Xfo>0}TiWD&rStd}n(Y&Kr z{Ao~^A%1?vR9q zO7OR5?-E8I$wgCq?7?0iO~o$nW)5-BQ>(TuQ5SeoCYqha1B<6p7A7@6k+b*pLp+Af zLDj+ijl`W)pS2J?H zF@s)ZqO`_ZVUN_l?uD(7XdUoYie@WM)vE~h)hvdD6jNU-B;u26=oB{2Xo28p1YTVX zHM-*E3g0NE7_k7$i>hz~7ZIO1J+n3|0kL+m zu&#n(@C^RVa6)=pDXY~^G0bYI^iDF$pHs4KPZM?r%uj7=D0t-a8+{ig<>HHO`vyLB z_Z4pq7#Id#ilwk$j%vOxx=3-kd<+5CM1@i1h1bALMzHhEYcH&ZT{jgb0wWmYLq-K> zD>t4bR^lcKTo9Cnc=Zv5`Xu0$eI)mh!tW_cKz(cu$*@%9$1J|l(1 z8O0e)@$J)?$q}gnsFF8%A9#$}buPVmB8oaxBm1@^KCrgMEZ!6EW6mM^gOvkxM_ zO*FSh2@B!{``{Pb@F!IWjZG+~D=;7cEWpR+D`u}RNi+;u566!!w?zL#UCd;ZVP0re zu?m};=9{dVJX)Jy4xlUfc>Dk)0g+!(6?ze>MKnL6 z1Vlg)Zi#+~^~odrDT+)a6hBB~2rlniCOA*55u?5XyYtl!;@b}gKx6c?DBBg*6@H&A zwpoCB7V-f_e1zTPcV_tXfW54lNi+w-mQUsU=9AptA>AOjqqGG$r%b*Rz!3Y7%^1+P4$~{=$!7YDwD^wN|kgOta~uJEzEfL+9q~ncbqLa5Gm82{@22G z>jg|3Qm5a>fcvEk6vwZ$P4Nrz3pjMRZvlq^jQpf}uv@5GpFC1q;3`7}iQ*1KZvw3i zuo;rrxvqEI5c47NKYMy$kbe6No zS*}tfGv_>OVs8IoQoH zY@ng;2Mw4cLR}hN3zIZ`hc6!^a3frVn}soi-6NJG+#--7+QSvXe?*iXvgPxleDmwnWvkOxxW4n8G~&R{7ZJ*b7G_ z)i6~))sxlPvbe!w#bRZyp}e8pN!e-p#CU0L31lWyZL;#?bYVHO!Fzl2Ao}Q{Tp+hc zK?GeS!ywckeH)LwMWJejxe&XsbX?G+!9L?!cwd69=ttv^#r);n9O|Q^Z7SQfgJlN4 zuie%G4uWGLI9AMTks2`?=_{a^(HI6|2@%#v58$ws;!_buu5{GX&e>_kdB+;)?t9Oa zfk;xM6+S2__(yP8?(%jC`5IHVeT7NfJ|eveear$`W$OBebKCU|w?;Sbo6Fmn=h

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-10,7 +10,8 @@ % - edit those filenames % - rename files % - access that file metadata -% + +addpath(fullfile(pwd, '..')); %% Parsing filenames bf = bids.File('sub-01_ses-02_task-face_run-01_bold.nii.gz'); @@ -137,7 +138,7 @@ % creating dummy data system('touch sub-01_ses-02_task-face_run-01_bold.nii.gz'); -% creating dummy metada +% creating dummy metadata bids.util.jsonencode('sub-01_ses-02_task-face_run-01_bold.json', ... struct('TaskName', 'face', ... 'RepetitionTime', 1.5)); From 1e95e537ad543cece4767fc7fb4bcbceafc36ecb Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 22 Oct 2022 09:23:55 +0200 Subject: [PATCH 249/340] update demos --- +bids/+internal/error_handling.m | 2 +- +bids/layout.m | 2 +- README.md | 51 +- binder/postBuild | 2 +- demos/README.md | 31 ++ demos/notebooks/01_BIDS-Matlab_basics.ipynb | 518 +++----------------- demos/spm/extract_confounds_fmriprep.m | 83 ++++ demos/working_with_files.m | 19 +- 8 files changed, 236 insertions(+), 472 deletions(-) create mode 100644 demos/README.md create mode 100644 demos/spm/extract_confounds_fmriprep.m diff --git a/+bids/+internal/error_handling.m b/+bids/+internal/error_handling.m index 1458e0a6..5e88b0bd 100644 --- a/+bids/+internal/error_handling.m +++ b/+bids/+internal/error_handling.m @@ -45,7 +45,7 @@ function error_handling(varargin) function_name = bids.internal.file_utils(args.Results.function_name, 'basename'); id = [function_name, ':' args.Results.id]; - msg = ['\n' args.Results.msg '\n']; + msg = sprintf(['\n' args.Results.msg '\n']); if ~args.Results.tolerant errorStruct.identifier = id; diff --git a/+bids/layout.m b/+bids/layout.m index 94a35fe4..86f0d557 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -54,7 +54,7 @@ default_use_schema = true; default_verbose = false; - is_dir_or_struct = @(x) (isstruct(x) || isdir(x)); + is_dir_or_struct = @(x) (isstruct(x) || isfolder(x)); args = inputParser(); diff --git a/README.md b/README.md index e97fb635..6a98037f 100644 --- a/README.md +++ b/README.md @@ -5,13 +5,29 @@ [![miss_hit](https://github.com/bids-standard/bids-matlab/actions/workflows/miss_hit.yml/badge.svg)](https://github.com/bids-standard/bids-matlab/actions/workflows/miss_hit.yml) [![tests_matlab](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_matlab.yml/badge.svg)](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_matlab.yml) [![tests_octave](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_octave.yml/badge.svg)](https://github.com/bids-standard/bids-matlab/actions/workflows/run_tests_octave.yml) -[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/bids-standard/bids-matlab/master?filepath=examples/tutorial.ipynb) +[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/bids-standard/bids-matlab/dev?urlpath=demos) [![View bids-matlab on File Exchange](https://www.mathworks.com/matlabcentral/images/matlab-file-exchange.svg)](https://nl.mathworks.com/matlabcentral/fileexchange/93740-bids-matlab) [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.5910584.svg)](https://doi.org/10.5281/zenodo.5910584) [![All Contributors](https://img.shields.io/badge/all_contributors-13-orange.svg?style=flat-square)](#contributors-) +- [BIDS for MATLAB / Octave](#bids-for-matlab--octave) + - [Installation](#installation) + - [Get the latest features](#get-the-latest-features) + - [Features](#features) + - [What this toolbox can do](#what-this-toolbox-can-do) + - [What this toolbox cannot do... yet](#what-this-toolbox-cannot-do-yet) + - [What will this toolbox most likely never do](#what-will-this-toolbox-most-likely-never-do) + - [Usage](#usage) + - [Demos](#demos) + - [Requirements](#requirements) + - [Reading and writing JSON files](#reading-and-writing-json-files) + - [Implementation](#implementation) + - [Get in touch](#get-in-touch) + - [Other tools (MATLAB only)](#other-tools-matlab-only) + - [Contributing](#contributing) + # BIDS for MATLAB / Octave This repository aims at centralising MATLAB/Octave tools to interact with @@ -19,10 +35,6 @@ BIDS (Brain Imaging Data Structure) datasets. For more information about BIDS, visit https://bids.neuroimaging.io/. -Join our chat on the -[BIDS-MATLAB channel](https://mattermost.brainhack.org/brainhack/channels/bids-matlab) -on the brainhack mattermost and our [google group](https://groups.google.com/g/bids-matlab). - See also [PyBIDS](https://github.com/bids-standard/pybids) for Python and the [BIDS Starter Kit](https://github.com/bids-standard/bids-starter-kit). @@ -145,10 +157,9 @@ To use the `+bids/+util/jsondecode.m` function: content = bids.util.jsondecode('/home/data/some_json_file.json'); ``` -A -[tutorial](https://github.com/bids-standard/bids-matlab/blob/master/examples/tutorial.ipynb) -is available as a Jupyter Notebook and can be run interactively via -[Binder](https://mybinder.org/v2/gh/bids-standard/bids-matlab/master?filepath=examples/tutorial.ipynb). +## Demos + +There are demos and tutorials showing some of the features in the `demos` folder. ## Requirements @@ -163,7 +174,12 @@ this is not guaranteed. ### Reading and writing JSON files -If you are using MATLAB R2016b or newer, nothing else needs to be installed. +Make sure to be familiar with the [JSON 101](https://bids-standard.github.io/stats-models/json_101.html). + +Note some of the perks of working with JSON files described +on [the BIDS starterkit](https://bids-standard.github.io/bids-starter-kit/folders_and_files/metadata.html#interoperability-issues). + +For BIDS-MATLAB, if you are using MATLAB R2016b or newer, nothing else needs to be installed. If you are using MATLAB R2016a or older, or using Octave, you need to install a supported JSON library for your MATLAB or Octave. This can be any of: @@ -178,6 +194,16 @@ Starting point was `spm_BIDS.m` from [SPM12](https://github.com/spm/spm12) reformatted in a `+bids` package with dependencies to other SPM functions removed. +## Get in touch + +To contact us: + +- open an [issue](https://github.com/bids-standard/bids-matlab/issues/new/choose) +- join our chat on the +[BIDS-MATLAB channel](https://mattermost.brainhack.org/brainhack/channels/bids-matlab) +on the brainhack mattermost +- join our [google group](https://groups.google.com/g/bids-matlab). + ## Other tools (MATLAB only) - [dicm2nii](https://github.com/xiangruili/dicm2nii): A DICOM to BIDS @@ -192,7 +218,10 @@ removed. [resting state analysis from OMEGA datasets](https://neuroimage.usc.edu/brainstorm/Tutorials/RestingOmega#BIDS_specifications) ) -## Contributors ✨ +## Contributing + +If you want to contribute make sure to check our [contributing guidelines](CONTRIBUTING.md) +and our [code of conduct](CODE_OF_CONDUCT.md). Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/docs/en/emoji-key)): diff --git a/binder/postBuild b/binder/postBuild index c596e2e9..240a5a90 100644 --- a/binder/postBuild +++ b/binder/postBuild @@ -10,6 +10,6 @@ cd .. octave --no-gui --no-window-system --silent --eval "addpath (fullfile (getenv (\"HOME\"), \"JSONio\")); savepath ();" -cd "${HOME}/examples" +cd "${HOME}/demos/notebooks" make install diff --git a/demos/README.md b/demos/README.md new file mode 100644 index 00000000..5aac0f7b --- /dev/null +++ b/demos/README.md @@ -0,0 +1,31 @@ +## Notebooks + +[Tutorials](https://github.com/bids-standard/bids-matlab/blob/master/demos/notebooks/tutorial.ipynb) +are available as a Jupyter Notebook to be run with Octave and that can be run interactively via +[Binder](https://mybinder.org/v2/gh/bids-standard/bids-matlab/master?filepath=examples/tutorial.ipynb). + +## SPM + +This shows how to use BIDS-MATLAB with SPM12 by running some of the tutorials +from the SPM website by relying on BIDS-MATLAB for file querying. + +There is also an exmaple of how to extract confound information from fmriprep datasets +to make it easier to analyse them with SPM. + +The output should have a BIDS like structure like this: + +```bash +spm12 +├── CHANGES +├── dataset_description.json +├── README +└── sub-01 + └── stats + ├── sub-01_task-facerepetition_confounds.mat + └── sub-01_task-facerepetition_confounds.tsv +``` + +## Transformers + +Small demo on how to use transformers to modify the content of events TSV files +to be used with the BIDS statistical model. diff --git a/demos/notebooks/01_BIDS-Matlab_basics.ipynb b/demos/notebooks/01_BIDS-Matlab_basics.ipynb index e70b793d..b1d9520e 100644 --- a/demos/notebooks/01_BIDS-Matlab_basics.ipynb +++ b/demos/notebooks/01_BIDS-Matlab_basics.ipynb @@ -18,12 +18,12 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "% add bids-matlab to path\n", - "addpath(fullfile(pwd, '..'));" + "addpath(fullfile(pwd, '..', '..'));" ] }, { @@ -49,29 +49,11 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "bids-examples/ds101\n", - "├── sub-01\n", - "│   ├── anat\n", - "│   └── func\n", - "├── sub-02\n", - "│   ├── anat\n", - "│   └── func\n", - "├── sub-03\n", - "│   ├── anat\n", - "│   └── func\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "!tree bids-examples/ds101 -d -L 2 | head" ] @@ -87,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -103,6 +85,7 @@ " BIDS = bids.layout(pwd, ...\n", " 'use_schema', true, ...\n", " 'index_derivatives', false, ...\n", + " 'index_dependencies', true, ...\n", " 'tolerant', true, ...\n", " 'verbose', false)\n", "\n", @@ -122,6 +105,10 @@ " any ``derivatives`` folder in the BIDS dataset.\n", " :type index_derivatives: boolean\n", "\n", + " :param index_dependencies: if ``true`` this will index the dependencies (json files,\n", + " assiciated TSV files for each file...)\n", + " :type index_dependencies: boolean\n", + "\n", " :param tolerant: Set to ``true`` to turn validation errors into warnings\n", " :type tolerant: boolean\n", "\n", @@ -129,9 +116,6 @@ " :type verbose: boolean\n", "\n", "\n", - " (C) Copyright 2016-2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging\n", - "\n", - " (C) Copyright 2018 BIDS-MATLAB developers\n", "\n", "\n", "Additional help for built-in functions and operators is\n", @@ -139,7 +123,7 @@ "'doc ' to search the manual index.\n", "\n", "Help and information about Octave is also available on the WWW\n", - "at http://www.octave.org and via the help@octave.org\n", + "at https://www.octave.org and via the help@octave.org\n", "mailing list.\n" ] } @@ -150,11 +134,23 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 3, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "error: argument '/HOME/REMI/GITHUB/BIDS-MATLAB/DEMOS/NOTEBOOKS/BIDS-EXAMPLES/DS101' is not a valid parameter\n", + "error: called from\n", + " error at line 573 column 7\n", + " parse at line 491 column 13\n", + " layout at line 68 column 3\n" + ] + } + ], "source": [ "BIDS = bids.layout(fullfile(pwd,'bids-examples','ds101'));" ] @@ -170,297 +166,81 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\n", - " Queries a directory structure formatted according to the BIDS standard\n", - "\n", - " USAGE::\n", - "\n", - " result = bids.query(BIDS, query, ...)\n", - "\n", - " :param BIDS: BIDS directory name or BIDS structure (from bids.layout)\n", - " :type BIDS: strcuture or string\n", - " :param query: type of query (see list below)\n", - " :type query: string\n", - "\n", - " Type of query allowed:\n", - "\n", - " - ``'sessions'``\n", - " - ``'subjects'``\n", - " - ``'modalities'``\n", - " - ``'tasks'``\n", - " - ``'runs'``\n", - " - ``'suffixes'``\n", - " - ``'entities'``\n", - " - ``'data'``\n", - " - ``'metadata'``\n", - " - ``'metafiles'``\n", - " - ``'dependencies'``\n", - " - ``'extensions'``\n", - " - ``'prefixes'``\n", - "\n", - "\n", - " .. warning:: Note that all the query types are plurals.\n", - "\n", - " Queries can \"filtered\" by passing more arguments key-value pairs as a list of\n", - " strings or as a cell or a structure.\n", - "\n", - " Note that for the entities listed below can be queried using integers:\n", - "\n", - " - ``'run'``\n", - " - ``'flip'``\n", - " - ``'inv'``\n", - " - ``'split'``\n", - " - ``'echo'``\n", - "\n", - " It is also possible to use regular expressions in the value.\n", - "\n", - " Regex example::\n", - "\n", - " % The following 2 will return the same thing\n", - " data = bids.query(BIDS, 'data', 'sub', '01')\n", - " data = bids.query(BIDS, 'data', 'sub', '^01$')\n", - "\n", - " % But the following would return all the data for all subjects\n", - " % whose label ends in '01'\n", - " data = bids.query(BIDS, 'data', 'sub', '.*01')\n", - "\n", - " ---\n", - "\n", - " Example 1::\n", - "\n", - " data = bids.query(BIDS, 'data', ...\n", - " 'sub', '01', ...\n", - " 'task', 'stopsignalwithpseudowordnaming', ...\n", - " 'run', 1:5, ...\n", - " 'extension', '.nii.gz', ...\n", - " 'suffix', 'bold');\n", - "\n", - "\n", - " Example 2::\n", - "\n", - " filters = struct('sub', '01', ...\n", - " 'task', 'stopsignalwithpseudowordnaming', ...\n", - " 'run', 1:5, ...\n", - " 'extension', '.nii.gz', ...\n", - " 'suffix', 'bold');\n", - "\n", - " data = bids.query(BIDS, 'data', filters);\n", - "\n", - "\n", - " Example 3::\n", - "\n", - " filters = {'sub', '0[1-5]'; ...\n", - " 'task', 'stopsignal.*'; ...\n", - " 'run', 1:5; ...\n", - " 'extension', '.nii.*'; ...\n", - " 'suffix', 'bold'};\n", - "\n", - " data = bids.query(BIDS, 'data', filters);\n", - "\n", - "\n", - " (C) Copyright 2016-2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging\n", - "\n", - " (C) Copyright 2018 BIDS-MATLAB developers\n", - "\n", - "\n", - "Additional help for built-in functions and operators is\n", - "available in the online version of the manual. Use the command\n", - "'doc ' to search the manual index.\n", - "\n", - "Help and information about Octave is also available on the WWW\n", - "at http://www.octave.org and via the help@octave.org\n", - "mailing list.\n" - ] - } - ], + "outputs": [], "source": [ "help bids.query" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = run\n", - " [2,1] = sub\n", - " [3,1] = task\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "bids.query(BIDS, 'entities')" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = 01\n", - " [1,2] = 02\n", - " [1,3] = 03\n", - " [1,4] = 04\n", - " [1,5] = 05\n", - " [1,6] = 06\n", - " [1,7] = 07\n", - " [1,8] = 08\n", - " [1,9] = 09\n", - " [1,10] = 10\n", - " [1,11] = 11\n", - " [1,12] = 12\n", - " [1,13] = 13\n", - " [1,14] = 14\n", - " [1,15] = 15\n", - " [1,16] = 16\n", - " [1,17] = 17\n", - " [1,18] = 18\n", - " [1,19] = 19\n", - " [1,20] = 20\n", - " [1,21] = 21\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "bids.query(BIDS, 'subjects')" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = {}(1x0)\n" - ] - } - ], + "outputs": [], "source": [ "bids.query(BIDS,'sessions')" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = 01\n", - " [1,2] = 02\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "bids.query(BIDS, 'runs')" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = Simontask\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "bids.query(BIDS, 'tasks')" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = T1w\n", - " [1,2] = bold\n", - " [1,3] = events\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "bids.query(BIDS, 'suffixes')" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = anat\n", - " [1,2] = func\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "bids.query(BIDS, 'modalities')" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = {}(1x0)\n" - ] - } - ], + "outputs": [], "source": [ "% Make more specific queries\n", "bids.query(BIDS, 'runs', 'suffix', 'T1w')" @@ -468,21 +248,9 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = 01\n", - " [1,2] = 02\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "bids.query(BIDS, 'runs', 'suffix', 'bold')" ] @@ -503,22 +271,11 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": { "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-05/func/sub-05_task-Simontask_run-02_bold.nii.gz\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "bids.query(BIDS,'data', 'sub','05', 'run', '02', 'task','Simontask', 'suffix','bold')" ] @@ -544,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -557,21 +314,9 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-05/func/sub-05_task-Simontask_run-01_bold.nii.gz\n", - " [2,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-05/func/sub-05_task-Simontask_run-02_bold.nii.gz\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "bids.query(BIDS, 'data', filter)" ] @@ -585,55 +330,18 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "filter =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " sub = \n", - " {\n", - " [1,1] = 01\n", - " [1,2] = 03\n", - " }\n", - " run =\n", - "\n", - " 1 2 3\n", - "\n", - " task = Simontask\n", - " suffix = bold\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "filter.sub = {'01', '03'}" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-01/func/sub-01_task-Simontask_run-01_bold.nii.gz\n", - " [2,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-01/func/sub-01_task-Simontask_run-02_bold.nii.gz\n", - " [3,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-03/func/sub-03_task-Simontask_run-01_bold.nii.gz\n", - " [4,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-03/func/sub-03_task-Simontask_run-02_bold.nii.gz\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "bids.query(BIDS, 'data', filter)" ] @@ -654,47 +362,9 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " RepetitionTime = 2\n", - " TaskName = Simon task\n", - "\n", - " [1,2] =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " RepetitionTime = 2\n", - " TaskName = Simon task\n", - "\n", - " [1,3] =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " RepetitionTime = 2\n", - " TaskName = Simon task\n", - "\n", - " [1,4] =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " RepetitionTime = 2\n", - " TaskName = Simon task\n", - "\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "bids.query(BIDS, 'metadata', filter)" ] @@ -708,40 +378,9 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-01/anat/sub-01_T1w.nii.gz\n", - " [2,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-02/anat/sub-02_T1w.nii.gz\n", - " [3,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-03/anat/sub-03_T1w.nii.gz\n", - " [4,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-04/anat/sub-04_T1w.nii.gz\n", - " [5,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-05/anat/sub-05_T1w.nii.gz\n", - " [6,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-06/anat/sub-06_T1w.nii.gz\n", - " [7,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-07/anat/sub-07_T1w.nii.gz\n", - " [8,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-08/anat/sub-08_T1w.nii.gz\n", - " [9,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-09/anat/sub-09_T1w.nii.gz\n", - " [10,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-10/anat/sub-10_T1w.nii.gz\n", - " [11,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-11/anat/sub-11_T1w.nii.gz\n", - " [12,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-12/anat/sub-12_T1w.nii.gz\n", - " [13,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-13/anat/sub-13_T1w.nii.gz\n", - " [14,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-14/anat/sub-14_T1w.nii.gz\n", - " [15,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-15/anat/sub-15_T1w.nii.gz\n", - " [16,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-16/anat/sub-16_T1w.nii.gz\n", - " [17,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-17/anat/sub-17_T1w.nii.gz\n", - " [18,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-18/anat/sub-18_T1w.nii.gz\n", - " [19,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-19/anat/sub-19_T1w.nii.gz\n", - " [20,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-20/anat/sub-20_T1w.nii.gz\n", - " [21,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-21/anat/sub-21_T1w.nii.gz\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "bids.query(BIDS, 'data', 'suffix', 'T1w')" ] @@ -764,29 +403,11 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": { "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "dependencies =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " explicit = {}(0x0)\n", - " data = {}(0x0)\n", - " group = \n", - " {\n", - " [1,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-05/func/sub-05_task-Simontask_run-02_events.tsv\n", - " }\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "filter = struct(...\n", " 'sub','05', ...\n", @@ -813,22 +434,9 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "data = \n", - "{\n", - " [1,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-01/func/sub-01_task-Simontask_run-02_bold.nii.gz\n", - " [2,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-02/func/sub-02_task-Simontask_run-02_bold.nii.gz\n", - " [3,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds101/sub-03/func/sub-03_task-Simontask_run-02_bold.nii.gz\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "filter = struct(...\n", " 'sub','0[1-5]', ...\n", @@ -870,7 +478,7 @@ ], "mimetype": "text/x-octave", "name": "octave", - "version": "4.2.2" + "version": "6.4.0" } }, "nbformat": 4, diff --git a/demos/spm/extract_confounds_fmriprep.m b/demos/spm/extract_confounds_fmriprep.m new file mode 100644 index 00000000..11221797 --- /dev/null +++ b/demos/spm/extract_confounds_fmriprep.m @@ -0,0 +1,83 @@ +% extracts confounds of interest from fmriprep timeseries.tsv +% and saves them for easier ingestion by SPM model specification +% + +% (C) Copyright 2022 Remi Gau + +path_to_fmriprep = fullfile(pwd, 'fmriprep'); +output_folder = fullfile(pwd, 'spm12'); + +task_label = 'facerepetition'; +space_label = 'MNI152NLin2009cAsym'; + +% set up some regular expression to identify the confounds we want to keep +confounds_of_interest = {'^rot_[xyz]$', '^trans_[xyz]$', '^*outlier*$'}; + +% index the content of the fmriprep data set and figure out which subjects we +% have +BIDS = bids.layout(path_to_fmriprep, 'use_schema', false); +subjects = bids.query(BIDS, 'subjects'); + +% prepare the output folder structure +folders = struct('subjects', {subjects}, 'modalities', {{'stats'}}); +bids.init(output_folder, 'folders', folders); + +for i_sub = 1:numel(subjects) + + % create the filter to + filter = struct('sub', subjects{i_sub}, ... + 'task', task_label, ... + 'desc', 'confounds', ... + 'suffix', 'timeseries'); + confound_files = bids.query(BIDS, 'data', filter); + + % loop through all the desc-confounds_timeseries.tsv + % load it + % get only the condounds we need + % save it in the output folder as a mat file and a TSV + for i = 1:numel(confound_files) + + % for mat file + names = {}; + R = []; + + % for TSV + new_content = struct(); + + % load + content = bids.util.tsvread(confound_files{i}); + confounds_names = fieldnames(content); + + % create a logical vector to identify which confounds to keep + % and store confounds to keep in new variables + confounds_to_keep = regexp(confounds_names, ... + strjoin(confounds_of_interest, '|')); + confounds_to_keep = ~cellfun('isempty', confounds_to_keep); + + confounds_names = confounds_names(confounds_to_keep); + + for j = 1:numel(confounds_names) + % for mat file + names{j} = confounds_names{j}; + R(:, j) = content.(confounds_names{j}); + + % for TSV + new_content.(confounds_names{j}) = content.(confounds_names{j}); + end + + % save to mat and TSV + output_file_name = bids.File(confound_files{i}); + output_file_name.entities.desc = ''; + output_file_name.suffix = 'confounds'; + + output_file_name.path = fullfile(output_folder, ['sub-' subjects{i_sub}], 'stats'); + + bids.util.tsvwrite(fullfile(output_file_name.path, output_file_name.filename), ... + new_content); + + output_file_name.extension = '.mat'; + save(fullfile(output_file_name.path, output_file_name.filename), 'names', 'R'); + + end + +end diff --git a/demos/working_with_files.m b/demos/working_with_files.m index 096d5d8b..af5b01a9 100644 --- a/demos/working_with_files.m +++ b/demos/working_with_files.m @@ -10,8 +10,7 @@ % - edit those filenames % - rename files % - access that file metadata - -addpath(fullfile(pwd, '..')); +% %% Parsing filenames bf = bids.File('sub-01_ses-02_task-face_run-01_bold.nii.gz'); @@ -76,6 +75,20 @@ bf = bids.File(spec, 'use_schema', true); disp(bf.filename); +%% Checking for valid BIDS filename + +% if we forget the required entity "task" for this eeg file +spec = struct('ext', '.eeg', ... + 'suffix', 'eeg', ... + 'entities', struct('run', '02', ... + 'sub', '01')); + +% using the verbose flag will throw a warning +bids.File(spec, 'use_schema', true, 'verbose', true); + +% using the tolerant flag will throw an error +bids.File(spec, 'use_schema', true, 'tolerant', false); + %% Renaming existing files % let's create a dummy file to work with @@ -138,7 +151,7 @@ % creating dummy data system('touch sub-01_ses-02_task-face_run-01_bold.nii.gz'); -% creating dummy metadata +% creating dummy metada bids.util.jsonencode('sub-01_ses-02_task-face_run-01_bold.json', ... struct('TaskName', 'face', ... 'RepetitionTime', 1.5)); From 2ef284e250f7340fb12881a332dc6ca7e8225b5e Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 22 Oct 2022 11:08:04 +0200 Subject: [PATCH 250/340] update notebooks and convert to matlab scripts --- .gitignore | 3 +- demos/notebooks/.gitignore | 2 - .../08_BIDS-Matlab_stats_model.ipynb | 1 - ...sics.ipynb => BIDS-Matlab_01_basics.ipynb} | 89 +++++---- ...ipynb => BIDS-Matlab_02_derivatives.ipynb} | 12 +- ...DS-Matlab_03_filenames_and_metadata.ipynb} | 84 ++------- ...pynb => BIDS-Matlab_04_new_datasets.ipynb} | 12 +- ...port.ipynb => BIDS-Matlab_05_report.ipynb} | 9 +- ...on.ipynb => BIDS-Matlab_06_tsv_json.ipynb} | 11 +- ....ipynb => BIDS-Matlab_07_diagnostic.ipynb} | 11 +- .../BIDS-Matlab_08_stats_model.ipynb | 1 + demos/notebooks/BIDS_Matlab_01_basics.m | 178 ++++++++++++++++++ demos/notebooks/BIDS_Matlab_02_derivatives.m | 113 +++++++++++ .../BIDS_Matlab_03_filenames_and_metadata.m | 148 +++++++++++++++ demos/notebooks/BIDS_Matlab_04_new_datasets.m | 48 +++++ demos/notebooks/BIDS_Matlab_05_report.m | 22 +++ demos/notebooks/BIDS_Matlab_06_tsv_json.m | 71 +++++++ demos/notebooks/BIDS_Matlab_07_diagnostic.m | 19 ++ demos/notebooks/BIDS_Matlab_08_stats_model.m | 50 +++++ demos/notebooks/add_bids_matlab_to_path.m | 4 + demos/notebooks/convert.py | 46 +++++ demos/notebooks/miss_hit.cfg | 5 + demos/notebooks/test_notebooks.m | 26 +++ docs/.gitignore | 2 - 24 files changed, 828 insertions(+), 139 deletions(-) delete mode 100644 demos/notebooks/08_BIDS-Matlab_stats_model.ipynb rename demos/notebooks/{01_BIDS-Matlab_basics.ipynb => BIDS-Matlab_01_basics.ipynb} (82%) rename demos/notebooks/{02_BIDS-Matlab_derivatives.ipynb => BIDS-Matlab_02_derivatives.ipynb} (97%) rename demos/notebooks/{03_BIDS-Matlab_filenames_and_metadata.ipynb => BIDS-Matlab_03_filenames_and_metadata.ipynb} (89%) rename demos/notebooks/{04_BIDS-Matlab_new_datasets.ipynb => BIDS-Matlab_04_new_datasets.ipynb} (97%) rename demos/notebooks/{05_BIDS-Matlab_report.ipynb => BIDS-Matlab_05_report.ipynb} (97%) rename demos/notebooks/{06_BIDS-Matlab_tsv_json.ipynb => BIDS-Matlab_06_tsv_json.ipynb} (99%) rename demos/notebooks/{07_BIDS-Matlab_diagnostic.ipynb => BIDS-Matlab_07_diagnostic.ipynb} (99%) create mode 100644 demos/notebooks/BIDS-Matlab_08_stats_model.ipynb create mode 100644 demos/notebooks/BIDS_Matlab_01_basics.m create mode 100644 demos/notebooks/BIDS_Matlab_02_derivatives.m create mode 100644 demos/notebooks/BIDS_Matlab_03_filenames_and_metadata.m create mode 100644 demos/notebooks/BIDS_Matlab_04_new_datasets.m create mode 100644 demos/notebooks/BIDS_Matlab_05_report.m create mode 100644 demos/notebooks/BIDS_Matlab_06_tsv_json.m create mode 100644 demos/notebooks/BIDS_Matlab_07_diagnostic.m create mode 100644 demos/notebooks/BIDS_Matlab_08_stats_model.m create mode 100644 demos/notebooks/add_bids_matlab_to_path.m create mode 100644 demos/notebooks/convert.py create mode 100644 demos/notebooks/miss_hit.cfg create mode 100644 demos/notebooks/test_notebooks.m delete mode 100644 docs/.gitignore diff --git a/.gitignore b/.gitignore index 5d3d300d..75921362 100644 --- a/.gitignore +++ b/.gitignore @@ -32,7 +32,8 @@ coverage.xml # styling .prettierrc - +# doc +build # jupyter notebooks .ipynb_checkpoints diff --git a/demos/notebooks/.gitignore b/demos/notebooks/.gitignore index 6216d193..972a7fbe 100644 --- a/demos/notebooks/.gitignore +++ b/demos/notebooks/.gitignore @@ -1,5 +1,3 @@ -bids-examples dummy_ds output -.ipynb_checkpoints diff --git a/demos/notebooks/08_BIDS-Matlab_stats_model.ipynb b/demos/notebooks/08_BIDS-Matlab_stats_model.ipynb deleted file mode 100644 index 13428d22..00000000 --- a/demos/notebooks/08_BIDS-Matlab_stats_model.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"cells":[{"cell_type":"code","execution_count":1,"id":"357804c7-6a9c-48e0-8323-0f3cb1c7fb2d","metadata":{"trusted":true,"vscode":{"languageId":"json"}},"outputs":[],"source":["% add bids-matlab to path\n","addpath(fullfile(pwd, '..'));"]},{"cell_type":"code","execution_count":2,"id":"d1f587ac-9c43-418e-952b-39d6c69e4b5f","metadata":{"trusted":true,"vscode":{"languageId":"json"}},"outputs":[],"source":["% Create an empty model\n","bm = bids.Model('init', true);\n","filename = fullfile(pwd, 'model-empty_smdl.json');\n","bm.write(filename);"]},{"cell_type":"code","execution_count":3,"id":"7757a4b2-5262-4202-91ed-261db0406b8a","metadata":{"trusted":true,"vscode":{"languageId":"json"}},"outputs":[{"name":"stdout","output_type":"stream","text":["{\n"," \"Name\": \"empty_model\",\n"," \"BIDSModelVersion\": \"1.0.0\",\n"," \"Description\": \"This is an empty BIDS stats model.\",\n"," \"Input\": {\n"," \"task\": \"\"\n"," },\n"," \"Nodes\": [\n"," {\n"," \"Level\": \"Run\",\n"," \"Name\": \"run\",\n"," \"Transformations\": {\n"," \"Transformer\": \"\",\n"," \"Instructions\": [\n"," {\n"," \"Name\": \"\",\n"," \"Inputs\": [\"\"]\n"," }\n"," ]\n"," },\n"," \"Model\": {\n"," \"X\": [\"\"],\n"," \"Type\": \"glm\",\n"," \"HRF\": {\n"," \"Variables\": [\"\"],\n"," \"Model\": \"DoubleGamma\"\n"," },\n"," \"Options\": {\n"," \"HighPassFilterCutoffHz\": 0.008,\n"," \"LowPassFilterCutoffHz\": null,\n"," \"Mask\": {\n"," \"desc\": \"brain\",\n"," \"suffix\": \"mask\"\n"," }\n"," },\n"," \"Software\": \"\"\n"," },\n"," \"Contrasts\": {\n"," \"Name\": \"\",\n"," \"ConditionList\": [\"\"],\n"," \"Weights\": [\"\"],\n"," \"Test\": \"\"\n"," },\n"," \"DummyContrasts\": {\n"," \"Test\": \"t\",\n"," \"Contrasts\": [\"\"]\n"," }\n"," }\n"," ],\n"," \"Edges\": [\"RECOMMENDED\"]\n","}\n"]}],"source":["!cat model-empty_smdl.json"]},{"cell_type":"code","execution_count":16,"id":"5513ef68-a25d-4f2e-a08a-259911aaa481","metadata":{"trusted":true,"vscode":{"languageId":"json"}},"outputs":[{"name":"stdout","output_type":"stream","text":["ds = /home/jovyan/examples/bids-examples/ds003\n"]}],"source":["% create a default bids model for a dataset\n","ds = fullfile(pwd, 'bids-examples', 'ds003');\n","BIDS = bids.layout(ds);\n","\n","bm = bids.Model();\n","bm = bm.default(BIDS);\n","\n","filename = fullfile(pwd, 'model-rhymejudgement_smdl.json');\n","bm.write(filename);"]},{"cell_type":"code","execution_count":17,"id":"21e76a7f-369f-4d80-a101-d0623c359371","metadata":{"trusted":true,"vscode":{"languageId":"json"}},"outputs":[{"name":"stdout","output_type":"stream","text":["{\n"," \"Name\": \"default_rhymejudgment_model\",\n"," \"BIDSModelVersion\": \"1.0.0\",\n"," \"Description\": \"default BIDS stats model for rhymejudgment task\",\n"," \"Input\": {\n"," \"task\": [\"rhymejudgment\"]\n"," },\n"," \"Nodes\": [\n"," {\n"," \"Level\": \"Run\",\n"," \"Name\": \"run\",\n"," \"Transformations\": {\n"," \"Transformer\": \"\",\n"," \"Instructions\": [\n"," {\n"," \"Name\": \"\",\n"," \"Inputs\": [\"\"]\n"," }\n"," ]\n"," },\n"," \"Model\": {\n"," \"X\": [\n"," \"trial_type.pseudoword\",\n"," \"trial_type.word\"\n"," ],\n"," \"Type\": \"glm\",\n"," \"HRF\": {\n"," \"Variables\": [\n"," \"trial_type.pseudoword\",\n"," \"trial_type.word\"\n"," ],\n"," \"Model\": \"DoubleGamma\"\n"," },\n"," \"Options\": {\n"," \"HighPassFilterCutoffHz\": 0.008,\n"," \"LowPassFilterCutoffHz\": null,\n"," \"Mask\": {\n"," \"desc\": \"brain\",\n"," \"suffix\": \"mask\"\n"," }\n"," },\n"," \"Software\": \"\"\n"," },\n"," \"Contrasts\": {\n"," \"Name\": \"\",\n"," \"ConditionList\": [\"\"],\n"," \"Weights\": [\"\"],\n"," \"Test\": \"\"\n"," },\n"," \"DummyContrasts\": {\n"," \"Test\": \"t\",\n"," \"Contrasts\": [\n"," \"trial_type.pseudoword\",\n"," \"trial_type.word\"\n"," ]\n"," }\n"," },\n"," {\n"," \"Level\": \"Subject\",\n"," \"Name\": \"subject\",\n"," \"Transformations\": {\n"," \"Transformer\": \"\",\n"," \"Instructions\": [\n"," {\n"," \"Name\": \"\",\n"," \"Inputs\": [\"\"]\n"," }\n"," ]\n"," },\n"," \"Model\": {\n"," \"X\": [\"\"],\n"," \"Type\": \"glm\",\n"," \"HRF\": {\n"," \"Variables\": [\"\"],\n"," \"Model\": \"DoubleGamma\"\n"," },\n"," \"Options\": {\n"," \"HighPassFilterCutoffHz\": 0.008,\n"," \"LowPassFilterCutoffHz\": null,\n"," \"Mask\": {\n"," \"desc\": \"brain\",\n"," \"suffix\": \"mask\"\n"," }\n"," },\n"," \"Software\": \"\"\n"," },\n"," \"Contrasts\": {\n"," \"Name\": \"\",\n"," \"ConditionList\": [\"\"],\n"," \"Weights\": [\"\"],\n"," \"Test\": \"\"\n"," },\n"," \"DummyContrasts\": {\n"," \"Test\": \"t\",\n"," \"Contrasts\": [\"\"]\n"," }\n"," },\n"," {\n"," \"Level\": \"Dataset\",\n"," \"Name\": \"dataset\",\n"," \"Transformations\": {\n"," \"Transformer\": \"\",\n"," \"Instructions\": [\n"," {\n"," \"Name\": \"\",\n"," \"Inputs\": [\"\"]\n"," }\n"," ]\n"," },\n"," \"Model\": {\n"," \"X\": [\"\"],\n"," \"Type\": \"glm\",\n"," \"HRF\": {\n"," \"Variables\": [\"\"],\n"," \"Model\": \"DoubleGamma\"\n"," },\n"," \"Options\": {\n"," \"HighPassFilterCutoffHz\": 0.008,\n"," \"LowPassFilterCutoffHz\": null,\n"," \"Mask\": {\n"," \"desc\": \"brain\",\n"," \"suffix\": \"mask\"\n"," }\n"," },\n"," \"Software\": \"\"\n"," },\n"," \"Contrasts\": {\n"," \"Name\": \"\",\n"," \"ConditionList\": [\"\"],\n"," \"Weights\": [\"\"],\n"," \"Test\": \"\"\n"," },\n"," \"DummyContrasts\": {\n"," \"Test\": \"t\",\n"," \"Contrasts\": [\"\"]\n"," }\n"," }\n"," ],\n"," \"Edges\": [\n"," {\n"," \"Source\": \"run\",\n"," \"Destination\": \"subject\"\n"," },\n"," {\n"," \"Source\": \"subject\",\n"," \"Destination\": \"dataset\"\n"," }\n"," ]\n","}\n"]}],"source":["!cat model-rhymejudgement_smdl.json"]},{"cell_type":"code","execution_count":18,"id":"865160ad-3d83-4149-a575-0aace7a123b9","metadata":{"trusted":true,"vscode":{"languageId":"json"}},"outputs":[{"name":"stdout","output_type":"stream","text":["model_file = ../tests/data/model/model-narps_smdl.json\n"]}],"source":["% load and query a specific model file\n","model_file = fullfile('..', 'tests', 'data', 'model', 'model-narps_smdl.json')\n","bm = bids.Model('file', model_file);"]},{"cell_type":"code","execution_count":20,"id":"2d7aa487-7c9c-4613-909d-b5ba675d5370","metadata":{"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["ans = \n","{\n"," [1,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Level = Run\n"," Name = run\n"," GroupBy = \n"," {\n"," [1,1] = run\n"," [2,1] = subject\n"," }\n"," Transformations =\n","\n"," scalar structure containing the fields:\n","\n"," Transformer = pybids-transforms-v1\n"," Instructions = \n"," {\n"," [1,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name: 1x9 sq_string\n"," Input: 1x1 cell\n"," Binarize: 1x1 bool\n"," Output: 1x1 cell\n","\n"," [2,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name: 1x5 sq_string\n"," Input: 3x1 cell\n"," Demean: 1x1 bool\n"," Rescale: 1x1 bool\n"," Output: 3x1 cell\n","\n"," [3,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name: 1x8 sq_string\n"," Model: 1x3 sq_string\n"," Input: 4x1 cell\n","\n"," }\n","\n"," Model =\n","\n"," scalar structure containing the fields:\n","\n"," X = \n"," {\n"," [1,1] = trials\n"," [2,1] = gain\n"," [3,1] = loss\n"," [4,1] = demeaned_RT\n"," [5,1] = 1\n"," }\n","\n"," DummyContrasts =\n","\n"," scalar structure containing the fields:\n","\n"," Contrasts = \n"," {\n"," [1,1] = gain\n"," [2,1] = loss\n"," }\n"," Test = t\n","\n","\n","}\n"]}],"source":["bm.get_nodes('Level', 'Run')"]},{"cell_type":"code","execution_count":21,"id":"100a006c-ec0c-42fd-978e-1b4470e58134","metadata":{"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["ans =\n","\n"," scalar structure containing the fields:\n","\n"," Transformer = pybids-transforms-v1\n"," Instructions = \n"," {\n"," [1,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name = Threshold\n"," Input = \n"," {\n"," [1,1] = gain\n"," }\n"," Binarize = 1\n"," Output = \n"," {\n"," [1,1] = trials\n"," }\n","\n"," [2,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name = Scale\n"," Input = \n"," {\n"," [1,1] = gain\n"," [2,1] = loss\n"," [3,1] = RT\n"," }\n"," Demean = 1\n"," Rescale = 0\n"," Output = \n"," {\n"," [1,1] = gain\n"," [2,1] = loss\n"," [3,1] = demeaned_RT\n"," }\n","\n"," [3,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name = Convolve\n"," Model = spm\n"," Input = \n"," {\n"," [1,1] = trials\n"," [2,1] = gain\n"," [3,1] = loss\n"," [4,1] = demeaned_RT\n"," }\n","\n"," }\n","\n","ans =\n","\n"," scalar structure containing the fields:\n","\n"," Contrasts = \n"," {\n"," [1,1] = gain\n"," [2,1] = loss\n"," }\n"," Test = t\n","\n","ans = [](0x0)\n","ans =\n","\n"," scalar structure containing the fields:\n","\n"," X = \n"," {\n"," [1,1] = trials\n"," [2,1] = gain\n"," [3,1] = loss\n"," [4,1] = demeaned_RT\n"," [5,1] = 1\n"," }\n","\n","ans = \n","{\n"," [1,1] = trials\n"," [2,1] = gain\n"," [3,1] = loss\n"," [4,1] = demeaned_RT\n"," [5,1] = 1\n","}\n"]}],"source":["bm.get_transformations('Level', 'Run')\n","bm.get_dummy_contrasts('Level', 'Run')\n","bm.get_contrasts('Level', 'Run')\n","bm.get_model('Level', 'Run')\n","bm.get_design_matrix('Level', 'Run')"]}],"metadata":{"kernelspec":{"display_name":"Octave","language":"octave","name":"octave"},"language_info":{"file_extension":".m","help_links":[{"text":"GNU Octave","url":"https://www.gnu.org/software/octave/support.html"},{"text":"Octave Kernel","url":"https://github.com/Calysto/octave_kernel"},{"text":"MetaKernel Magics","url":"https://metakernel.readthedocs.io/en/latest/source/README.html"}],"mimetype":"text/x-octave","name":"octave","version":"4.2.2"}},"nbformat":4,"nbformat_minor":5} diff --git a/demos/notebooks/01_BIDS-Matlab_basics.ipynb b/demos/notebooks/BIDS-Matlab_01_basics.ipynb similarity index 82% rename from demos/notebooks/01_BIDS-Matlab_basics.ipynb rename to demos/notebooks/BIDS-Matlab_01_basics.ipynb index b1d9520e..52512a59 100644 --- a/demos/notebooks/01_BIDS-Matlab_basics.ipynb +++ b/demos/notebooks/BIDS-Matlab_01_basics.ipynb @@ -8,12 +8,7 @@ "source": [ "# BIDS-Matlab: basics\n", "\n", - "1. [Indexing a dataset](#Indexing-a-dataset)\n", - "1. [Querying a dataset](#Querying-a-dataset)\n", - " 1. [Get filenames](#Get-filenames)\n", - " 1. [Get metadata](#Get-metadata)\n", - " 1. [Get \"dependencies\" of a given file](#Get-\"dependencies\"-of-a-given-file) \n", - " " + "(C) Copyright 2021 BIDS-MATLAB developers" ] }, { @@ -22,15 +17,16 @@ "metadata": {}, "outputs": [], "source": [ - "% add bids-matlab to path\n", - "addpath(fullfile(pwd, '..', '..'));" + "add_bids_matlab_to_path();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We will work with the \"empty\" dataset from the bids-examples repository : https://github.com/bids-standard/bids-examples" + "We will work with the \"empty\" dataset\n", + "from the bids-examples repository :\n", + "https://github.com/bids-standard/bids-examples" ] }, { @@ -179,7 +175,8 @@ "metadata": {}, "outputs": [], "source": [ - "bids.query(BIDS, 'entities')" + "entities = bids.query(BIDS, 'entities');\n", + "disp(entities);" ] }, { @@ -188,7 +185,8 @@ "metadata": {}, "outputs": [], "source": [ - "bids.query(BIDS, 'subjects')" + "subjects = bids.query(BIDS, 'subjects');\n", + "disp(subjects);" ] }, { @@ -197,7 +195,8 @@ "metadata": {}, "outputs": [], "source": [ - "bids.query(BIDS,'sessions')" + "sessions = bids.query(BIDS,'sessions');\n", + "disp(sessions);" ] }, { @@ -206,7 +205,8 @@ "metadata": {}, "outputs": [], "source": [ - "bids.query(BIDS, 'runs')" + "runs = bids.query(BIDS, 'runs');\n", + "disp(runs);" ] }, { @@ -215,7 +215,8 @@ "metadata": {}, "outputs": [], "source": [ - "bids.query(BIDS, 'tasks')" + "tasks = bids.query(BIDS, 'tasks');\n", + "disp(tasks);" ] }, { @@ -224,7 +225,8 @@ "metadata": {}, "outputs": [], "source": [ - "bids.query(BIDS, 'suffixes')" + "suffixes = bids.query(BIDS, 'suffixes');\n", + "disp(suffixes);" ] }, { @@ -233,7 +235,8 @@ "metadata": {}, "outputs": [], "source": [ - "bids.query(BIDS, 'modalities')" + "modalities = bids.query(BIDS, 'modalities');\n", + "disp(modalities);" ] }, { @@ -243,7 +246,8 @@ "outputs": [], "source": [ "% Make more specific queries\n", - "bids.query(BIDS, 'runs', 'suffix', 'T1w')" + "runs = bids.query(BIDS, 'runs', 'suffix', 'T1w');\n", + "disp(runs);" ] }, { @@ -252,7 +256,8 @@ "metadata": {}, "outputs": [], "source": [ - "bids.query(BIDS, 'runs', 'suffix', 'bold')" + "runs = bids.query(BIDS, 'runs', 'suffix', 'bold');\n", + "disp(runs);" ] }, { @@ -277,7 +282,8 @@ }, "outputs": [], "source": [ - "bids.query(BIDS,'data', 'sub','05', 'run', '02', 'task','Simontask', 'suffix','bold')" + "data = bids.query(BIDS, 'data', 'sub', '05', 'run', '02', 'task', 'Simontask', 'suffix', 'bold');\n", + "disp(data);" ] }, { @@ -318,7 +324,8 @@ "metadata": {}, "outputs": [], "source": [ - "bids.query(BIDS, 'data', filter)" + "data = bids.query(BIDS, 'data', filter);\n", + "disp(data);" ] }, { @@ -343,7 +350,8 @@ "metadata": {}, "outputs": [], "source": [ - "bids.query(BIDS, 'data', filter)" + "data = bids.query(BIDS, 'data', filter);\n", + "disp(data);" ] }, { @@ -366,7 +374,8 @@ "metadata": {}, "outputs": [], "source": [ - "bids.query(BIDS, 'metadata', filter)" + "metadata = bids.query(BIDS, 'metadata', filter);\n", + "disp(metadata);" ] }, { @@ -382,7 +391,8 @@ "metadata": {}, "outputs": [], "source": [ - "bids.query(BIDS, 'data', 'suffix', 'T1w')" + "data = bids.query(BIDS, 'data', 'suffix', 'T1w');\n", + "disp(data);" ] }, { @@ -409,13 +419,13 @@ }, "outputs": [], "source": [ - "filter = struct(...\n", - " 'sub','05', ...\n", - " 'run','02', ...\n", - " 'task','Simontask', ...\n", - " 'suffix','bold');\n", + "filter = struct('sub','05', ...\n", + " 'run','02', ...\n", + " 'task','Simontask', ...\n", + " 'suffix','bold');\n", " \n", - "dependencies = bids.query(BIDS, 'dependencies', filter) " + "dependencies = bids.query(BIDS, 'dependencies', filter);\n", + "disp(dependencies);" ] }, { @@ -438,19 +448,18 @@ "metadata": {}, "outputs": [], "source": [ - "filter = struct(...\n", - " 'sub','0[1-5]', ...\n", - " 'run','02', ...\n", - " 'task','Simon*', ...\n", - " 'suffix','bold');\n", + "filter = struct('sub','0[1-5]', ...\n", + " 'run','02', ...\n", + " 'task','Simon*', ...\n", + " 'suffix','bold');\n", " \n", - "filter = struct(...\n", - " 'sub','0[1-3]', ...\n", - " 'run','02', ...\n", - " 'task','Sim.*', ...\n", - " 'suffix','bold'); \n", + "filter = struct('sub','0[1-3]', ...\n", + " 'run','02', ...\n", + " 'task','Sim.*', ...\n", + " 'suffix','bold'); \n", " \n", - "data = bids.query(BIDS, 'data', filter) " + "data = bids.query(BIDS, 'data', filter);\n", + "disp(data); " ] } ], diff --git a/demos/notebooks/02_BIDS-Matlab_derivatives.ipynb b/demos/notebooks/BIDS-Matlab_02_derivatives.ipynb similarity index 97% rename from demos/notebooks/02_BIDS-Matlab_derivatives.ipynb rename to demos/notebooks/BIDS-Matlab_02_derivatives.ipynb index a16537d2..5a659873 100644 --- a/demos/notebooks/02_BIDS-Matlab_derivatives.ipynb +++ b/demos/notebooks/BIDS-Matlab_02_derivatives.ipynb @@ -8,9 +8,7 @@ "source": [ "# BIDS-Matlab: derivatives\n", "\n", - "1. [Indexing derivatives](#Indexing-derivatives)\n", - "1. [Indexing nested derivatives](#Indexing-nested-derivatives)\n", - "1. [Copying a raw dataset to start a new analysis](#Copying-a-raw-dataset-to-start-a-new-analysis)\n" + "(C) Copyright 2021 BIDS-MATLAB developers" ] }, { @@ -19,8 +17,7 @@ "metadata": {}, "outputs": [], "source": [ - "% add bids-matlab to path\n", - "addpath(fullfile(pwd, '..'));" + "add_bids_matlab_to_path();" ] }, { @@ -126,7 +123,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can access any preprocessed data by querying for data described (`desc` entitiy) as preprocessed (`preproc`) and maybe also in which `space` we want to work in." + "We can access any preprocessed data by querying\n", + "for data described (`desc` entitiy) as preprocessed (`preproc`)\n", + "and maybe also in which `space` we want to work in." ] }, { @@ -278,7 +277,6 @@ ], "source": [ "filter.sub = '10';\n", - "filter.extension = '.json';\n", "bids.query(BIDS, 'data', filter)" ] }, diff --git a/demos/notebooks/03_BIDS-Matlab_filenames_and_metadata.ipynb b/demos/notebooks/BIDS-Matlab_03_filenames_and_metadata.ipynb similarity index 89% rename from demos/notebooks/03_BIDS-Matlab_filenames_and_metadata.ipynb rename to demos/notebooks/BIDS-Matlab_03_filenames_and_metadata.ipynb index 9a2d6b02..2a598dfb 100644 --- a/demos/notebooks/03_BIDS-Matlab_filenames_and_metadata.ipynb +++ b/demos/notebooks/BIDS-Matlab_03_filenames_and_metadata.ipynb @@ -4,30 +4,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Create filenames, filepaths, and JSON\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "1. [Generating filenames](#Generating-filenames)\n", - "1. [Modifying filenames](#Modifying-filenames)\n", - "1. [Generating file names for derivatives](#Generating-file-names-for-derivatives)\n" + "# Create filenames, filepaths, and JSON\n", + "\n", + "(C) Copyright 2021 BIDS-MATLAB developers" ] }, { "cell_type": "code", "execution_count": 1, - "metadata": { - "vscode": { - "languageId": "json" - } - }, + "metadata": {}, "outputs": [], "source": [ - "% add bids-matlab to path\n", - "addpath(fullfile(pwd, '..'));" + "add_bids_matlab_to_path();" ] }, { @@ -58,11 +46,13 @@ "**Prefixes are not a thing in official BIDS names**\n", "\n", "\n", - "BIDS has a number of [officially recognised entities](https://bids-specification.readthedocs.io/en/stable/99-appendices/04-entity-table.html) \n", + "BIDS has a number of \n", + "[officially recognised entities](https://bids-specification.readthedocs.io/en/stable/99-appendices/04-entity-table.html) \n", "(`sub`, `ses`, `task`...) that must come in a specific order for each suffix.\n", "\n", "BIDS derivatives adds a few more entities (`desc`, `space`, `res`...) \n", - "and suffixes (`pseg`, `dseg`, `mask`...) that can be used to name and describe preprocessed data." + "and suffixes (`pseg`, `dseg`, `mask`...) \n", + "that can be used to name and describe preprocessed data." ] }, { @@ -75,11 +65,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "vscode": { - "languageId": "json" - } - }, + "metadata": {}, "outputs": [], "source": [ "input = struct('ext', '.nii');\n", @@ -93,11 +79,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "vscode": { - "languageId": "json" - } - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -123,11 +105,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "vscode": { - "languageId": "json" - } - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -154,10 +132,7 @@ "cell_type": "code", "execution_count": 5, "metadata": { - "scrolled": true, - "vscode": { - "languageId": "json" - } + "scrolled": true }, "outputs": [ { @@ -184,7 +159,8 @@ " 'ses', 'test', ...\n", " 'run', '02');\n", "\n", - "file = bids.File(input, 'use_schema', true, 'tolerant', false);\n" + "% uncomment the line below to see the error\n", + "% file = bids.File(input, 'use_schema', true, 'tolerant', false);\n" ] }, { @@ -197,11 +173,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "vscode": { - "languageId": "json" - } - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -248,11 +220,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "vscode": { - "languageId": "json" - } - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -290,11 +258,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "vscode": { - "languageId": "json" - } - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -325,11 +289,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "vscode": { - "languageId": "json" - } - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -383,11 +343,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "vscode": { - "languageId": "json" - } - }, + "metadata": {}, "outputs": [ { "name": "stdout", diff --git a/demos/notebooks/04_BIDS-Matlab_new_datasets.ipynb b/demos/notebooks/BIDS-Matlab_04_new_datasets.ipynb similarity index 97% rename from demos/notebooks/04_BIDS-Matlab_new_datasets.ipynb rename to demos/notebooks/BIDS-Matlab_04_new_datasets.ipynb index 7c731d5d..95f5bb23 100644 --- a/demos/notebooks/04_BIDS-Matlab_new_datasets.ipynb +++ b/demos/notebooks/BIDS-Matlab_04_new_datasets.ipynb @@ -4,7 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Create filenames, filepaths, and JSON\n" + "# Create filenames, filepaths, and JSON\n", + "\n", + "(C) Copyright 2021 BIDS-MATLAB developers\n" ] }, { @@ -13,8 +15,7 @@ "metadata": {}, "outputs": [], "source": [ - "% add bids-matlab to path\n", - "addpath(fullfile(pwd, '..'));" + "add_bids_matlab_to_path();" ] }, { @@ -90,7 +91,10 @@ "source": [ "Derivatives datasets have some extra info in their `dataset_description.json`.\n", "\n", - "If you are going to curate the dataset with [Datalad](http://handbook.datalad.org/en/latest/), you can also mention it and this will modify the README to add extra info about this (taken from the datalad handbook)." + "If you are going to curate the dataset with \n", + "[Datalad](http://handbook.datalad.org/en/latest/), \n", + "you can also mention it and this will modify the README \n", + "to add extra info about this (taken from the datalad handbook)." ] }, { diff --git a/demos/notebooks/05_BIDS-Matlab_report.ipynb b/demos/notebooks/BIDS-Matlab_05_report.ipynb similarity index 97% rename from demos/notebooks/05_BIDS-Matlab_report.ipynb rename to demos/notebooks/BIDS-Matlab_05_report.ipynb index a71550f3..a07a8aca 100644 --- a/demos/notebooks/05_BIDS-Matlab_report.ipynb +++ b/demos/notebooks/BIDS-Matlab_05_report.ipynb @@ -4,7 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# BIDS-matlab: reports" + "# BIDS-matlab: reports\n", + "\n", + "(C) Copyright 2021 BIDS-MATLAB developers" ] }, { @@ -13,8 +15,7 @@ "metadata": {}, "outputs": [], "source": [ - "% add bids-matlab to path\n", - "addpath(fullfile(pwd, '..'));" + "add_bids_matlab_to_path();" ] }, { @@ -155,7 +156,7 @@ "output_path = fullfile(pwd, 'output');\n", "verbose = true;\n", "\n", - "bids.report(BIDS,\n", + "bids.report(BIDS, ...\n", " 'output_path', output_path, ...\n", " 'read_nifti', read_nifti, ...\n", " 'verbose', verbose);" diff --git a/demos/notebooks/06_BIDS-Matlab_tsv_json.ipynb b/demos/notebooks/BIDS-Matlab_06_tsv_json.ipynb similarity index 99% rename from demos/notebooks/06_BIDS-Matlab_tsv_json.ipynb rename to demos/notebooks/BIDS-Matlab_06_tsv_json.ipynb index 75625543..f69b87b9 100644 --- a/demos/notebooks/06_BIDS-Matlab_tsv_json.ipynb +++ b/demos/notebooks/BIDS-Matlab_06_tsv_json.ipynb @@ -7,11 +7,7 @@ "source": [ "# BIDS-Matlab: TSV and JSON files\n", "\n", - "1. [Read from TSV files](#Read-from-TSV-files)\n", - "1. [Write to TSV files](#Write-to-TSV-files)\n", - "1. [Write to JSON files](#Write-to-JSON-files)\n", - "1. [Read from JSON files](#Read-from-JSON-files)\n", - "\n", + "(C) Copyright 2021 BIDS-MATLAB developers\n", "\n", "## Read from TSV files\n", "\n", @@ -25,10 +21,7 @@ "metadata": {}, "outputs": [], "source": [ - "% add bids-matlab to path\n", - "addpath(fullfile(pwd, '..'));\n", - "\n", - "warning('off','all');" + "add_bids_matlab_to_path();" ] }, { diff --git a/demos/notebooks/07_BIDS-Matlab_diagnostic.ipynb b/demos/notebooks/BIDS-Matlab_07_diagnostic.ipynb similarity index 99% rename from demos/notebooks/07_BIDS-Matlab_diagnostic.ipynb rename to demos/notebooks/BIDS-Matlab_07_diagnostic.ipynb index b6c0d1e8..18ab6ccb 100644 --- a/demos/notebooks/07_BIDS-Matlab_diagnostic.ipynb +++ b/demos/notebooks/BIDS-Matlab_07_diagnostic.ipynb @@ -4,7 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# BIDS-matlab: diagnostic" + "# BIDS-matlab: diagnostic\n", + "\n", + "(C) Copyright 2021 BIDS-MATLAB developers" ] }, { @@ -13,8 +15,7 @@ "metadata": {}, "outputs": [], "source": [ - "% add bids-matlab to path\n", - "addpath(fullfile(pwd, '..'));" + "add_bids_matlab_to_path();" ] }, { @@ -35,7 +36,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ "" ] @@ -55,7 +56,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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"text/plain": [ "" ] diff --git a/demos/notebooks/BIDS-Matlab_08_stats_model.ipynb b/demos/notebooks/BIDS-Matlab_08_stats_model.ipynb new file mode 100644 index 00000000..9a51a0ce --- /dev/null +++ b/demos/notebooks/BIDS-Matlab_08_stats_model.ipynb @@ -0,0 +1 @@ +{"cells":[{"cell_type":"markdown","id":"0df7bd02","metadata":{},"source":["(C) Copyright 2021 BIDS-MATLAB developers"]},{"cell_type":"code","execution_count":1,"id":"357804c7-6a9c-48e0-8323-0f3cb1c7fb2d","metadata":{"trusted":true},"outputs":[],"source":["add_bids_matlab_to_path();"]},{"cell_type":"code","execution_count":2,"id":"d1f587ac-9c43-418e-952b-39d6c69e4b5f","metadata":{"trusted":true},"outputs":[],"source":["% Create an empty model\n","bm = bids.Model('init', true);\n","filename = fullfile(pwd, 'model-empty_smdl.json');\n","bm.write(filename);"]},{"cell_type":"code","execution_count":3,"id":"7757a4b2-5262-4202-91ed-261db0406b8a","metadata":{"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["{\n"," \"Name\": \"empty_model\",\n"," \"BIDSModelVersion\": \"1.0.0\",\n"," \"Description\": \"This is an empty BIDS stats model.\",\n"," \"Input\": {\n"," \"task\": \"\"\n"," },\n"," \"Nodes\": [\n"," {\n"," \"Level\": \"Run\",\n"," \"Name\": \"run\",\n"," \"Transformations\": {\n"," \"Transformer\": \"\",\n"," \"Instructions\": [\n"," {\n"," \"Name\": \"\",\n"," \"Inputs\": [\"\"]\n"," }\n"," ]\n"," },\n"," \"Model\": {\n"," \"X\": [\"\"],\n"," \"Type\": \"glm\",\n"," \"HRF\": {\n"," \"Variables\": [\"\"],\n"," \"Model\": \"DoubleGamma\"\n"," },\n"," \"Options\": {\n"," \"HighPassFilterCutoffHz\": 0.008,\n"," \"LowPassFilterCutoffHz\": null,\n"," \"Mask\": {\n"," \"desc\": \"brain\",\n"," \"suffix\": \"mask\"\n"," }\n"," },\n"," \"Software\": \"\"\n"," },\n"," \"Contrasts\": {\n"," \"Name\": \"\",\n"," \"ConditionList\": [\"\"],\n"," \"Weights\": [\"\"],\n"," \"Test\": \"\"\n"," },\n"," \"DummyContrasts\": {\n"," \"Test\": \"t\",\n"," \"Contrasts\": [\"\"]\n"," }\n"," }\n"," ],\n"," \"Edges\": [\"RECOMMENDED\"]\n","}\n"]}],"source":["!cat model-empty_smdl.json"]},{"cell_type":"code","execution_count":16,"id":"5513ef68-a25d-4f2e-a08a-259911aaa481","metadata":{"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["ds = /home/jovyan/examples/bids-examples/ds003\n"]}],"source":["% create a default bids model for a dataset\n","ds = fullfile(pwd, 'bids-examples', 'ds003');\n","BIDS = bids.layout(ds);\n","\n","bm = bids.Model();\n","bm = bm.default(BIDS);\n","\n","filename = fullfile(pwd, 'model-rhymejudgement_smdl.json');\n","bm.write(filename);"]},{"cell_type":"code","execution_count":17,"id":"21e76a7f-369f-4d80-a101-d0623c359371","metadata":{"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["{\n"," \"Name\": \"default_rhymejudgment_model\",\n"," \"BIDSModelVersion\": \"1.0.0\",\n"," \"Description\": \"default BIDS stats model for rhymejudgment task\",\n"," \"Input\": {\n"," \"task\": [\"rhymejudgment\"]\n"," },\n"," \"Nodes\": [\n"," {\n"," \"Level\": \"Run\",\n"," \"Name\": \"run\",\n"," \"Transformations\": {\n"," \"Transformer\": \"\",\n"," \"Instructions\": [\n"," {\n"," \"Name\": \"\",\n"," \"Inputs\": [\"\"]\n"," }\n"," ]\n"," },\n"," \"Model\": {\n"," \"X\": [\n"," \"trial_type.pseudoword\",\n"," \"trial_type.word\"\n"," ],\n"," \"Type\": \"glm\",\n"," \"HRF\": {\n"," \"Variables\": [\n"," \"trial_type.pseudoword\",\n"," \"trial_type.word\"\n"," ],\n"," \"Model\": \"DoubleGamma\"\n"," },\n"," \"Options\": {\n"," \"HighPassFilterCutoffHz\": 0.008,\n"," \"LowPassFilterCutoffHz\": null,\n"," \"Mask\": {\n"," \"desc\": \"brain\",\n"," \"suffix\": \"mask\"\n"," }\n"," },\n"," \"Software\": \"\"\n"," },\n"," \"Contrasts\": {\n"," \"Name\": \"\",\n"," \"ConditionList\": [\"\"],\n"," \"Weights\": [\"\"],\n"," \"Test\": \"\"\n"," },\n"," \"DummyContrasts\": {\n"," \"Test\": \"t\",\n"," \"Contrasts\": [\n"," \"trial_type.pseudoword\",\n"," \"trial_type.word\"\n"," ]\n"," }\n"," },\n"," {\n"," \"Level\": \"Subject\",\n"," \"Name\": \"subject\",\n"," \"Transformations\": {\n"," \"Transformer\": \"\",\n"," \"Instructions\": [\n"," {\n"," \"Name\": \"\",\n"," \"Inputs\": [\"\"]\n"," }\n"," ]\n"," },\n"," \"Model\": {\n"," \"X\": [\"\"],\n"," \"Type\": \"glm\",\n"," \"HRF\": {\n"," \"Variables\": [\"\"],\n"," \"Model\": \"DoubleGamma\"\n"," },\n"," \"Options\": {\n"," \"HighPassFilterCutoffHz\": 0.008,\n"," \"LowPassFilterCutoffHz\": null,\n"," \"Mask\": {\n"," \"desc\": \"brain\",\n"," \"suffix\": \"mask\"\n"," }\n"," },\n"," \"Software\": \"\"\n"," },\n"," \"Contrasts\": {\n"," \"Name\": \"\",\n"," \"ConditionList\": [\"\"],\n"," \"Weights\": [\"\"],\n"," \"Test\": \"\"\n"," },\n"," \"DummyContrasts\": {\n"," \"Test\": \"t\",\n"," \"Contrasts\": [\"\"]\n"," }\n"," },\n"," {\n"," \"Level\": \"Dataset\",\n"," \"Name\": \"dataset\",\n"," \"Transformations\": {\n"," \"Transformer\": \"\",\n"," \"Instructions\": [\n"," {\n"," \"Name\": \"\",\n"," \"Inputs\": [\"\"]\n"," }\n"," ]\n"," },\n"," \"Model\": {\n"," \"X\": [\"\"],\n"," \"Type\": \"glm\",\n"," \"HRF\": {\n"," \"Variables\": [\"\"],\n"," \"Model\": \"DoubleGamma\"\n"," },\n"," \"Options\": {\n"," \"HighPassFilterCutoffHz\": 0.008,\n"," \"LowPassFilterCutoffHz\": null,\n"," \"Mask\": {\n"," \"desc\": \"brain\",\n"," \"suffix\": \"mask\"\n"," }\n"," },\n"," \"Software\": \"\"\n"," },\n"," \"Contrasts\": {\n"," \"Name\": \"\",\n"," \"ConditionList\": [\"\"],\n"," \"Weights\": [\"\"],\n"," \"Test\": \"\"\n"," },\n"," \"DummyContrasts\": {\n"," \"Test\": \"t\",\n"," \"Contrasts\": [\"\"]\n"," }\n"," }\n"," ],\n"," \"Edges\": [\n"," {\n"," \"Source\": \"run\",\n"," \"Destination\": \"subject\"\n"," },\n"," {\n"," \"Source\": \"subject\",\n"," \"Destination\": \"dataset\"\n"," }\n"," ]\n","}\n"]}],"source":["!cat model-rhymejudgement_smdl.json"]},{"cell_type":"code","execution_count":18,"id":"865160ad-3d83-4149-a575-0aace7a123b9","metadata":{"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["model_file = ../tests/data/model/model-narps_smdl.json\n"]}],"source":["% load and query a specific model file\n","model_file = fullfile('..', '..', 'tests', 'data', 'model', 'model-narps_smdl.json')\n","bm = bids.Model('file', model_file);"]},{"cell_type":"code","execution_count":20,"id":"2d7aa487-7c9c-4613-909d-b5ba675d5370","metadata":{"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["ans = \n","{\n"," [1,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Level = Run\n"," Name = run\n"," GroupBy = \n"," {\n"," [1,1] = run\n"," [2,1] = subject\n"," }\n"," Transformations =\n","\n"," scalar structure containing the fields:\n","\n"," Transformer = pybids-transforms-v1\n"," Instructions = \n"," {\n"," [1,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name: 1x9 sq_string\n"," Input: 1x1 cell\n"," Binarize: 1x1 bool\n"," Output: 1x1 cell\n","\n"," [2,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name: 1x5 sq_string\n"," Input: 3x1 cell\n"," Demean: 1x1 bool\n"," Rescale: 1x1 bool\n"," Output: 3x1 cell\n","\n"," [3,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name: 1x8 sq_string\n"," Model: 1x3 sq_string\n"," Input: 4x1 cell\n","\n"," }\n","\n"," Model =\n","\n"," scalar structure containing the fields:\n","\n"," X = \n"," {\n"," [1,1] = trials\n"," [2,1] = gain\n"," [3,1] = loss\n"," [4,1] = demeaned_RT\n"," [5,1] = 1\n"," }\n","\n"," DummyContrasts =\n","\n"," scalar structure containing the fields:\n","\n"," Contrasts = \n"," {\n"," [1,1] = gain\n"," [2,1] = loss\n"," }\n"," Test = t\n","\n","\n","}\n"]}],"source":["bm.get_nodes('Level', 'Run')"]},{"cell_type":"code","execution_count":21,"id":"100a006c-ec0c-42fd-978e-1b4470e58134","metadata":{"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["ans =\n","\n"," scalar structure containing the fields:\n","\n"," Transformer = pybids-transforms-v1\n"," Instructions = \n"," {\n"," [1,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name = Threshold\n"," Input = \n"," {\n"," [1,1] = gain\n"," }\n"," Binarize = 1\n"," Output = \n"," {\n"," [1,1] = trials\n"," }\n","\n"," [2,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name = Scale\n"," Input = \n"," {\n"," [1,1] = gain\n"," [2,1] = loss\n"," [3,1] = RT\n"," }\n"," Demean = 1\n"," Rescale = 0\n"," Output = \n"," {\n"," [1,1] = gain\n"," [2,1] = loss\n"," [3,1] = demeaned_RT\n"," }\n","\n"," [3,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name = Convolve\n"," Model = spm\n"," Input = \n"," {\n"," [1,1] = trials\n"," [2,1] = gain\n"," [3,1] = loss\n"," [4,1] = demeaned_RT\n"," }\n","\n"," }\n","\n","ans =\n","\n"," scalar structure containing the fields:\n","\n"," Contrasts = \n"," {\n"," [1,1] = gain\n"," [2,1] = loss\n"," }\n"," Test = t\n","\n","ans = [](0x0)\n","ans =\n","\n"," scalar structure containing the fields:\n","\n"," X = \n"," {\n"," [1,1] = trials\n"," [2,1] = gain\n"," [3,1] = loss\n"," [4,1] = demeaned_RT\n"," [5,1] = 1\n"," }\n","\n","ans = \n","{\n"," [1,1] = trials\n"," [2,1] = gain\n"," [3,1] = loss\n"," [4,1] = demeaned_RT\n"," [5,1] = 1\n","}\n"]}],"source":["bm.get_transformations('Level', 'Run')\n","bm.get_dummy_contrasts('Level', 'Run')\n","bm.get_contrasts('Level', 'Run')\n","bm.get_model('Level', 'Run')\n","bm.get_design_matrix('Level', 'Run')"]}],"metadata":{"kernelspec":{"display_name":"Octave","language":"octave","name":"octave"},"language_info":{"file_extension":".m","help_links":[{"text":"GNU Octave","url":"https://www.gnu.org/software/octave/support.html"},{"text":"Octave Kernel","url":"https://github.com/Calysto/octave_kernel"},{"text":"MetaKernel Magics","url":"https://metakernel.readthedocs.io/en/latest/source/README.html"}],"mimetype":"text/x-octave","name":"octave","version":"4.2.2"}},"nbformat":4,"nbformat_minor":5} diff --git a/demos/notebooks/BIDS_Matlab_01_basics.m b/demos/notebooks/BIDS_Matlab_01_basics.m new file mode 100644 index 00000000..b86ed14c --- /dev/null +++ b/demos/notebooks/BIDS_Matlab_01_basics.m @@ -0,0 +1,178 @@ +% # BIDS-Matlab: basics +% +% (C) Copyright 2021 BIDS-MATLAB developers + +%% + +add_bids_matlab_to_path(); + +% We will work with the "empty" dataset +% from the bids-examples repository : +% https://github.com/bids-standard/bids-examples + +% We use a bit of command line magic to view the top (`head`) directories (`-d`) at a certain level depth (`-L 2`). + +% Let's work on the `ds101` dataset. + +%% + +!tree bids-examples/ds101 -d -L 2 | head + +% ## Indexing a dataset +% +% This is done with the `bids.layout` function. + +%% + +help bids.layout; + +%% + +BIDS = bids.layout(fullfile(pwd, 'bids-examples', 'ds101')); + +% ## Querying a dataset +% +% Make general queries about the dataset are with `bids.query` made on the layout returned by `bids.layout`. + +%% + +help bids.query; + +%% + +entities = bids.query(BIDS, 'entities'); +disp(entities); + +%% + +subjects = bids.query(BIDS, 'subjects'); +disp(subjects); + +%% + +sessions = bids.query(BIDS, 'sessions'); +disp(sessions); + +%% + +runs = bids.query(BIDS, 'runs'); +disp(runs); + +%% + +tasks = bids.query(BIDS, 'tasks'); +disp(tasks); + +%% + +suffixes = bids.query(BIDS, 'suffixes'); +disp(suffixes); + +%% + +modalities = bids.query(BIDS, 'modalities'); +disp(modalities); + +%% + +% Make more specific queries +runs = bids.query(BIDS, 'runs', 'suffix', 'T1w'); +disp(runs); + +%% + +runs = bids.query(BIDS, 'runs', 'suffix', 'bold'); +disp(runs); + +% ### Get filenames + +% Get the NIfTI file for subject `'05'`, run `'02'` and task `'Simontask'`: + +%% + +data = bids.query(BIDS, 'data', 'sub', '05', 'run', '02', 'task', 'Simontask', 'suffix', 'bold'); +disp(data); + +% Note that for the entities listed below can be queried using integers: +% - `'run'` +% - `'flip'` +% - `'inv'` +% - `'split'` +% - `'echo'` + +% This can be also done by creating a structure that can be used as a library. + +%% + +filter = struct( ... + 'sub', '05', ... + 'run', 1:3, ... + 'task', 'Simontask', ... + 'suffix', 'bold'); + +%% + +data = bids.query(BIDS, 'data', filter); +disp(data); + +% You can also query data from several labels or indices + +%% + +filter.sub = {'01', '03'}; + +%% + +data = bids.query(BIDS, 'data', filter); +disp(data); + +% ### Get metadata + +% We can also get the metadata of that file including TR: + +%% + +metadata = bids.query(BIDS, 'metadata', filter); +disp(metadata); + +% Get the T1-weighted images from all subjects: + +%% + +data = bids.query(BIDS, 'data', 'suffix', 'T1w'); +disp(data); + +% ### Get "dependencies" of a given file + +% This can be useful to find the files that are associated with the file you just queried. +% +% In this case the events file for a BOLD run. + +%% + +filter = struct('sub', '05', ... + 'run', '02', ... + 'task', 'Simontask', ... + 'suffix', 'bold'); + +dependencies = bids.query(BIDS, 'dependencies', filter); +disp(dependencies); + +% ### Using regular expressions + +% When using `bids.query` it is possible to use regular expressions. + +%% + +filter = struct('sub', '0[1-5]', ... + 'run', '02', ... + 'task', 'Simon*', ... + 'suffix', 'bold'); + +filter = struct('sub', '0[1-3]', ... + 'run', '02', ... + 'task', 'Sim.*', ... + 'suffix', 'bold'); + +data = bids.query(BIDS, 'data', filter); +disp(data); diff --git a/demos/notebooks/BIDS_Matlab_02_derivatives.m b/demos/notebooks/BIDS_Matlab_02_derivatives.m new file mode 100644 index 00000000..31c4d4ea --- /dev/null +++ b/demos/notebooks/BIDS_Matlab_02_derivatives.m @@ -0,0 +1,113 @@ +% # BIDS-Matlab: derivatives +% +% (C) Copyright 2021 BIDS-MATLAB developers + +%% + +add_bids_matlab_to_path(); + +% ## Indexing derivatives +% +% Let's work on an `fmriprep` dataset. +% +% To work with derivatives data, we must ignore the BIDS schema for indexing. + +%% + +use_schema = false(); + +BIDS = bids.layout(fullfile(pwd, 'bids-examples', 'ds000001-fmriprep'), ... + 'use_schema', false); + +%% + +bids.query(BIDS, 'modalities'); + +% The dataset description `DatasetType` confirms we are working with a derivative dataset. + +%% + +BIDS.description; + +% We can access any preprocessed data by querying +% for data described (`desc` entitiy) as preprocessed (`preproc`) +% and maybe also in which `space` we want to work in. + +%% + +bids.query(BIDS, 'data', 'modality', 'anat', 'desc', 'preproc', 'space', 'MNI152NLin2009cAsym'); + +% +% But we can also get the surface data from Freesurfer. + +%% + +bids.query(BIDS, 'data', 'sub', '10', 'modality', 'func', 'space', 'fsaverage5'); + +%% + +bids.query(BIDS, 'data', 'sub', '10', 'desc', 'confounds'); + +% We can also directly look up json files when we don't use the BIDS schema. + +%% + +bids.query(BIDS, 'extensions'); + +%% + +filter.sub = '10'; +bids.query(BIDS, 'data', filter); + +%% + +filter.space = 'MNI152NLin2009cAsym'; +filter.desc = 'preproc'; +filter.run = '3'; +json_file = bids.query(BIDS, 'data', filter); +bids.util.jsondecode(json_file{1}); + +% ## Indexing nested derivatives + +%% + +warning('OFF'); + +%% + +BIDS = bids.layout(fullfile(pwd, 'bids-examples', 'ds000117'), ... + 'use_schema', false, ... + 'index_derivatives', true); + +%% + +bids.query(BIDS.derivatives.meg_derivatives, 'subjects'); + +% ## Copying a raw dataset to start a new analysis +% +% Let's work on an `fmriprep` dataset. +% +% To work with derivatives data, we must ignore the BIDS schema for indexing. + +%% + +dataset = fullfile(pwd, 'bids-examples', 'qmri_vfa'); + +output_path = fullfile(pwd, 'output'); + +filter = struct('modality', 'anat'); + +pipeline_name = 'SPM12'; + +bids.copy_to_derivative(dataset, ... + 'pipeline_name', pipeline_name, ... + 'output_path', output_path, ... + 'filter', filter, ... + 'force', true, ... + 'unzip', false, ... + 'verbose', true); + +%% + +BIDS = bids.layout(fullfile(output_path, 'SPM12')); +BIDS.description.GeneratedBy; diff --git a/demos/notebooks/BIDS_Matlab_03_filenames_and_metadata.m b/demos/notebooks/BIDS_Matlab_03_filenames_and_metadata.m new file mode 100644 index 00000000..5db24a5d --- /dev/null +++ b/demos/notebooks/BIDS_Matlab_03_filenames_and_metadata.m @@ -0,0 +1,148 @@ +% # Create filenames, filepaths, and JSON +% +% (C) Copyright 2021 BIDS-MATLAB developers + +%% + +add_bids_matlab_to_path(); + +% ## Generating filenames +% +% The vast majority of BIDS filenames have the following pattern: +% +% - a series of `entity-label` pairs separated by `_` +% - a final `_suffix` +% - a file `.extension` +% - pseudo "regular expression" : `entity-label(_entity-label)+_suffix.extension` +% +% `entity`, `label`, `suffix`, `extension` are alphanumeric only (no special character): `()+` +% +% - For example, suffixes can be `T1w` or `bold` but not `T1w_skullstripped` (no underscore allowed). +% +% Entity and label are separated by a dash: `entity-label --> ()+-()+` +% +% - For example, you can have: `sub-01` but not `sub-01-blind` +% +% Entity-label pairs are separated by an underscore: +% +% `entity-label(_entity-label)+ --> ()+-()+(_()+-()+)+` +% +% **Prefixes are not a thing in official BIDS names** +% +% +% BIDS has a number of +% (https://bids-specification.readthedocs.io/en/stable/99-appendices/04-entity-table.html) +% (`sub`, `ses`, `task`...) that must come in a specific order for each suffix. +% +% BIDS derivatives adds a few more entities (`desc`, `space`, `res`...) +% and suffixes (`pseg`, `dseg`, `mask`...) +% that can be used to name and describe preprocessed data. + +% The `bids.File` class can help generate BIDS valid file names. + +%% + +input = struct('ext', '.nii'); +input.suffix = 'bold'; +input.entities = struct('sub', '01', ... + 'task', 'faceRecognition', ... + 'run', '02', ... + 'ses', 'test'); + +%% + +file = bids.File(input); + +file.filename; + +% You can rely on the BIDS schema to know in which order the entities must go for a certain `suffix` type. + +%% + +file = bids.File(input, 'use_schema', true); + +file.filename; + +% This can also tell you if you are missing a required entity if you set `tolerant` to `false`. + +%% + +input = struct('ext', '.nii'); +input.suffix = 'bold'; +input.entities = struct( ... + 'sub', '01', ... + 'ses', 'test', ... + 'run', '02'); + +% uncomment the line below to see the error +% file = bids.File(input, 'use_schema', true, 'tolerant', false); + +% Or you can specify the order of the entities manually. + +%% + +input = struct('ext', '.nii'); +input.suffix = 'bold'; +input.entities = struct( ... + 'sub', '01', ... + 'task', 'face recognition', ... + 'run', '02', ... + 'ses', 'test'); +file = bids.File(input); + +entity_order = {'run', 'sub', 'ses'}; + +file = file.reorder_entities(entity_order); +file.filename; + +% ## Modifying filenames + +% This can be used: +% - to add, remove, modify any of the entities +% - change the suffix +% - change the extensions +% - add or remove any prefix + +%% + +input = 'sub-01_ses-mri_T1w.nii'; +file = bids.File(input, 'use_schema', false); + +file.suffix = 'mask'; +file.entities.ses = ''; +file.entities.desc = 'brain'; + +file.filename; + +% ## Generating file names for derivatives + +% This can also be useful to remove the prefix of some files. + +%% + +input = 'wuasub-01_ses-test_task-faceRecognition_run-02_bold.nii'; + +file = bids.File(input, 'use_schema', false); +file.prefix = ''; +file.entities.space = 'IXI549Space'; +file.entities.desc = 'preproc'; + +file.filename; + +% This can prove useful to get a dummy json that should accompany any derivatives files. + +%% + +json = bids.derivatives_json(file.filename); + +json.filename; +json.content; + +% The content of the JSON should adapt depending on the entities or suffix present in the output filename. + +%% + +json = bids.derivatives_json('sub-01_ses-test_task-faceRecognition_res-2pt0_space-IXI549Space_desc-brain_mask.nii'); +json.filename; +json.content; +json.content.Resolution{1}{1}; diff --git a/demos/notebooks/BIDS_Matlab_04_new_datasets.m b/demos/notebooks/BIDS_Matlab_04_new_datasets.m new file mode 100644 index 00000000..9e97041b --- /dev/null +++ b/demos/notebooks/BIDS_Matlab_04_new_datasets.m @@ -0,0 +1,48 @@ +% # Create filenames, filepaths, and JSON +% +% (C) Copyright 2021 BIDS-MATLAB developers + +%% + +add_bids_matlab_to_path(); + +% ## Intialising a new BIDS dataset + +% This can be useful when you are going to output your analysis or your data acquisition into a new dataset. + +%% + +help bids.init; + +% Derivatives datasets have some extra info in their `dataset_description.json`. +% +% If you are going to curate the dataset with +% [Datalad](http://handbook.datalad.org/en/latest/), +% you can also mention it and this will modify the README +% to add extra info about this (taken from the datalad handbook). + +%% + +pth = fullfile(pwd, 'dummy_ds'); + +folders.subjects = {'01', '02'}; +folders.sessions = {'pre', 'post'}; +folders.modalities = {'anat', 'eeg'}; + +%% + +bids.init(pth, 'folders', folders, 'is_derivative', true, 'is_datalad_ds', true); + +%% + +!tree dummy_ds + +% Template README was generated. + +%% + +!cat dummy_ds/README + +%% + +!cat dummy_ds/dataset_description.json diff --git a/demos/notebooks/BIDS_Matlab_05_report.m b/demos/notebooks/BIDS_Matlab_05_report.m new file mode 100644 index 00000000..1e868e9d --- /dev/null +++ b/demos/notebooks/BIDS_Matlab_05_report.m @@ -0,0 +1,22 @@ +% # BIDS-matlab: reports +% +% (C) Copyright 2021 BIDS-MATLAB developers + +%% + +add_bids_matlab_to_path(); + +%% + +BIDS = bids.layout(fullfile(pwd, 'bids-examples', 'ds101')); + +%% + +read_nifti = false; +output_path = fullfile(pwd, 'output'); +verbose = true; + +bids.report(BIDS, ... + 'output_path', output_path, ... + 'read_nifti', read_nifti, ... + 'verbose', verbose); diff --git a/demos/notebooks/BIDS_Matlab_06_tsv_json.m b/demos/notebooks/BIDS_Matlab_06_tsv_json.m new file mode 100644 index 00000000..27655ab1 --- /dev/null +++ b/demos/notebooks/BIDS_Matlab_06_tsv_json.m @@ -0,0 +1,71 @@ +% # BIDS-Matlab: TSV and JSON files +% +% (C) Copyright 2021 BIDS-MATLAB developers +% +% ## Read from TSV files +% +% This can be done with the `bids.util.tsvread` function. + +%% + +add_bids_matlab_to_path(); + +%% + +BIDS = bids.layout(fullfile(pwd, 'bids-examples', 'ieeg_visual')); + +%% + +bids.query(BIDS, 'subjects'); +bids.query(BIDS, 'tasks'); +events_file = bids.query(BIDS, 'data', 'sub', '01', 'task', 'visual', 'suffix', 'events'); + +%% + +bids.util.tsvread(events_file{1}); + +% ## Write to TSV files + +%% + +tsv_file = fullfile(pwd, 'output', 'sub-01_task-STRUCTURE_events.tsv'); + +logFile.onset = [2; NaN]; +logFile.trial_type = {'motion_up'; 'static'}; +logFile.duration = [1; 4]; +logFile.speed = [NaN; 4]; +logFile.is_fixation = {'true'; '3'}; + +bids.util.tsvwrite(tsv_file, logFile); + +%% + +!cat output/sub-01_task-STRUCTURE_events.tsv + +% ## Write to JSON files + +%% + +content = struct('Name', 'test', ... + 'BIDSVersion', '1.6', ... + 'DatasetType', 'raw', ... + 'License', '', ... + 'Acknowledgements', '', ... + 'HowToAcknowledge', '', ... + 'DatasetDOI', '', ... + 'HEDVersion', '', ... + 'Funding', {{}}, ... + 'Authors', {{}}, ... + 'ReferencesAndLinks', {{}}); + +bids.util.jsonencode(fullfile(pwd, 'output', 'dataset_description.json'), content); + +%% + +!cat output/dataset_description.json + +% ## Read from JSON files + +%% + +bids.util.jsondecode(fullfile(pwd, 'output', 'dataset_description.json')); diff --git a/demos/notebooks/BIDS_Matlab_07_diagnostic.m b/demos/notebooks/BIDS_Matlab_07_diagnostic.m new file mode 100644 index 00000000..bcb79860 --- /dev/null +++ b/demos/notebooks/BIDS_Matlab_07_diagnostic.m @@ -0,0 +1,19 @@ +% # BIDS-matlab: diagnostic +% +% (C) Copyright 2021 BIDS-MATLAB developers + +%% + +add_bids_matlab_to_path(); + +%% + +BIDS = bids.layout(fullfile(pwd, 'bids-examples', 'ds000247')); + +%% + +diagnostic_table = bids.diagnostic(BIDS); + +%% + +diagnostic_table = bids.diagnostic(BIDS, 'split_by', {'task'}); diff --git a/demos/notebooks/BIDS_Matlab_08_stats_model.m b/demos/notebooks/BIDS_Matlab_08_stats_model.m new file mode 100644 index 00000000..6ae494e7 --- /dev/null +++ b/demos/notebooks/BIDS_Matlab_08_stats_model.m @@ -0,0 +1,50 @@ +% (C) Copyright 2021 BIDS-MATLAB developers + +%% + +add_bids_matlab_to_path(); + +%% + +% Create an empty model +bm = bids.Model('init', true); +filename = fullfile(pwd, 'model-empty_smdl.json'); +bm.write(filename); + +%% + +!cat model-empty_smdl.json + +%% + +% create a default bids model for a dataset +ds = fullfile(pwd, 'bids-examples', 'ds003'); +BIDS = bids.layout(ds); + +bm = bids.Model(); +bm = bm.default(BIDS); + +filename = fullfile(pwd, 'model-rhymejudgement_smdl.json'); +bm.write(filename); + +%% + +!cat model-rhymejudgement_smdl.json + +%% + +% load and query a specific model file +model_file = fullfile('..', '..', 'tests', 'data', 'model', 'model-narps_smdl.json'); +bm = bids.Model('file', model_file); + +%% + +bm.get_nodes('Level', 'Run'); + +%% + +bm.get_transformations('Level', 'Run'); +bm.get_dummy_contrasts('Level', 'Run'); +bm.get_contrasts('Level', 'Run'); +bm.get_model('Level', 'Run'); +bm.get_design_matrix('Level', 'Run'); diff --git a/demos/notebooks/add_bids_matlab_to_path.m b/demos/notebooks/add_bids_matlab_to_path.m new file mode 100644 index 00000000..e7162863 --- /dev/null +++ b/demos/notebooks/add_bids_matlab_to_path.m @@ -0,0 +1,4 @@ +function add_bids_matlab_to_path() + % (C) Copyright 2021 BIDS-MATLAB developers + addpath(fullfile(fileparts(mfilename('fullpath')), '..', '..')); +end diff --git a/demos/notebooks/convert.py b/demos/notebooks/convert.py new file mode 100644 index 00000000..2f3617af --- /dev/null +++ b/demos/notebooks/convert.py @@ -0,0 +1,46 @@ +"""Convert Octave notebooks to scripts.""" + +import json +from pathlib import Path + +from rich import print + +this_dir = Path(__file__).parent + +notebooks = this_dir.glob("*.ipynb") + +for ntbk in notebooks: + + with open(ntbk) as f: + nb = json.load(f) + + filename = ntbk.stem.replace("-", "_") + + output_file = ntbk.with_stem(filename).with_suffix(".m") + + with open(output_file, "w") as f: + + for cell in nb["cells"]: + + if cell["cell_type"] == "markdown": + for line in cell["source"]: + print(f"% {line}", file=f, end="") + print( + "\n", + file=f, + ) + + if cell["cell_type"] == "code": + print( + "%%\n", + file=f, + ) + for line in cell["source"]: + if line.startswith("https://"): + print(f"% {line}", file=f, end="") + else: + print(f"{line}", file=f, end="") + print( + "\n", + file=f, + ) diff --git a/demos/notebooks/miss_hit.cfg b/demos/notebooks/miss_hit.cfg new file mode 100644 index 00000000..b16a7aa2 --- /dev/null +++ b/demos/notebooks/miss_hit.cfg @@ -0,0 +1,5 @@ +line_length: 150 + +regex_script_name: "BIDS_Matlab_[0-9]*(_[a-zA-Z]*)*" + +exclude_dir: "bids-examples" diff --git a/demos/notebooks/test_notebooks.m b/demos/notebooks/test_notebooks.m new file mode 100644 index 00000000..b658a8b2 --- /dev/null +++ b/demos/notebooks/test_notebooks.m @@ -0,0 +1,26 @@ +function test_notebooks() + % (C) Copyright 2021 BIDS-MATLAB developers + + notebooks = dir(pwd); + + failed = []; + + for nb = 1:numel(notebooks) + if regexp(notebooks(nb).name, '^BIDS_Matlab.*m$') + fprintf(1, '\n'); + disp(notebooks(nb).name); + fprintf(1, '\n'); + try + run(notebooks(nb).name); + catch + status = 0; + failed(end + 1) = nb; + end + end + end + + for f = 1:numel(failed) + warning('\n\tRunning %s failed.\n', notebooks(failed(f)).name); + end + +end diff --git a/docs/.gitignore b/docs/.gitignore deleted file mode 100644 index 9f9db39e..00000000 --- a/docs/.gitignore +++ /dev/null @@ -1,2 +0,0 @@ -# documentation -build/* From b0b1a83c5ffe06e2930fa978e665401d923aa827 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 22 Oct 2022 11:20:46 +0200 Subject: [PATCH 251/340] update notebooks --- demos/README.md | 2 + demos/notebooks/BIDS-Matlab_01_basics.ipynb | 78 +- .../BIDS-Matlab_02_derivatives.ipynb | 359 +--- ...IDS-Matlab_03_filenames_and_metadata.ipynb | 289 +-- .../BIDS-Matlab_04_new_datasets.ipynb | 375 +--- demos/notebooks/BIDS-Matlab_05_report.ipynb | 127 +- demos/notebooks/BIDS-Matlab_06_tsv_json.ipynb | 1818 +---------------- .../notebooks/BIDS-Matlab_07_diagnostic.ipynb | 34 +- .../BIDS-Matlab_08_stats_model.ipynb | 2 +- demos/notebooks/BIDS_Matlab_02_derivatives.m | 24 +- .../BIDS_Matlab_03_filenames_and_metadata.m | 6 +- demos/notebooks/README.md | 11 + demos/notebooks/miss_hit.cfg | 2 +- demos/notebooks/test_notebooks.m | 1 + 14 files changed, 156 insertions(+), 2972 deletions(-) diff --git a/demos/README.md b/demos/README.md index 5aac0f7b..18b89d23 100644 --- a/demos/README.md +++ b/demos/README.md @@ -4,6 +4,8 @@ are available as a Jupyter Notebook to be run with Octave and that can be run interactively via [Binder](https://mybinder.org/v2/gh/bids-standard/bids-matlab/master?filepath=examples/tutorial.ipynb). +There is also `.m` script equivalent for each tutorial that can be run with MATLAB. + ## SPM This shows how to use BIDS-MATLAB with SPM12 by running some of the tutorials diff --git a/demos/notebooks/BIDS-Matlab_01_basics.ipynb b/demos/notebooks/BIDS-Matlab_01_basics.ipynb index 52512a59..3aa0c3aa 100644 --- a/demos/notebooks/BIDS-Matlab_01_basics.ipynb +++ b/demos/notebooks/BIDS-Matlab_01_basics.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -65,88 +65,20 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\n", - " Parse a directory structure formated according to the BIDS standard\n", - "\n", - " USAGE::\n", - "\n", - " BIDS = bids.layout(pwd, ...\n", - " 'use_schema', true, ...\n", - " 'index_derivatives', false, ...\n", - " 'index_dependencies', true, ...\n", - " 'tolerant', true, ...\n", - " 'verbose', false)\n", - "\n", - " :param root: directory of the dataset formated according to BIDS\n", - " [default: ``pwd``]\n", - " :type root: string\n", - "\n", - " :param use_schema: If set to ``true``, the parsing of the dataset\n", - " will follow the bids-schema provided with bids-matlab.\n", - " If set to ``false`` files just have to be of the form\n", - " ``sub-label_[entity-label]_suffix.ext`` to be parsed.\n", - " If a folder path is provided, then the schema contained\n", - " in that folder will be used for parsing.\n", - " :type use_schema: boolean\n", - "\n", - " :param index_derivatives: if ``true`` this will index the content of the\n", - " any ``derivatives`` folder in the BIDS dataset.\n", - " :type index_derivatives: boolean\n", - "\n", - " :param index_dependencies: if ``true`` this will index the dependencies (json files,\n", - " assiciated TSV files for each file...)\n", - " :type index_dependencies: boolean\n", - "\n", - " :param tolerant: Set to ``true`` to turn validation errors into warnings\n", - " :type tolerant: boolean\n", - "\n", - " :param verbose: Set to ``true`` to get more feedback\n", - " :type verbose: boolean\n", - "\n", - "\n", - "\n", - "\n", - "Additional help for built-in functions and operators is\n", - "available in the online version of the manual. Use the command\n", - "'doc ' to search the manual index.\n", - "\n", - "Help and information about Octave is also available on the WWW\n", - "at https://www.octave.org and via the help@octave.org\n", - "mailing list.\n" - ] - } - ], + "outputs": [], "source": [ "help bids.layout" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "error: argument '/HOME/REMI/GITHUB/BIDS-MATLAB/DEMOS/NOTEBOOKS/BIDS-EXAMPLES/DS101' is not a valid parameter\n", - "error: called from\n", - " error at line 573 column 7\n", - " parse at line 491 column 13\n", - " layout at line 68 column 3\n" - ] - } - ], + "outputs": [], "source": [ "BIDS = bids.layout(fullfile(pwd,'bids-examples','ds101'));" ] diff --git a/demos/notebooks/BIDS-Matlab_02_derivatives.ipynb b/demos/notebooks/BIDS-Matlab_02_derivatives.ipynb index 5a659873..8a935c8d 100644 --- a/demos/notebooks/BIDS-Matlab_02_derivatives.ipynb +++ b/demos/notebooks/BIDS-Matlab_02_derivatives.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { "scrolled": true }, @@ -47,26 +47,14 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = anat\n", - " [1,2] = figures\n", - " [1,3] = func\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ - "bids.query(BIDS, 'modalities')" + "modalities = bids.query(BIDS, 'modalities');\n", + "disp(modalities);" ] }, { @@ -78,45 +66,13 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " Name = fMRIPrep - fMRI PREProcessing workflow\n", - " BIDSVersion = 1.4.0\n", - " DatasetType = derivative\n", - " GeneratedBy =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " Name = fMRIPrep\n", - " Version = 20.2.0rc0\n", - " CodeURL = https://github.com/poldracklab/fmriprep/archive/20.2.0rc0.tar.gz\n", - "\n", - " HowToAcknowledge = Please cite our paper (https://doi.org/10.1038/s41592-018-0235-4), and include the generated citation boilerplate within the Methods section of the text.\n", - " License = This dataset is made available under the Public Domain Dedication and License \n", - "v1.0, whose full text can be found at \n", - "http://www.opendatacommons.org/licenses/pddl/1.0/. \n", - "We hope that all users will follow the ODC Attribution/Share-Alike \n", - "Community Norms (http://www.opendatacommons.org/norms/odc-by-sa/); \n", - "in particular, while not legally required, we hope that all users \n", - "of the data will acknowledge the OpenfMRI project and NSF Grant \n", - "OCI-1131441 (R. Poldrack, PI) in any publications.\n", - "\n" - ] - } - ], + "outputs": [], "source": [ - "BIDS.description" + "disp(BIDS.description);" ] }, { @@ -130,31 +86,14 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-10/anat/sub-10_space-MNI152NLin2009cAsym_res-2_desc-preproc_T1w.json\n", - " [2,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-10/anat/sub-10_space-MNI152NLin2009cAsym_res-2_desc-preproc_T1w.nii.gz\n", - " [3,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-11/anat/sub-11_space-MNI152NLin2009cAsym_res-2_desc-preproc_T1w.json\n", - " [4,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-11/anat/sub-11_space-MNI152NLin2009cAsym_res-2_desc-preproc_T1w.nii.gz\n", - " [5,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-13/anat/sub-13_space-MNI152NLin2009cAsym_res-2_desc-preproc_T1w.json\n", - " [6,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-13/anat/sub-13_space-MNI152NLin2009cAsym_res-2_desc-preproc_T1w.nii.gz\n", - " [7,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-16/anat/sub-16_space-MNI152NLin2009cAsym_res-2_desc-preproc_T1w.json\n", - " [8,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-16/anat/sub-16_space-MNI152NLin2009cAsym_res-2_desc-preproc_T1w.nii.gz\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ - "bids.query(BIDS, 'data', 'modality', 'anat', 'desc', 'preproc', 'space', 'MNI152NLin2009cAsym')" + "data = bids.query(BIDS, 'data', 'modality', 'anat', 'desc', 'preproc', 'space', 'MNI152NLin2009cAsym');\n", + "disp(data);" ] }, { @@ -167,56 +106,26 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-10/func/sub-10_task-balloonanalogrisktask_run-1_space-fsaverage5_hemi-L_bold.func.gii\n", - " [2,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-10/func/sub-10_task-balloonanalogrisktask_run-1_space-fsaverage5_hemi-R_bold.func.gii\n", - " [3,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-10/func/sub-10_task-balloonanalogrisktask_run-2_space-fsaverage5_hemi-L_bold.func.gii\n", - " [4,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-10/func/sub-10_task-balloonanalogrisktask_run-2_space-fsaverage5_hemi-R_bold.func.gii\n", - " [5,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-10/func/sub-10_task-balloonanalogrisktask_run-3_space-fsaverage5_hemi-L_bold.func.gii\n", - " [6,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-10/func/sub-10_task-balloonanalogrisktask_run-3_space-fsaverage5_hemi-R_bold.func.gii\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ - "bids.query(BIDS, 'data', 'sub', '10', 'modality', 'func', 'space', 'fsaverage5')" + "data = bids.query(BIDS, 'data', 'sub', '10', 'modality', 'func', 'space', 'fsaverage5');\n", + "disp(data);" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-10/func/sub-10_task-balloonanalogrisktask_run-1_desc-confounds_timeseries.json\n", - " [2,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-10/func/sub-10_task-balloonanalogrisktask_run-1_desc-confounds_timeseries.tsv\n", - " [3,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-10/func/sub-10_task-balloonanalogrisktask_run-2_desc-confounds_timeseries.json\n", - " [4,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-10/func/sub-10_task-balloonanalogrisktask_run-2_desc-confounds_timeseries.tsv\n", - " [5,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-10/func/sub-10_task-balloonanalogrisktask_run-3_desc-confounds_timeseries.json\n", - " [6,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-10/func/sub-10_task-balloonanalogrisktask_run-3_desc-confounds_timeseries.tsv\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ - "bids.query(BIDS, 'data', 'sub', '10', 'desc', 'confounds')" + "data = bids.query(BIDS, 'data', 'sub', '10', 'desc', 'confounds');\n", + "disp(data);" ] }, { @@ -228,90 +137,42 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = .csv\n", - " [1,2] = .func.gii\n", - " [1,3] = .h5\n", - " [1,4] = .html\n", - " [1,5] = .json\n", - " [1,6] = .nii.gz\n", - " [1,7] = .surf.gii\n", - " [1,8] = .svg\n", - " [1,9] = .tsv\n", - " [1,10] = .txt\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ - "bids.query(BIDS, 'extensions')" + "extensions = bids.query(BIDS, 'extensions');\n", + "disp(extensions);" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-10/func/sub-10_task-balloonanalogrisktask_run-3_space-MNI152NLin2009cAsym_res-2_desc-preproc_bold.json\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "filter.sub = '10';\n", - "bids.query(BIDS, 'data', filter)" + "data = bids.query(BIDS, 'data', filter);\n", + "disp(data);" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "json_file = \n", - "{\n", - " [1,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ds000001-fmriprep/sub-10/func/sub-10_task-balloonanalogrisktask_run-3_space-MNI152NLin2009cAsym_res-2_desc-preproc_bold.json\n", - "}\n", - "ans =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " RepetitionTime = 2\n", - " SkullStripped = 0\n", - " TaskName = balloon analog risk task\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "filter.space = 'MNI152NLin2009cAsym';\n", "filter.desc = 'preproc';\n", "filter.run = '3';\n", - "json_file = bids.query(BIDS, 'data', filter)\n", - "bids.util.jsondecode(json_file{1})" + "json_file = bids.query(BIDS, 'data', filter);\n", + "bids.util.jsondecode(json_file{1});" ] }, { @@ -323,89 +184,9 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "warning: OFF\n" - ] - } - ], - "source": [ - "warning('OFF')" - ] - }, - { - "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "warning: Duplicate key.\n", - "warning: called from\n", - " jsondecode at line 41 column 11\n", - " get_metadata at line 28 column 12\n", - " layout>manage_dependencies at line 547 column 14\n", - " layout at line 146 column 8\n", - " layout>index_derivatives_dir at line 187 column 43\n", - " layout at line 148 column 8\n", - "warning: Duplicate key.\n", - "warning: called from\n", - " jsondecode at line 41 column 11\n", - " get_metadata at line 28 column 12\n", - " layout>manage_dependencies at line 547 column 14\n", - " layout at line 146 column 8\n", - " layout>index_derivatives_dir at line 187 column 43\n", - " layout at line 148 column 8\n", - "warning: Duplicate key.\n", - "warning: called from\n", - " jsondecode at line 41 column 11\n", - " get_metadata at line 28 column 12\n", - " layout>manage_dependencies at line 547 column 14\n", - " layout at line 146 column 8\n", - " layout>index_derivatives_dir at line 187 column 43\n", - " layout at line 148 column 8\n", - "warning: Duplicate key.\n", - "warning: called from\n", - " jsondecode at line 41 column 11\n", - " get_metadata at line 28 column 12\n", - " layout>manage_dependencies at line 547 column 14\n", - " layout at line 146 column 8\n", - " layout>index_derivatives_dir at line 187 column 43\n", - " layout at line 148 column 8\n", - "warning: Duplicate key.\n", - "warning: called from\n", - " jsondecode at line 41 column 11\n", - " get_metadata at line 28 column 12\n", - " layout>manage_dependencies at line 547 column 14\n", - " layout at line 146 column 8\n", - " layout>index_derivatives_dir at line 187 column 43\n", - " layout at line 148 column 8\n", - "warning: Duplicate key.\n", - "warning: called from\n", - " jsondecode at line 41 column 11\n", - " get_metadata at line 28 column 12\n", - " layout>manage_dependencies at line 547 column 14\n", - " layout at line 146 column 8\n", - " layout>index_derivatives_dir at line 187 column 43\n", - " layout at line 148 column 8\n", - "warning: Duplicate key.\n", - "warning: called from\n", - " jsondecode at line 41 column 11\n", - " get_metadata at line 28 column 12\n", - " layout>manage_dependencies at line 547 column 14\n", - " layout at line 146 column 8\n", - " layout>index_derivatives_dir at line 187 column 43\n", - " layout at line 148 column 8\n" - ] - } - ], + "outputs": [], "source": [ "BIDS = bids.layout(fullfile(pwd,'bids-examples', 'ds000117'), ...\n", " 'use_schema', false, ...\n", @@ -414,38 +195,11 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = 01\n", - " [1,2] = 02\n", - " [1,3] = 03\n", - " [1,4] = 04\n", - " [1,5] = 05\n", - " [1,6] = 06\n", - " [1,7] = 07\n", - " [1,8] = 08\n", - " [1,9] = 09\n", - " [1,10] = 10\n", - " [1,11] = 11\n", - " [1,12] = 12\n", - " [1,13] = 13\n", - " [1,14] = 14\n", - " [1,15] = 15\n", - " [1,16] = 16\n", - " [1,17] = emptyroom\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ - "bids.query(BIDS.derivatives.meg_derivatives, 'subjects')" + "bids.query(BIDS.derivatives.meg_derivatives, 'subjects');" ] }, { @@ -463,23 +217,9 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "output_path = /home/remi/github/BIDS-matlab/examples/output\n", - "ans = 1\n", - "error: argument 'OUTPUT_PATH' is not a valid parameter\n", - "error: called from\n", - " error at line 539 column 7\n", - " parse at line 463 column 13\n", - " copy_to_derivative at line 78 column 3\n" - ] - } - ], + "outputs": [], "source": [ "dataset = fullfile(pwd, 'bids-examples', 'qmri_vfa');\n", "\n", @@ -500,25 +240,12 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "error: argument '/HOME/REMI/GITHUB/BIDS-MATLAB/EXAMPLES/OUTPUT/SPM12' is not a valid parameter\n", - "error: called from\n", - " error at line 539 column 7\n", - " parse at line 463 column 13\n", - " layout at line 59 column 3\n", - "error: structure has no member 'GeneratedBy'\n" - ] - } - ], + "outputs": [], "source": [ "BIDS = bids.layout(fullfile(output_path, 'SPM12'));\n", - "BIDS.description.GeneratedBy" + "BIDS.description.GeneratedBy;" ] } ], diff --git a/demos/notebooks/BIDS-Matlab_03_filenames_and_metadata.ipynb b/demos/notebooks/BIDS-Matlab_03_filenames_and_metadata.ipynb index 2a598dfb..090fac60 100644 --- a/demos/notebooks/BIDS-Matlab_03_filenames_and_metadata.ipynb +++ b/demos/notebooks/BIDS-Matlab_03_filenames_and_metadata.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -64,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -78,21 +78,13 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = sub-01_task-faceRecognition_run-02_ses-test_bold.nii\n" - ] - } - ], + "outputs": [], "source": [ "file = bids.File(input);\n", "\n", - "file.filename" + "file.filename;" ] }, { @@ -104,21 +96,13 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = sub-01_ses-test_task-faceRecognition_run-02_bold.nii\n" - ] - } - ], + "outputs": [], "source": [ "file = bids.File(input, 'use_schema', true);\n", "\n", - "file.filename" + "file.filename;" ] }, { @@ -130,34 +114,17 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "error: Entities 'task' cannot not be empty for the suffix 'bold'\n", - "error: called from\n", - " error_handling at line 44 column 5\n", - " bids_file_error at line 506 column 7\n", - " check_required_entities at line 476 column 9\n", - " update at line 276 column 7\n", - " reorder_entities at line 357 column 7\n", - " use_schema at line 379 column 11\n", - " File at line 146 column 13\n" - ] - } - ], + "outputs": [], "source": [ "input = struct('ext', '.nii');\n", "input.suffix = 'bold';\n", - "input.entities = struct( ...\n", - " 'sub', '01', ...\n", - " 'ses', 'test', ...\n", - " 'run', '02');\n", + "input.entities = struct('sub', '01', ...\n", + " 'ses', 'test', ...\n", + " 'run', '02');\n", "\n", "% uncomment the line below to see the error\n", "% file = bids.File(input, 'use_schema', true, 'tolerant', false);\n" @@ -172,31 +139,22 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = run-02_sub-01_ses-test_task-face recognition_bold.nii\n" - ] - } - ], + "outputs": [], "source": [ "input = struct('ext', '.nii');\n", "input.suffix = 'bold';\n", - "input.entities = struct( ...\n", - " 'sub', '01', ...\n", - " 'task', 'face recognition', ...\n", - " 'run', '02', ...\n", - " 'ses', 'test');\n", + "input.entities = struct('sub', '01', ...\n", + " 'task', 'face recognition', ...\n", + " 'run', '02', ...\n", + " 'ses', 'test');\n", "file = bids.File(input);\n", "\n", "entity_order = {'run', 'sub', 'ses'};\n", "\n", "file = file.reorder_entities(entity_order);\n", - "file.filename\n" + "file.filename;\n" ] }, { @@ -219,17 +177,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = sub-01_desc-brain_mask.nii\n" - ] - } - ], + "outputs": [], "source": [ "input = 'sub-01_ses-mri_T1w.nii';\n", "file = bids.File(input, 'use_schema', false);\n", @@ -238,7 +188,7 @@ "file.entities.ses = '';\n", "file.entities.desc = 'brain';\n", "\n", - "file.filename" + "file.filename;" ] }, { @@ -257,17 +207,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = sub-01_ses-test_task-faceRecognition_run-02_space-IXI549Space_desc-preproc_bold.nii\n" - ] - } - ], + "outputs": [], "source": [ "input = 'wuasub-01_ses-test_task-faceRecognition_run-02_bold.nii';\n", "\n", @@ -276,7 +218,7 @@ "file.entities.space = 'IXI549Space';\n", "file.entities.desc = 'preproc';\n", "\n", - "file.filename" + "file.filename;" ] }, { @@ -288,49 +230,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = sub-01_ses-test_task-faceRecognition_run-02_space-IXI549Space_desc-preproc_bold.json\n", - "ans =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " Description = RECOMMENDED\n", - " Sources = \n", - " {\n", - " [1,1] = \n", - " {\n", - " [1,1] = OPTIONAL\n", - " }\n", - " }\n", - " RawSources = \n", - " {\n", - " [1,1] = \n", - " {\n", - " [1,1] = OPTIONAL\n", - " }\n", - " }\n", - " SpatialReference = \n", - " {\n", - " [1,1] = \n", - " {\n", - " [1,1] = REQUIRED if no space entity or if non standard space RECOMMENDED otherwise\n", - " }\n", - " }\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "json = bids.derivatives_json(file.filename);\n", "\n", - "json.filename\n", - "json.content" + "json.filename;\n", + "json.content;" ] }, { @@ -342,140 +249,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "json =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " filename = sub-01_ses-test_task-faceRecognition_res-2pt0_space-IXI549Space_desc-brain_mask.json\n", - " content =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " Description = RECOMMENDED\n", - " Sources = \n", - " {\n", - " [1,1] = \n", - " {\n", - " [1,1] = OPTIONAL\n", - " }\n", - " }\n", - " RawSources = \n", - " {\n", - " [1,1] = \n", - " {\n", - " [1,1] = REQUIRED\n", - " }\n", - " }\n", - " SpatialReference = \n", - " {\n", - " [1,1] = \n", - " {\n", - " [1,1] = REQUIRED if no space entity or if non standard space RECOMMENDED otherwise\n", - " }\n", - " }\n", - " Resolution = \n", - " {\n", - " [1,1] = \n", - " {\n", - " [1,1] =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " 2pt0: 1x24 sq_string\n", - "\n", - " }\n", - " }\n", - " Atlas = \n", - " {\n", - " [1,1] = \n", - " {\n", - " [1,1] = OPTIONAL\n", - " }\n", - " }\n", - " Type = \n", - " {\n", - " [1,1] = \n", - " {\n", - " [1,1] = OPTIONAL\n", - " }\n", - " }\n", - "\n", - "\n", - "ans = sub-01_ses-test_task-faceRecognition_res-2pt0_space-IXI549Space_desc-brain_mask.json\n", - "ans =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " Description = RECOMMENDED\n", - " Sources = \n", - " {\n", - " [1,1] = \n", - " {\n", - " [1,1] = OPTIONAL\n", - " }\n", - " }\n", - " RawSources = \n", - " {\n", - " [1,1] = \n", - " {\n", - " [1,1] = REQUIRED\n", - " }\n", - " }\n", - " SpatialReference = \n", - " {\n", - " [1,1] = \n", - " {\n", - " [1,1] = REQUIRED if no space entity or if non standard space RECOMMENDED otherwise\n", - " }\n", - " }\n", - " Resolution = \n", - " {\n", - " [1,1] = \n", - " {\n", - " [1,1] =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " 2pt0 = REQUIRED if \"res\" entity\n", - "\n", - " }\n", - " }\n", - " Atlas = \n", - " {\n", - " [1,1] = \n", - " {\n", - " [1,1] = OPTIONAL\n", - " }\n", - " }\n", - " Type = \n", - " {\n", - " [1,1] = \n", - " {\n", - " [1,1] = OPTIONAL\n", - " }\n", - " }\n", - "\n", - "ans =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " 2pt0 = REQUIRED if \"res\" entity\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "json = bids.derivatives_json('sub-01_ses-test_task-faceRecognition_res-2pt0_space-IXI549Space_desc-brain_mask.nii')\n", - "json.filename\n", - "json.content\n", - "json.content.Resolution{1}{1}" + "json.filename;\n", + "json.content;\n", + "json.content.Resolution{1}{1};" ] } ], diff --git a/demos/notebooks/BIDS-Matlab_04_new_datasets.ipynb b/demos/notebooks/BIDS-Matlab_04_new_datasets.ipynb index 95f5bb23..6a4f7fcf 100644 --- a/demos/notebooks/BIDS-Matlab_04_new_datasets.ipynb +++ b/demos/notebooks/BIDS-Matlab_04_new_datasets.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -34,53 +34,9 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\n", - " Initialize dataset with README, description, folder structure...\n", - "\n", - " USAGE::\n", - "\n", - " bids.init(pth, ...\n", - " 'folders', folders, ,...\n", - " 'is_derivative', false,...\n", - " 'is_datalad_ds', false)\n", - "\n", - " :param pth: directory where to create the dataset\n", - " :type pth: string\n", - "\n", - " :param folders: define the folder structure to create.\n", - " ``folders.subjects``\n", - " ``folders.sessions``\n", - " ``folders.modalities``\n", - " :type folders: structure\n", - "\n", - " :param is_derivative:\n", - " :type is_derivative: boolean\n", - "\n", - " :param is_datalad_ds:\n", - " :type is_derivative: boolean\n", - "\n", - "\n", - " (C) Copyright 2021 BIDS-MATLAB developers\n", - "\n", - "\n", - "Additional help for built-in functions and operators is\n", - "available in the online version of the manual. Use the command\n", - "'doc ' to search the manual index.\n", - "\n", - "Help and information about Octave is also available on the WWW\n", - "at http://www.octave.org and via the help@octave.org\n", - "mailing list.\n" - ] - } - ], + "outputs": [], "source": [ "help bids.init" ] @@ -99,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -112,46 +68,18 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "bids.init(pth, 'folders', folders, 'is_derivative', true, 'is_datalad_ds', true)" + "bids.init(pth, 'folders', folders, 'is_derivative', true, 'is_datalad_ds', true);" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[01;34mdummy_ds\u001b[00m\n", - "├── CHANGES\n", - "├── dataset_description.json\n", - "├── README\n", - "├── \u001b[01;34msub-01\u001b[00m\n", - "│   ├── \u001b[01;34mses-post\u001b[00m\n", - "│   │   ├── \u001b[01;34manat\u001b[00m\n", - "│   │   └── \u001b[01;34meeg\u001b[00m\n", - "│   └── \u001b[01;34mses-pre\u001b[00m\n", - "│   ├── \u001b[01;34manat\u001b[00m\n", - "│   └── \u001b[01;34meeg\u001b[00m\n", - "└── \u001b[01;34msub-02\u001b[00m\n", - " ├── \u001b[01;34mses-post\u001b[00m\n", - " │   ├── \u001b[01;34manat\u001b[00m\n", - " │   └── \u001b[01;34meeg\u001b[00m\n", - " └── \u001b[01;34mses-pre\u001b[00m\n", - " ├── \u001b[01;34manat\u001b[00m\n", - " └── \u001b[01;34meeg\u001b[00m\n", - "\n", - "14 directories, 3 files\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "!tree dummy_ds" ] @@ -165,297 +93,18 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "# README\n", - "\n", - "The README is usually the starting point for researchers using your data\n", - "and serves as a guidepost for users of your data. A clear and informative\n", - "README makes your data much more usable.\n", - "\n", - "In general you can include information in the README that is not captured by some other\n", - "files in the BIDS dataset (dataset_description.json, events.tsv, ...).\n", - "\n", - "It can also be useful to also include information that might already be\n", - "present in another file of the dataset but might be important for users to be aware of\n", - "before preprocessing or analysing the data.\n", - "\n", - "If the README gets too long you have the possibility to create a `/doc` folder\n", - "and add it to the `.bidsignore` file to make sure it is ignored by the BIDS validator.\n", - "\n", - "More info here: https://neurostars.org/t/where-in-a-bids-dataset-should-i-put-notes-about-individual-mri-acqusitions/17315/3\n", - "\n", - "## Details related to access to the data\n", - "\n", - "- [ ] Data user agreement\n", - "\n", - "If the dataset requires a data user agreement, link to the relevant information.\n", - "\n", - "- [ ] Contact person\n", - "\n", - "Indicate the name and contact details (email and ORCID) of the person responsible for additional information.\n", - "\n", - "- [ ] Practical information to access the data\n", - "\n", - "If there is any special information related to access rights or\n", - "how to download the data make sure to include it.\n", - "For example, if the dataset was curated using datalad,\n", - "make sure to include the relevant section from the datalad handbook:\n", - "http://handbook.datalad.org/en/latest/basics/101-180-FAQ.html#how-can-i-help-others-get-started-with-a-shared-dataset\n", - "\n", - "## Overview\n", - "\n", - "- [ ] Project name (if relevant)\n", - "\n", - "- [ ] Year(s) that the project ran\n", - "\n", - "If no `scans.tsv` is included, this could at least cover when the data acquisition\n", - "starter and ended. Local time of day is particularly relevant to subject state.\n", - "\n", - "- [ ] Brief overview of the tasks in the experiment\n", - "\n", - "A paragraph giving an overview of the experiment. This should include the\n", - "goals or purpose and a discussion about how the experiment tries to achieve\n", - "these goals.\n", - "\n", - "- [ ] Description of the contents of the dataset\n", - "\n", - "An easy thing to add is the output of the bids-validator that describes what type of\n", - "data and the number of subject one can expect to find in the dataset.\n", - "\n", - "- [ ] Independent variables\n", - "\n", - "A brief discussion of condition variables (sometimes called contrasts\n", - "or independent variables) that were varied across the experiment.\n", - "\n", - "- [ ] Dependent variables\n", - "\n", - "A brief discussion of the response variables (sometimes called the\n", - "dependent variables) that were measured and or calculated to assess\n", - "the effects of varying the condition variables. This might also include\n", - "questionnaires administered to assess behavioral aspects of the experiment.\n", - "\n", - "- [ ] Control variables\n", - "\n", - "A brief discussion of the control variables --- that is what aspects\n", - "were explicitly controlled in this experiment. The control variables might\n", - "include subject pool, environmental conditions, set up, or other things\n", - "that were explicitly controlled.\n", - "\n", - "- [ ] Quality assessment of the data\n", - "\n", - "Provide a short summary of the quality of the data ideally with descriptive statistics if relevant\n", - "and with a link to more comprehensive description (like with MRIQC) if possible.\n", - "\n", - "## Methods\n", - "\n", - "### Subjects\n", - "\n", - "A brief sentence about the subject pool in this experiment.\n", - "\n", - "Remember that `Control` or `Patient` status should be defined in the `participants.tsv`\n", - "using a group column.\n", - "\n", - "- [ ] Information about the recruitment procedure\n", - "- [ ] Subject inclusion criteria (if relevant)\n", - "- [ ] Subject exclusion criteria (if relevant)\n", - "\n", - "### Apparatus\n", - "\n", - "A summary of the equipment and environment setup for the\n", - "experiment. For example, was the experiment performed in a shielded room\n", - "with the subject seated in a fixed position.\n", - "\n", - "### Initial setup\n", - "\n", - "A summary of what setup was performed when a subject arrived.\n", - "\n", - "### Task organization\n", - "\n", - "How the tasks were organized for a session.\n", - "This is particularly important because BIDS datasets usually have task data\n", - "separated into different files.)\n", - "\n", - "- [ ] Was task order counter-balanced?\n", - "- [ ] What other activities were interspersed between tasks?\n", - "\n", - "- [ ] In what order were the tasks and other activities performed?\n", - "\n", - "### Task details\n", - "\n", - "As much detail as possible about the task and the events that were recorded.\n", - "\n", - "### Additional data acquired\n", - "\n", - "A brief indication of data other than the\n", - "imaging data that was acquired as part of this experiment. In addition\n", - "to data from other modalities and behavioral data, this might include\n", - "questionnaires and surveys, swabs, and clinical information. Indicate\n", - "the availability of this data.\n", - "\n", - "This is especially relevant if the data are not included in a `phenotype` folder.\n", - "https://bids-specification.readthedocs.io/en/stable/03-modality-agnostic-files.html#phenotypic-and-assessment-data\n", - "\n", - "### Experimental location\n", - "\n", - "This should include any additional information regarding the\n", - "the geographical location and facility that cannot be included\n", - "in the relevant json files.\n", - "\n", - "### Missing data\n", - "\n", - "Mention something if some participants are missing some aspects of the data.\n", - "This can take the form of a processing log and/or abnormalities about the dataset.\n", - "\n", - "Some examples:\n", - "\n", - "- A brain lesion or defect only present in one participant\n", - "- Some experimental conditions missing on a given run for a participant because\n", - " of some technical issue.\n", - "- Any noticeable feature of the data for certain participants\n", - "- Differences (even slight) in protocol for certain participants.\n", - "\n", - "### Notes\n", - "\n", - "Any additional information or pointers to information that\n", - "might be helpful to users of the dataset. Include qualitative information\n", - "related to how the data acquisition went.\n", - "________________________________________________________________________________\n", - "\n", - "[![made-with-datalad](https://www.datalad.org/badges/made_with.svg)](https://datalad.org)\n", - "\n", - "## DataLad datasets and how to use them\n", - "\n", - "This repository is a [DataLad](https://www.datalad.org/) dataset. It provides\n", - "fine-grained data access down to the level of individual files, and allows for\n", - "tracking future updates. In order to use this repository for data retrieval,\n", - "[DataLad](https://www.datalad.org/) is required. It is a free and\n", - "open source command line tool, available for all major operating\n", - "systems, and builds up on Git and [git-annex](https://git-annex.branchable.com/)\n", - "to allow sharing, synchronizing, and version controlling collections of\n", - "large files. You can find information on how to install DataLad at\n", - "[handbook.datalad.org/en/latest/intro/installation.html](http://handbook.datalad.org/en/latest/intro/installation.html).\n", - "\n", - "### Get the dataset\n", - "\n", - "A DataLad dataset can be `cloned` by running\n", - "\n", - "```\n", - "datalad clone \n", - "```\n", - "\n", - "Once a dataset is cloned, it is a light-weight directory on your local machine.\n", - "At this point, it contains only small metadata and information on the\n", - "identity of the files in the dataset, but not actual *content* of the\n", - "(sometimes large) data files.\n", - "\n", - "### Retrieve dataset content\n", - "\n", - "After cloning a dataset, you can retrieve file contents by running\n", - "\n", - "```\n", - "datalad get `\n", - "```\n", - "\n", - "This command will trigger a download of the files, directories, or\n", - "subdatasets you have specified.\n", - "\n", - "DataLad datasets can contain other datasets, so called *subdatasets*.\n", - "If you clone the top-level dataset, subdatasets do not yet contain\n", - "metadata and information on the identity of files, but appear to be\n", - "empty directories. In order to retrieve file availability metadata in\n", - "subdatasets, run\n", - "\n", - "```\n", - "datalad get -n \n", - "```\n", - "\n", - "Afterwards, you can browse the retrieved metadata to find out about\n", - "subdataset contents, and retrieve individual files with `datalad get`.\n", - "If you use `datalad get `, all contents of the\n", - "subdataset will be downloaded at once.\n", - "\n", - "### Stay up-to-date\n", - "\n", - "DataLad datasets can be updated. The command `datalad update` will\n", - "*fetch* updates and store them on a different branch (by default\n", - "`remotes/origin/master`). Running\n", - "\n", - "```\n", - "datalad update --merge\n", - "```\n", - "\n", - "will *pull* available updates and integrate them in one go.\n", - "\n", - "### Find out what has been done\n", - "\n", - "DataLad datasets contain their history in the ``git log``.\n", - "By running ``git log`` (or a tool that displays Git history) in the dataset or on\n", - "specific files, you can find out what has been done to the dataset or to individual files\n", - "by whom, and when.\n", - "\n", - "### More information\n", - "\n", - "More information on DataLad and how to use it can be found in the DataLad Handbook at\n", - "[handbook.datalad.org](http://handbook.datalad.org/en/latest/index.html). The chapter\n", - "\"DataLad datasets\" can help you to familiarize yourself with the concept of a dataset.\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "!cat dummy_ds/README" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{\n", - " \"Name\": \"\",\n", - " \"BIDSVersion\": \"\",\n", - " \"DatasetType\": \"derivative\",\n", - " \"License\": \"\",\n", - " \"Acknowledgements\": \"\",\n", - " \"HowToAcknowledge\": \"\",\n", - " \"DatasetDOI\": \"\",\n", - " \"HEDVersion\": \"\",\n", - " \"Funding\": [],\n", - " \"Authors\": [],\n", - " \"ReferencesAndLinks\": [],\n", - " \"GeneratedBy\": [\n", - " {\n", - " \"Name\": \"\",\n", - " \"Version\": \"\",\n", - " \"Description\": \"\",\n", - " \"CodeURL\": \"\",\n", - " \"Container\": {\n", - " \"Type\": \"\",\n", - " \"Tag\": \"\"\n", - " }\n", - " }\n", - " ],\n", - " \"SourceDatasets\": [\n", - " {\n", - " \"DOI\": \"\",\n", - " \"URL\": \"\",\n", - " \"Version\": \"\"\n", - " }\n", - " ]\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "!cat dummy_ds/dataset_description.json" ] diff --git a/demos/notebooks/BIDS-Matlab_05_report.ipynb b/demos/notebooks/BIDS-Matlab_05_report.ipynb index a07a8aca..8a68a9aa 100644 --- a/demos/notebooks/BIDS-Matlab_05_report.ipynb +++ b/demos/notebooks/BIDS-Matlab_05_report.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -29,128 +29,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dataset description saved in: /home/remi/github/BIDS-matlab/examples/output/dataset-ds101_bids-matlab_report.md\n", - "\n", - "\n", - "\n", - "\n", - "--------------------------------------------------------------------------------\n", - "warning: saving to file not implement for Ocatve\n", - "warning: called from\n", - " error_handling at line 48 column 5\n", - " report>print_to_output at line 592 column 7\n", - " report at line 102 column 9\n", - "ANAT REPORT\n", - "\n", - "\n", - " Getting parameters - sub-01_T1w.nii.gz\n", - "\n", - "warning: saving to file not implement for Ocatve\n", - "warning: called from\n", - " error_handling at line 48 column 5\n", - " report>print_to_output at line 592 column 7\n", - " report>print_text at line 659 column 3\n", - " report>report_nifti at line 187 column 5\n", - " report at line 109 column 13\n", - "The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, \n", - "{{InstitutionAddress}}.\n", - "\n", - "warning: saving to file not implement for Ocatve\n", - "warning: called from\n", - " error_handling at line 48 column 5\n", - " report>print_to_output at line 592 column 7\n", - " report>print_text at line 659 column 3\n", - " report>report_nifti at line 193 column 7\n", - " report at line 109 column 13\n", - "MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} \n", - "system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. \n", - "The software version was {{SoftwareVersions}}.\n", - "\n", - "warning: saving to file not implement for Ocatve\n", - "warning: called from\n", - " error_handling at line 48 column 5\n", - " report>print_to_output at line 592 column 7\n", - " report>report_nifti at line 196 column 5\n", - " report at line 109 column 13\n", - "{{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} T1w structural MRI \n", - "data were collected ({{nb_slices}} slices; repetition time, TR= {{RepetitionTime}} \n", - "s; echo time, TE= {{echo_time}} ms; flip angle, FA= {{FlipAngle}} deg; field \n", - "of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} \n", - "mm).\n", - "\n", - "warning: saving to file not implement for Ocatve\n", - "warning: called from\n", - " error_handling at line 48 column 5\n", - " report>print_to_output at line 592 column 7\n", - " report at line 102 column 9\n", - "FUNC REPORT\n", - "\n", - "\n", - " Getting parameters - sub-01_task-Simontask_run-01_bold.nii.gz\n", - "\n", - "warning: saving to file not implement for Ocatve\n", - "warning: called from\n", - " error_handling at line 48 column 5\n", - " report>print_to_output at line 592 column 7\n", - " report>print_text at line 659 column 3\n", - " report>report_func at line 239 column 7\n", - " report at line 112 column 13\n", - "The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, \n", - "{{InstitutionAddress}}.\n", - "\n", - "warning: saving to file not implement for Ocatve\n", - "warning: called from\n", - " error_handling at line 48 column 5\n", - " report>print_to_output at line 592 column 7\n", - " report>print_text at line 659 column 3\n", - " report>report_func at line 241 column 7\n", - " report at line 112 column 13\n", - "MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} \n", - "system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. \n", - "The software version was {{SoftwareVersions}}.\n", - "\n", - "warning: saving to file not implement for Ocatve\n", - "warning: called from\n", - " error_handling at line 48 column 5\n", - " report>print_to_output at line 592 column 7\n", - " report>report_func at line 243 column 7\n", - " report at line 112 column 13\n", - "For the Simon task task, 2 run(s) of bold {{PulseSequenceType}} {{ScanningSequence}} \n", - "{{SequenceVariant}} fMRI data were collected. The acquisiton parameters were: \n", - "{{nb_slices}} slices acquired in a {{so_str}} fashion; repetition time, TR= 2 \n", - "s; echo time, TE= {{echo_time}} ms; flip angle, FA= {{FlipAngle}} deg; field of \n", - "view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm; \n", - "multiband factor= {{mb_str}}; in-plane acceleration factor= {pr_str}}. Each run \n", - "was {{length}} minutes in length, during which {{nb_vols}} functional volumes were \n", - "acquired.\n", - "\n", - "warning: saving to file not implement for Ocatve\n", - "warning: called from\n", - " error_handling at line 48 column 5\n", - " report>print_to_output at line 592 column 7\n", - " report>print_text at line 659 column 3\n", - " report>report_func at line 245 column 7\n", - " report at line 112 column 13\n", - "{{TaskDescription}} Participants were specifically instructed to: {{Instructions}}\n", - "\n", - "warning: saving to file not implement for Ocatve\n", - "warning: called from\n", - " error_handling at line 48 column 5\n", - " report>print_to_output at line 592 column 7\n", - " report>print_text at line 659 column 3\n", - " report at line 131 column 3\n", - "This text was automatically generated by [BIDS-matlab](https://github.com/bids-standard/bids-matlab).\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "read_nifti = false;\n", "output_path = fullfile(pwd, 'output');\n", diff --git a/demos/notebooks/BIDS-Matlab_06_tsv_json.ipynb b/demos/notebooks/BIDS-Matlab_06_tsv_json.ipynb index f69b87b9..a55e98ea 100644 --- a/demos/notebooks/BIDS-Matlab_06_tsv_json.ipynb +++ b/demos/notebooks/BIDS-Matlab_06_tsv_json.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "92b7a41a", "metadata": {}, "outputs": [], @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "1ec10866", "metadata": {}, "outputs": [], @@ -36,1748 +36,24 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "59ed8d9a", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans = \n", - "{\n", - " [1,1] = 01\n", - " [1,2] = 02\n", - "}\n", - "ans = \n", - "{\n", - " [1,1] = visual\n", - "}\n", - "events_file = \n", - "{\n", - " [1,1] = /home/remi/github/BIDS-matlab/examples/bids-examples/ieeg_visual/sub-01/ses-01/ieeg/sub-01_ses-01_task-visual_run-01_events.tsv\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ - "bids.query(BIDS, 'subjects') \n", - "bids.query(BIDS, 'tasks')\n", - "events_file = bids.query(BIDS, 'data', 'sub', '01', 'task', 'visual', 'suffix', 'events')" + "bids.query(BIDS, 'subjects');\n", + "bids.query(BIDS, 'tasks');\n", + "events_file = bids.query(BIDS, 'data', 'sub', '01', 'task', 'visual', 'suffix', 'events');" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "8d605782", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " onset =\n", - "\n", - " 17.853\n", - " 18.356\n", - " 18.858\n", - " 19.360\n", - " 19.862\n", - " 20.364\n", - " 20.867\n", - " 21.369\n", - " 21.871\n", - " 22.373\n", - " 22.875\n", - " 23.378\n", - " 23.880\n", - " 24.382\n", - " 24.884\n", - " 25.386\n", - " 25.888\n", - " 26.391\n", - " 26.893\n", - " 27.395\n", - " 27.897\n", - " 28.399\n", - " 28.902\n", - " 29.404\n", - " 29.906\n", - " 30.408\n", - " 30.910\n", - " 31.413\n", - " 31.915\n", - " 32.417\n", - " 32.919\n", - " 33.421\n", - " 33.924\n", - " 34.426\n", - " 34.928\n", - " 35.430\n", - " 35.932\n", - " 36.435\n", - " 36.937\n", - " 37.439\n", - " 37.941\n", - " 38.443\n", - " 38.945\n", - " 39.448\n", - " 39.950\n", - " 40.452\n", - " 40.954\n", - " 41.456\n", - " 41.959\n", - " 42.461\n", - " 42.963\n", - " 43.465\n", - " 43.967\n", - " 44.470\n", - " 44.972\n", - " 45.474\n", - " 45.976\n", - " 46.478\n", - " 46.981\n", - " 47.483\n", - " 47.985\n", - " 48.487\n", - " 48.989\n", - " 49.492\n", - " 49.994\n", - " 50.496\n", - " 50.998\n", - " 51.500\n", - " 52.003\n", - " 52.505\n", - " 53.007\n", - " 53.509\n", - " 54.011\n", - " 54.513\n", - " 55.016\n", - " 55.518\n", - " 56.020\n", - " 56.522\n", - " 57.024\n", - " 57.527\n", - " 58.029\n", - " 58.531\n", - " 59.033\n", - " 59.535\n", - " 60.038\n", - " 60.540\n", - " 61.042\n", - " 61.544\n", - " 62.046\n", - " 62.549\n", - " 63.051\n", - " 63.553\n", - " 64.055\n", - " 64.558\n", - " 65.060\n", - " 65.562\n", - " 66.064\n", - " 66.566\n", - " 67.069\n", - " 67.571\n", - " 68.073\n", - " 68.575\n", - " 69.077\n", - " 69.580\n", - " 70.082\n", - " 70.584\n", - " 71.086\n", - " 71.588\n", - " 72.091\n", - " 72.593\n", - " 73.095\n", - " 73.597\n", - " 74.099\n", - " 74.602\n", - " 75.104\n", - " 75.606\n", - " 76.108\n", - " 76.610\n", - " 77.112\n", - " 77.615\n", - " 78.117\n", - " 78.619\n", - " 79.121\n", - " 79.623\n", - " 80.126\n", - " 80.628\n", - " 81.130\n", - " 81.632\n", - " 82.134\n", - " 82.637\n", - " 83.139\n", - " 83.641\n", - " 84.143\n", - " 84.645\n", - " 85.148\n", - " 85.650\n", - " 86.152\n", - " 86.654\n", - " 87.156\n", - " 87.659\n", - " 88.161\n", - " 88.663\n", - " 89.165\n", - " 89.667\n", - " 90.169\n", - " 90.672\n", 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122.812\n", - " 123.314\n", - " 123.816\n", - " 124.319\n", - " 124.821\n", - " 125.323\n", - " 125.825\n", - " 126.327\n", - " 126.830\n", - " 127.332\n", - " 127.834\n", - " 128.336\n", - " 128.838\n", - " 129.340\n", - " 129.843\n", - " 130.345\n", - " 130.847\n", - " 131.350\n", - " 131.851\n", - " 132.354\n", - " 132.856\n", - " 133.358\n", - " 133.861\n", - " 134.363\n", - " 134.865\n", - " 135.367\n", - " 135.869\n", - " 136.371\n", - " 136.874\n", - " 137.376\n", - " 137.878\n", - " 138.380\n", - " 138.882\n", - " 139.385\n", - " 139.887\n", - " 140.389\n", - " 140.891\n", - " 141.393\n", - " 141.895\n", - " 142.398\n", - " 142.900\n", - " 143.402\n", - " 143.904\n", - " 144.406\n", - " 144.909\n", - " 145.411\n", - " 145.913\n", - " 146.415\n", - " 146.917\n", - " 147.419\n", - " 147.922\n", - " 148.424\n", - " 148.926\n", - " 149.429\n", - " 149.930\n", - " 150.433\n", - " 150.935\n", - " 151.437\n", - " 151.939\n", - " 152.441\n", - " 152.944\n", - " 153.446\n", - " 153.948\n", - " 154.450\n", - " 154.952\n", - " 155.455\n", - " 155.957\n", - " 156.459\n", - " 156.961\n", - " 157.464\n", - " 157.966\n", - " 158.468\n", - " 158.970\n", - " 159.472\n", - " 159.975\n", - " 160.477\n", - " 160.979\n", - " 161.481\n", - " 161.983\n", - " 162.486\n", - " 162.988\n", - " 163.490\n", - " 163.992\n", - " 164.494\n", - " 164.996\n", - " 165.499\n", - " 166.001\n", - " 166.503\n", - " 167.005\n", - " 167.507\n", - " 168.010\n", - " 168.512\n", - " 169.014\n", - " 169.516\n", - " 170.018\n", - " 170.521\n", - " 171.023\n", - " 171.525\n", - " 172.027\n", - " 172.529\n", - " 173.032\n", - " 173.534\n", - " 174.036\n", - " 174.538\n", - " 175.040\n", - " 175.543\n", - " 176.045\n", - " 176.547\n", - " 177.049\n", - " 177.551\n", - " 178.054\n", - " 178.556\n", - " 179.058\n", - " 179.560\n", - " 180.062\n", - " 180.564\n", - " 181.067\n", - " 181.569\n", - " 182.071\n", - " 182.573\n", - " 183.075\n", - " 183.578\n", - " 184.080\n", - " 184.582\n", - " 185.084\n", - " 185.586\n", - " 186.089\n", - " 186.591\n", - " 187.093\n", - " 187.595\n", - " 188.097\n", - " 188.600\n", - " 189.102\n", - " 189.604\n", - " 190.106\n", - " 190.608\n", - " 191.111\n", - " 191.613\n", - " 192.115\n", - " 192.617\n", - " 193.119\n", - " 193.621\n", - " 194.124\n", - " 194.626\n", - " 195.128\n", - " 195.630\n", - " 196.132\n", - " 196.635\n", - " 197.137\n", - " 197.639\n", - " 198.141\n", - " 198.643\n", - " 199.146\n", - " 199.648\n", - " 200.150\n", - " 200.652\n", - " 201.154\n", - " 201.657\n", - " 202.159\n", - " 202.661\n", - " 203.163\n", - " 203.665\n", - " 204.168\n", - " 204.670\n", - " 205.172\n", - " 205.674\n", - " 206.176\n", - " 206.678\n", - " 207.181\n", - " 207.683\n", - " 208.185\n", - " 208.687\n", - " 209.190\n", - " 209.692\n", - " 210.194\n", - " 210.696\n", - " 211.198\n", - " 211.701\n", - " 212.203\n", - " 212.705\n", - " 213.207\n", - " 213.709\n", - " 214.212\n", - " 214.714\n", - " 215.216\n", - " 215.718\n", - " 216.220\n", - " 216.722\n", - " 217.225\n", - " 217.727\n", - " 218.229\n", - " 218.731\n", - " 219.233\n", - " 219.736\n", - " 220.238\n", - " 220.740\n", - " 221.242\n", - " 221.744\n", - " 222.246\n", - " 222.749\n", - " 223.251\n", - " 223.753\n", - " 224.256\n", - " 224.757\n", - " 225.260\n", - " 225.762\n", - " 226.264\n", - " 226.767\n", - " 227.268\n", - " 227.771\n", - " 228.273\n", - "\n", - " duration =\n", - "\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 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0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - " 0.50000\n", - "\n", - " trial_type =\n", - "\n", - " 5\n", - " 8\n", - " 2\n", - " 8\n", - " 7\n", - " 8\n", - " 5\n", - " 8\n", - " 2\n", - " 8\n", - " 4\n", - " 8\n", - " 2\n", - " 8\n", - " 1\n", - " 8\n", - " 2\n", - " 8\n", - " 1\n", - " 8\n", - " 3\n", - " 8\n", - " 4\n", - " 8\n", - " 6\n", - " 8\n", - " 3\n", - " 8\n", - " 3\n", - " 8\n", - " 4\n", - " 8\n", - " 5\n", - " 8\n", - " 6\n", - " 8\n", - " 6\n", - " 8\n", - " 4\n", - " 8\n", - " 7\n", - " 8\n", - " 2\n", - " 8\n", - " 7\n", - " 8\n", - " 5\n", - " 8\n", - " 1\n", - " 8\n", - " 6\n", - " 8\n", - " 3\n", - " 8\n", - " 5\n", - " 8\n", - " 5\n", - " 8\n", - " 2\n", - " 8\n", - " 3\n", - " 8\n", - " 5\n", - " 8\n", - " 7\n", - " 8\n", - " 1\n", - " 8\n", - " 6\n", - " 8\n", - " 1\n", - " 8\n", - " 5\n", - " 8\n", - " 1\n", - " 8\n", - " 6\n", - " 8\n", - " 6\n", - " 8\n", - " 6\n", - " 8\n", - " 2\n", - " 8\n", - " 6\n", - " 8\n", - " 7\n", - " 8\n", - " 7\n", - " 8\n", - " 2\n", - " 8\n", - " 7\n", - " 8\n", - " 3\n", - " 8\n", - " 7\n", - " 8\n", - " 6\n", - " 8\n", - " 5\n", - " 8\n", - " 3\n", - " 8\n", - " 3\n", - " 8\n", - " 7\n", - " 8\n", - " 2\n", - " 8\n", - " 1\n", - " 8\n", - " 6\n", - " 8\n", - " 3\n", - " 8\n", - " 1\n", - " 8\n", - " 3\n", - " 8\n", - " 1\n", - " 8\n", - " 3\n", - " 8\n", - " 4\n", - " 8\n", - " 7\n", - " 8\n", - " 5\n", - " 8\n", - " 4\n", - " 8\n", - " 2\n", - " 8\n", - " 2\n", - " 8\n", - " 5\n", - " 8\n", - " 2\n", - " 8\n", - " 6\n", - " 8\n", - " 1\n", - " 8\n", - " 5\n", - " 8\n", - " 7\n", - " 8\n", - " 4\n", - " 8\n", - " 6\n", - " 8\n", - " 5\n", - " 8\n", - " 6\n", - " 8\n", - " 3\n", - " 8\n", - " 6\n", - " 8\n", - " 4\n", - " 8\n", - " 4\n", - " 8\n", - " 1\n", - " 8\n", - " 5\n", - " 8\n", - " 4\n", - " 8\n", - " 2\n", - " 8\n", - " 3\n", - " 8\n", - " 2\n", - " 8\n", - " 3\n", - " 8\n", - " 5\n", - " 8\n", - " 6\n", - " 8\n", - " 2\n", - " 8\n", - " 2\n", - " 8\n", - " 1\n", - " 8\n", - " 7\n", - " 8\n", - " 5\n", - " 8\n", - " 7\n", - " 8\n", - " 7\n", - " 8\n", - " 4\n", - " 8\n", - " 7\n", - " 8\n", - " 1\n", - " 8\n", - " 1\n", - " 8\n", - " 2\n", - " 8\n", - " 4\n", - " 8\n", - " 4\n", - " 8\n", - " 4\n", - " 8\n", - " 6\n", - " 8\n", - " 1\n", - " 8\n", - " 2\n", - " 8\n", - " 4\n", - " 8\n", - " 1\n", - " 8\n", - " 4\n", - " 8\n", - " 4\n", - " 8\n", - " 2\n", - " 8\n", - " 2\n", - " 8\n", - " 2\n", - " 8\n", - " 7\n", - " 8\n", - " 1\n", - " 8\n", - " 1\n", - " 8\n", - " 1\n", - " 8\n", - " 4\n", - " 8\n", - " 3\n", - " 8\n", - " 5\n", - " 8\n", - " 3\n", - " 8\n", - " 3\n", - " 8\n", - " 7\n", - " 8\n", - " 6\n", - " 8\n", - " 6\n", - " 8\n", - " 1\n", - " 8\n", - " 7\n", - " 8\n", - " 6\n", - " 8\n", - " 6\n", - " 8\n", - " 5\n", - " 8\n", - " 3\n", - " 8\n", - " 4\n", - " 8\n", - " 3\n", - " 8\n", - " 3\n", - " 8\n", - " 3\n", - " 8\n", - " 5\n", - " 8\n", - " 4\n", - " 8\n", - " 7\n", - " 8\n", - " 5\n", - " 8\n", - " 5\n", - " 8\n", - " 5\n", - " 8\n", - " 4\n", - " 8\n", - " 2\n", - " 8\n", - " 6\n", - " 8\n", - " 2\n", - " 8\n", - " 1\n", - " 8\n", - " 7\n", - " 8\n", - " 7\n", - " 8\n", - " 5\n", - " 8\n", - " 3\n", - " 8\n", - " 5\n", - " 8\n", - " 6\n", - " 8\n", - " 1\n", - " 8\n", - " 5\n", - " 8\n", - " 2\n", - " 8\n", - " 6\n", - " 8\n", - " 7\n", - " 8\n", - " 5\n", - " 8\n", - " 7\n", - " 8\n", - " 4\n", - " 8\n", - " 4\n", - " 8\n", - " 7\n", - " 8\n", - " 3\n", - " 8\n", - " 7\n", - " 8\n", - " 2\n", - " 8\n", - " 1\n", - " 8\n", - " 3\n", - " 8\n", - " 1\n", - " 8\n", - " 1\n", - " 8\n", - " 5\n", - " 8\n", - " 2\n", - " 8\n", - " 3\n", - " 8\n", - " 7\n", - " 8\n", - " 6\n", - " 8\n", - " 1\n", - " 8\n", - " 6\n", - " 8\n", - " 7\n", - " 8\n", - " 2\n", - " 8\n", - " 3\n", - " 8\n", - " 4\n", - " 8\n", - " 4\n", - " 8\n", - " 1\n", - " 8\n", - " 7\n", - " 8\n", - " 3\n", - " 8\n", - " 5\n", - " 8\n", - " 6\n", - " 8\n", - " 2\n", - " 8\n", - " 4\n", - " 8\n", - " 3\n", - " 8\n", - " 5\n", - " 8\n", - " 2\n", - " 8\n", - " 6\n", - " 8\n", - " 4\n", - " 8\n", - " 7\n", - " 8\n", - " 3\n", - " 8\n", - " 1\n", - " 8\n", - " 4\n", - " 8\n", - " 1\n", - " 8\n", - " 3\n", - " 8\n", - " 4\n", - " 8\n", - " 6\n", - " 8\n", - " 2\n", - " 8\n", - " 6\n", - " 8\n", - " 4\n", - " 8\n", - " 1\n", - " 8\n", - " 5\n", - " 8\n", - " 7\n", - " 8\n", - "\n", - " stim_file = \n", - " {\n", - " [1,1] = stim_129.png\n", - " [2,1] = stim_211.png\n", - " [3,1] = stim_36.png\n", - " [4,1] = stim_211.png\n", - " [5,1] = stim_181.png\n", - " [6,1] = stim_211.png\n", - " [7,1] = stim_145.png\n", - " [8,1] = stim_211.png\n", - " [9,1] = stim_53.png\n", - " [10,1] = stim_211.png\n", - " [11,1] = stim_104.png\n", - " [12,1] = stim_211.png\n", - " [13,1] = stim_32.png\n", - " [14,1] = stim_211.png\n", - " [15,1] = stim_5.png\n", - " [16,1] = stim_211.png\n", - " [17,1] = stim_37.png\n", - " [18,1] = stim_211.png\n", - " [19,1] = stim_23.png\n", - " [20,1] = stim_211.png\n", - " [21,1] = stim_64.png\n", - " [22,1] = stim_211.png\n", - " [23,1] = stim_93.png\n", - " [24,1] = stim_211.png\n", - " [25,1] = stim_163.png\n", - " [26,1] = stim_211.png\n", - " [27,1] = stim_82.png\n", - " [28,1] = stim_211.png\n", - " [29,1] = stim_77.png\n", - " [30,1] = stim_211.png\n", - " [31,1] = stim_112.png\n", - " [32,1] = stim_211.png\n", - " [33,1] = stim_121.png\n", - " [34,1] = stim_211.png\n", - " [35,1] = stim_165.png\n", - " [36,1] = stim_211.png\n", - " [37,1] = stim_161.png\n", - " [38,1] = stim_211.png\n", - " [39,1] = stim_114.png\n", - " [40,1] = stim_211.png\n", - " [41,1] = stim_195.png\n", - " [42,1] = stim_211.png\n", - " [43,1] = stim_47.png\n", - " [44,1] = stim_211.png\n", - " [45,1] = stim_208.png\n", - " [46,1] = stim_211.png\n", - " [47,1] = stim_123.png\n", - " [48,1] = stim_211.png\n", - " [49,1] = stim_8.png\n", - " [50,1] = stim_211.png\n", - " [51,1] = stim_155.png\n", - " [52,1] = stim_211.png\n", - " [53,1] = stim_81.png\n", - " [54,1] = stim_211.png\n", - " [55,1] = stim_146.png\n", - " [56,1] = stim_211.png\n", - " [57,1] = stim_131.png\n", - " [58,1] = stim_211.png\n", - " [59,1] = stim_50.png\n", - " [60,1] = stim_211.png\n", - " [61,1] = stim_65.png\n", - " [62,1] = stim_211.png\n", - " [63,1] = stim_136.png\n", - " [64,1] = stim_211.png\n", - " [65,1] = stim_189.png\n", - " [66,1] = stim_211.png\n", - " [67,1] = stim_27.png\n", - " [68,1] = stim_211.png\n", - " [69,1] = stim_177.png\n", - " [70,1] = stim_211.png\n", - " [71,1] = stim_21.png\n", - " [72,1] = stim_211.png\n", - " [73,1] = stim_137.png\n", - " [74,1] = stim_211.png\n", - " [75,1] = stim_30.png\n", - " [76,1] = stim_211.png\n", - " [77,1] = stim_171.png\n", - " [78,1] = stim_211.png\n", - " [79,1] = stim_151.png\n", - " [80,1] = stim_211.png\n", - " [81,1] = stim_169.png\n", - " [82,1] = stim_211.png\n", - " [83,1] = stim_58.png\n", - " [84,1] = stim_211.png\n", - " [85,1] = stim_174.png\n", - " [86,1] = stim_211.png\n", - " [87,1] = stim_197.png\n", - " [88,1] = stim_211.png\n", - " [89,1] = stim_204.png\n", - " [90,1] = stim_211.png\n", - " [91,1] = stim_43.png\n", - " [92,1] = stim_211.png\n", - " [93,1] = stim_185.png\n", - " [94,1] = stim_211.png\n", - " [95,1] = stim_80.png\n", - " [96,1] = stim_211.png\n", - " [97,1] = stim_188.png\n", - " [98,1] = stim_211.png\n", - " [99,1] = stim_159.png\n", - " [100,1] = stim_211.png\n", - " [101,1] = stim_128.png\n", - " [102,1] = stim_211.png\n", - " [103,1] = stim_66.png\n", - " [104,1] = stim_211.png\n", - " [105,1] = stim_79.png\n", - " [106,1] = stim_211.png\n", - " [107,1] = stim_209.png\n", - " [108,1] = stim_211.png\n", - " [109,1] = stim_39.png\n", - " [110,1] = stim_211.png\n", - " [111,1] = stim_12.png\n", - " [112,1] = stim_211.png\n", - " [113,1] = stim_152.png\n", - " [114,1] = stim_211.png\n", - " [115,1] = stim_75.png\n", - " [116,1] = stim_211.png\n", - " [117,1] = stim_28.png\n", - " [118,1] = stim_211.png\n", - " [119,1] = stim_83.png\n", - " [120,1] = stim_211.png\n", - " [121,1] = stim_3.png\n", - " [122,1] = stim_211.png\n", - " [123,1] = stim_72.png\n", - " [124,1] = stim_211.png\n", - " [125,1] = stim_108.png\n", - " [126,1] = stim_211.png\n", - " [127,1] = stim_182.png\n", - " [128,1] = stim_211.png\n", - " [129,1] = stim_144.png\n", - " [130,1] = stim_211.png\n", - " [131,1] = stim_119.png\n", - " [132,1] = stim_211.png\n", - " [133,1] = stim_55.png\n", - " [134,1] = stim_211.png\n", - " [135,1] = stim_41.png\n", - " [136,1] = stim_211.png\n", - " [137,1] = stim_135.png\n", - " [138,1] = stim_211.png\n", - " [139,1] = stim_51.png\n", - " [140,1] = stim_211.png\n", - " [141,1] = stim_170.png\n", - " [142,1] = stim_211.png\n", - " [143,1] = stim_13.png\n", - " [144,1] = stim_211.png\n", - " [145,1] = stim_133.png\n", - " [146,1] = stim_211.png\n", - " [147,1] = stim_210.png\n", - " [148,1] = stim_211.png\n", - " [149,1] = stim_113.png\n", - " [150,1] = stim_211.png\n", - " [151,1] = stim_166.png\n", - " [152,1] = stim_211.png\n", - " [153,1] = stim_149.png\n", - " [154,1] = stim_211.png\n", - " [155,1] = stim_175.png\n", - " [156,1] = stim_211.png\n", - " [157,1] = stim_63.png\n", - " [158,1] = stim_211.png\n", - " [159,1] = stim_158.png\n", - " [160,1] = stim_211.png\n", - " [161,1] = stim_116.png\n", - " [162,1] = stim_211.png\n", - " [163,1] = stim_106.png\n", - " [164,1] = stim_211.png\n", - " [165,1] = stim_17.png\n", - " [166,1] = stim_211.png\n", - " [167,1] = stim_143.png\n", - " [168,1] = stim_211.png\n", - " [169,1] = stim_110.png\n", - " [170,1] = stim_211.png\n", - " [171,1] = stim_56.png\n", - " [172,1] = stim_211.png\n", - " [173,1] = stim_84.png\n", - " [174,1] = stim_211.png\n", - " [175,1] = stim_34.png\n", - " [176,1] = stim_211.png\n", - " [177,1] = stim_62.png\n", - " [178,1] = stim_211.png\n", - " [179,1] = stim_127.png\n", - " [180,1] = stim_211.png\n", - " [181,1] = stim_173.png\n", - " [182,1] = stim_211.png\n", - " [183,1] = stim_60.png\n", - " [184,1] = stim_211.png\n", - " [185,1] = stim_38.png\n", - " [186,1] = stim_211.png\n", - " [187,1] = stim_14.png\n", - " [188,1] = stim_211.png\n", - " [189,1] = stim_193.png\n", - " [190,1] = stim_211.png\n", - " [191,1] = stim_139.png\n", - " [192,1] = stim_211.png\n", - " [193,1] = stim_198.png\n", - " [194,1] = stim_211.png\n", - " [195,1] = stim_192.png\n", - " [196,1] = stim_211.png\n", - " [197,1] = stim_99.png\n", - " [198,1] = stim_211.png\n", - " [199,1] = stim_187.png\n", - " [200,1] = stim_211.png\n", - " [201,1] = stim_29.png\n", - " [202,1] = stim_211.png\n", - " [203,1] = stim_20.png\n", - " [204,1] = stim_211.png\n", - " [205,1] = stim_57.png\n", - " [206,1] = stim_211.png\n", - " [207,1] = stim_117.png\n", - " [208,1] = stim_211.png\n", - " [209,1] = stim_95.png\n", - " [210,1] = stim_211.png\n", - " [211,1] = stim_111.png\n", - " [212,1] = stim_211.png\n", - " [213,1] = stim_172.png\n", - " [214,1] = stim_211.png\n", - " [215,1] = stim_2.png\n", - " [216,1] = stim_211.png\n", - " [217,1] = stim_42.png\n", - " [218,1] = stim_211.png\n", - " [219,1] = stim_109.png\n", - " [220,1] = stim_211.png\n", - " [221,1] = stim_7.png\n", - " [222,1] = stim_211.png\n", - " [223,1] = stim_100.png\n", - " [224,1] = stim_211.png\n", - " [225,1] = stim_115.png\n", - " [226,1] = stim_211.png\n", - " [227,1] = stim_59.png\n", - " [228,1] = stim_211.png\n", - " [229,1] = stim_48.png\n", - " [230,1] = stim_211.png\n", - " [231,1] = stim_31.png\n", - " [232,1] = stim_211.png\n", - " [233,1] = stim_190.png\n", - " [234,1] = stim_211.png\n", - " [235,1] = stim_6.png\n", - " [236,1] = stim_211.png\n", - " [237,1] = stim_10.png\n", - " [238,1] = stim_211.png\n", - " [239,1] = stim_24.png\n", - " [240,1] = stim_211.png\n", - " [241,1] = stim_103.png\n", - " [242,1] = stim_211.png\n", - " [243,1] = stim_85.png\n", - " [244,1] = stim_211.png\n", - " [245,1] = stim_130.png\n", - " [246,1] = stim_211.png\n", - " [247,1] = stim_70.png\n", - " [248,1] = stim_211.png\n", - " [249,1] = stim_78.png\n", - " [250,1] = stim_211.png\n", - " [251,1] = stim_191.png\n", - " [252,1] = stim_211.png\n", - " [253,1] = stim_160.png\n", - " [254,1] = stim_211.png\n", - " [255,1] = stim_157.png\n", - " [256,1] = stim_211.png\n", - " [257,1] = stim_22.png\n", - " [258,1] = stim_211.png\n", - " [259,1] = stim_196.png\n", - " [260,1] = stim_211.png\n", - " [261,1] = stim_153.png\n", - " [262,1] = stim_211.png\n", - " [263,1] = stim_154.png\n", - " [264,1] = stim_211.png\n", - " [265,1] = stim_126.png\n", - " [266,1] = stim_211.png\n", - " [267,1] = stim_90.png\n", - " [268,1] = stim_211.png\n", - " [269,1] = stim_102.png\n", - " [270,1] = stim_211.png\n", - " [271,1] = stim_86.png\n", - " [272,1] = stim_211.png\n", - " [273,1] = stim_67.png\n", - " [274,1] = stim_211.png\n", - " [275,1] = stim_71.png\n", - " [276,1] = stim_211.png\n", - " [277,1] = stim_147.png\n", - " [278,1] = stim_211.png\n", - " [279,1] = stim_97.png\n", - " [280,1] = stim_211.png\n", - " [281,1] = stim_207.png\n", - " [282,1] = stim_211.png\n", - " [283,1] = stim_142.png\n", - " [284,1] = stim_211.png\n", - " [285,1] = stim_125.png\n", - " [286,1] = stim_211.png\n", - " [287,1] = stim_150.png\n", - " [288,1] = stim_211.png\n", - " [289,1] = stim_107.png\n", - " [290,1] = stim_211.png\n", - " [291,1] = stim_44.png\n", - " [292,1] = stim_211.png\n", - " [293,1] = stim_168.png\n", - " [294,1] = stim_211.png\n", - " [295,1] = stim_45.png\n", - " [296,1] = stim_211.png\n", - " [297,1] = stim_15.png\n", - " [298,1] = stim_211.png\n", - " [299,1] = stim_184.png\n", - " [300,1] = stim_211.png\n", - " [301,1] = stim_202.png\n", - " [302,1] = stim_211.png\n", - " [303,1] = stim_138.png\n", - " [304,1] = stim_211.png\n", - " [305,1] = stim_76.png\n", - " [306,1] = stim_211.png\n", - " [307,1] = stim_140.png\n", - " [308,1] = stim_211.png\n", - " [309,1] = stim_180.png\n", - " [310,1] = stim_211.png\n", - " [311,1] = stim_25.png\n", - " [312,1] = stim_211.png\n", - " [313,1] = stim_132.png\n", - " [314,1] = stim_211.png\n", - " [315,1] = stim_52.png\n", - " [316,1] = stim_211.png\n", - " [317,1] = stim_164.png\n", - " [318,1] = stim_211.png\n", - " [319,1] = stim_199.png\n", - " [320,1] = stim_211.png\n", - " [321,1] = stim_141.png\n", - " [322,1] = stim_211.png\n", - " [323,1] = stim_203.png\n", - " [324,1] = stim_211.png\n", - " [325,1] = stim_91.png\n", - " [326,1] = stim_211.png\n", - " [327,1] = stim_120.png\n", - " [328,1] = stim_211.png\n", - " [329,1] = stim_186.png\n", - " [330,1] = stim_211.png\n", - " [331,1] = stim_61.png\n", - " [332,1] = stim_211.png\n", - " [333,1] = stim_205.png\n", - " [334,1] = stim_211.png\n", - " [335,1] = stim_33.png\n", - " [336,1] = stim_211.png\n", - " [337,1] = stim_1.png\n", - " [338,1] = stim_211.png\n", - " [339,1] = stim_88.png\n", - " [340,1] = stim_211.png\n", - " [341,1] = stim_9.png\n", - " [342,1] = stim_211.png\n", - " [343,1] = stim_26.png\n", - " [344,1] = stim_211.png\n", - " [345,1] = stim_148.png\n", - " [346,1] = stim_211.png\n", - " [347,1] = stim_46.png\n", - " [348,1] = stim_211.png\n", - " [349,1] = stim_87.png\n", - " [350,1] = stim_211.png\n", - " [351,1] = stim_201.png\n", - " [352,1] = stim_211.png\n", - " [353,1] = stim_176.png\n", - " [354,1] = stim_211.png\n", - " [355,1] = stim_16.png\n", - " [356,1] = stim_211.png\n", - " [357,1] = stim_162.png\n", - " [358,1] = stim_211.png\n", - " [359,1] = stim_194.png\n", - " [360,1] = stim_211.png\n", - " [361,1] = stim_49.png\n", - " [362,1] = stim_211.png\n", - " [363,1] = stim_69.png\n", - " [364,1] = stim_211.png\n", - " [365,1] = stim_92.png\n", - " [366,1] = stim_211.png\n", - " [367,1] = stim_101.png\n", - " [368,1] = stim_211.png\n", - " [369,1] = stim_19.png\n", - " [370,1] = stim_211.png\n", - " [371,1] = stim_206.png\n", - " [372,1] = stim_211.png\n", - " [373,1] = stim_74.png\n", - " [374,1] = stim_211.png\n", - " [375,1] = stim_124.png\n", - " [376,1] = stim_211.png\n", - " [377,1] = stim_178.png\n", - " [378,1] = stim_211.png\n", - " [379,1] = stim_40.png\n", - " [380,1] = stim_211.png\n", - " [381,1] = stim_94.png\n", - " [382,1] = stim_211.png\n", - " [383,1] = stim_89.png\n", - " [384,1] = stim_211.png\n", - " [385,1] = stim_122.png\n", - " [386,1] = stim_211.png\n", - " [387,1] = stim_35.png\n", - " [388,1] = stim_211.png\n", - " [389,1] = stim_179.png\n", - " [390,1] = stim_211.png\n", - " [391,1] = stim_98.png\n", - " [392,1] = stim_211.png\n", - " [393,1] = stim_200.png\n", - " [394,1] = stim_211.png\n", - " [395,1] = stim_68.png\n", - " [396,1] = stim_211.png\n", - " [397,1] = stim_18.png\n", - " [398,1] = stim_211.png\n", - " [399,1] = stim_105.png\n", - " [400,1] = stim_211.png\n", - " [401,1] = stim_4.png\n", - " [402,1] = stim_211.png\n", - " [403,1] = stim_73.png\n", - " [404,1] = stim_211.png\n", - " [405,1] = stim_96.png\n", - " [406,1] = stim_211.png\n", - " [407,1] = stim_167.png\n", - " [408,1] = stim_211.png\n", - " [409,1] = stim_54.png\n", - " [410,1] = stim_211.png\n", - " [411,1] = stim_156.png\n", - " [412,1] = stim_211.png\n", - " [413,1] = stim_118.png\n", - " [414,1] = stim_211.png\n", - " [415,1] = stim_11.png\n", - " [416,1] = stim_211.png\n", - " [417,1] = stim_134.png\n", - " [418,1] = stim_211.png\n", - " [419,1] = stim_183.png\n", - " [420,1] = stim_211.png\n", - " }\n", - "\n" - ] - } - ], + "outputs": [], "source": [ - "bids.util.tsvread(events_file{1})" + "bids.util.tsvread(events_file{1});" ] }, { @@ -1790,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "e36c8029", "metadata": {}, "outputs": [], @@ -1808,21 +84,10 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "a5214322", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "onset\ttrial_type\tduration\tspeed\tis_fixation\n", - "2\tmotion_up\t1\tn/a\ttrue\n", - "n/a\tstatic\t4\t4\t3\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "!cat output/sub-01_task-STRUCTURE_events.tsv" ] @@ -1837,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "abc73827", "metadata": {}, "outputs": [], @@ -1854,35 +119,15 @@ " 'Authors', {{}}, ...\n", " 'ReferencesAndLinks', {{}});\n", "\n", - "bids.util.jsonencode(fullfile(pwd, 'output', 'dataset_description.json'), content)" + "bids.util.jsonencode(fullfile(pwd, 'output', 'dataset_description.json'), content);" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "daae43aa", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{\n", - " \"Name\": \"test\",\n", - " \"BIDSVersion\": \"1.6\",\n", - " \"DatasetType\": \"raw\",\n", - " \"License\": \"\",\n", - " \"Acknowledgements\": \"\",\n", - " \"HowToAcknowledge\": \"\",\n", - " \"DatasetDOI\": \"\",\n", - " \"HEDVersion\": \"\",\n", - " \"Funding\": [],\n", - " \"Authors\": [],\n", - " \"ReferencesAndLinks\": []\n", - "}\n" - ] - } - ], + "outputs": [], "source": [ "!cat output/dataset_description.json" ] @@ -1897,35 +142,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "ae689e2a", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ans =\n", - "\n", - " scalar structure containing the fields:\n", - "\n", - " Name = test\n", - " BIDSVersion = 1.6\n", - " DatasetType = raw\n", - " License = \n", - " Acknowledgements = \n", - " HowToAcknowledge = \n", - " DatasetDOI = \n", - " HEDVersion = \n", - " Funding = [](0x0)\n", - " Authors = [](0x0)\n", - " ReferencesAndLinks = [](0x0)\n", - "\n" - ] - } - ], + "outputs": [], "source": [ - "bids.util.jsondecode(fullfile(pwd, 'output', 'dataset_description.json'))" + "bids.util.jsondecode(fullfile(pwd, 'output', 'dataset_description.json'));" ] } ], diff --git a/demos/notebooks/BIDS-Matlab_07_diagnostic.ipynb b/demos/notebooks/BIDS-Matlab_07_diagnostic.ipynb index 18ab6ccb..d4fb6f5b 100644 --- a/demos/notebooks/BIDS-Matlab_07_diagnostic.ipynb +++ b/demos/notebooks/BIDS-Matlab_07_diagnostic.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -29,42 +29,20 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "diagnostic_table = bids.diagnostic(BIDS);" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "diagnostic_table = bids.diagnostic(BIDS, 'split_by', {'task'});" ] diff --git a/demos/notebooks/BIDS-Matlab_08_stats_model.ipynb b/demos/notebooks/BIDS-Matlab_08_stats_model.ipynb index 9a51a0ce..14a8ab74 100644 --- a/demos/notebooks/BIDS-Matlab_08_stats_model.ipynb +++ b/demos/notebooks/BIDS-Matlab_08_stats_model.ipynb @@ -1 +1 @@ -{"cells":[{"cell_type":"markdown","id":"0df7bd02","metadata":{},"source":["(C) Copyright 2021 BIDS-MATLAB developers"]},{"cell_type":"code","execution_count":1,"id":"357804c7-6a9c-48e0-8323-0f3cb1c7fb2d","metadata":{"trusted":true},"outputs":[],"source":["add_bids_matlab_to_path();"]},{"cell_type":"code","execution_count":2,"id":"d1f587ac-9c43-418e-952b-39d6c69e4b5f","metadata":{"trusted":true},"outputs":[],"source":["% Create an empty model\n","bm = bids.Model('init', true);\n","filename = fullfile(pwd, 'model-empty_smdl.json');\n","bm.write(filename);"]},{"cell_type":"code","execution_count":3,"id":"7757a4b2-5262-4202-91ed-261db0406b8a","metadata":{"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["{\n"," \"Name\": \"empty_model\",\n"," \"BIDSModelVersion\": \"1.0.0\",\n"," \"Description\": \"This is an empty BIDS stats model.\",\n"," \"Input\": {\n"," \"task\": \"\"\n"," },\n"," \"Nodes\": [\n"," {\n"," \"Level\": \"Run\",\n"," \"Name\": \"run\",\n"," \"Transformations\": {\n"," \"Transformer\": \"\",\n"," \"Instructions\": [\n"," {\n"," \"Name\": \"\",\n"," \"Inputs\": [\"\"]\n"," }\n"," ]\n"," },\n"," \"Model\": {\n"," \"X\": [\"\"],\n"," \"Type\": \"glm\",\n"," \"HRF\": {\n"," \"Variables\": [\"\"],\n"," \"Model\": \"DoubleGamma\"\n"," },\n"," \"Options\": {\n"," \"HighPassFilterCutoffHz\": 0.008,\n"," \"LowPassFilterCutoffHz\": null,\n"," \"Mask\": {\n"," \"desc\": \"brain\",\n"," \"suffix\": \"mask\"\n"," }\n"," },\n"," \"Software\": \"\"\n"," },\n"," \"Contrasts\": {\n"," \"Name\": \"\",\n"," \"ConditionList\": [\"\"],\n"," \"Weights\": [\"\"],\n"," \"Test\": \"\"\n"," },\n"," \"DummyContrasts\": {\n"," \"Test\": \"t\",\n"," \"Contrasts\": [\"\"]\n"," }\n"," }\n"," ],\n"," \"Edges\": [\"RECOMMENDED\"]\n","}\n"]}],"source":["!cat model-empty_smdl.json"]},{"cell_type":"code","execution_count":16,"id":"5513ef68-a25d-4f2e-a08a-259911aaa481","metadata":{"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["ds = /home/jovyan/examples/bids-examples/ds003\n"]}],"source":["% create a default bids model for a dataset\n","ds = fullfile(pwd, 'bids-examples', 'ds003');\n","BIDS = bids.layout(ds);\n","\n","bm = bids.Model();\n","bm = bm.default(BIDS);\n","\n","filename = fullfile(pwd, 'model-rhymejudgement_smdl.json');\n","bm.write(filename);"]},{"cell_type":"code","execution_count":17,"id":"21e76a7f-369f-4d80-a101-d0623c359371","metadata":{"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["{\n"," \"Name\": \"default_rhymejudgment_model\",\n"," \"BIDSModelVersion\": \"1.0.0\",\n"," \"Description\": \"default BIDS stats model for rhymejudgment task\",\n"," \"Input\": {\n"," \"task\": [\"rhymejudgment\"]\n"," },\n"," \"Nodes\": [\n"," {\n"," \"Level\": \"Run\",\n"," \"Name\": \"run\",\n"," \"Transformations\": {\n"," \"Transformer\": \"\",\n"," \"Instructions\": [\n"," {\n"," \"Name\": \"\",\n"," \"Inputs\": [\"\"]\n"," }\n"," ]\n"," },\n"," \"Model\": {\n"," \"X\": [\n"," \"trial_type.pseudoword\",\n"," \"trial_type.word\"\n"," ],\n"," \"Type\": \"glm\",\n"," \"HRF\": {\n"," \"Variables\": [\n"," \"trial_type.pseudoword\",\n"," \"trial_type.word\"\n"," ],\n"," \"Model\": \"DoubleGamma\"\n"," },\n"," \"Options\": {\n"," \"HighPassFilterCutoffHz\": 0.008,\n"," \"LowPassFilterCutoffHz\": null,\n"," \"Mask\": {\n"," \"desc\": \"brain\",\n"," \"suffix\": \"mask\"\n"," }\n"," },\n"," \"Software\": \"\"\n"," },\n"," \"Contrasts\": {\n"," \"Name\": \"\",\n"," \"ConditionList\": [\"\"],\n"," \"Weights\": [\"\"],\n"," \"Test\": \"\"\n"," },\n"," \"DummyContrasts\": {\n"," \"Test\": \"t\",\n"," \"Contrasts\": [\n"," \"trial_type.pseudoword\",\n"," \"trial_type.word\"\n"," ]\n"," }\n"," },\n"," {\n"," \"Level\": \"Subject\",\n"," \"Name\": \"subject\",\n"," \"Transformations\": {\n"," \"Transformer\": \"\",\n"," \"Instructions\": [\n"," {\n"," \"Name\": \"\",\n"," \"Inputs\": [\"\"]\n"," }\n"," ]\n"," },\n"," \"Model\": {\n"," \"X\": [\"\"],\n"," \"Type\": \"glm\",\n"," \"HRF\": {\n"," \"Variables\": [\"\"],\n"," \"Model\": \"DoubleGamma\"\n"," },\n"," \"Options\": {\n"," \"HighPassFilterCutoffHz\": 0.008,\n"," \"LowPassFilterCutoffHz\": null,\n"," \"Mask\": {\n"," \"desc\": \"brain\",\n"," \"suffix\": \"mask\"\n"," }\n"," },\n"," \"Software\": \"\"\n"," },\n"," \"Contrasts\": {\n"," \"Name\": \"\",\n"," \"ConditionList\": [\"\"],\n"," \"Weights\": [\"\"],\n"," \"Test\": \"\"\n"," },\n"," \"DummyContrasts\": {\n"," \"Test\": \"t\",\n"," \"Contrasts\": [\"\"]\n"," }\n"," },\n"," {\n"," \"Level\": \"Dataset\",\n"," \"Name\": \"dataset\",\n"," \"Transformations\": {\n"," \"Transformer\": \"\",\n"," \"Instructions\": [\n"," {\n"," \"Name\": \"\",\n"," \"Inputs\": [\"\"]\n"," }\n"," ]\n"," },\n"," \"Model\": {\n"," \"X\": [\"\"],\n"," \"Type\": \"glm\",\n"," \"HRF\": {\n"," \"Variables\": [\"\"],\n"," \"Model\": \"DoubleGamma\"\n"," },\n"," \"Options\": {\n"," \"HighPassFilterCutoffHz\": 0.008,\n"," \"LowPassFilterCutoffHz\": null,\n"," \"Mask\": {\n"," \"desc\": \"brain\",\n"," \"suffix\": \"mask\"\n"," }\n"," },\n"," \"Software\": \"\"\n"," },\n"," \"Contrasts\": {\n"," \"Name\": \"\",\n"," \"ConditionList\": [\"\"],\n"," \"Weights\": [\"\"],\n"," \"Test\": \"\"\n"," },\n"," \"DummyContrasts\": {\n"," \"Test\": \"t\",\n"," \"Contrasts\": [\"\"]\n"," }\n"," }\n"," ],\n"," \"Edges\": [\n"," {\n"," \"Source\": \"run\",\n"," \"Destination\": \"subject\"\n"," },\n"," {\n"," \"Source\": \"subject\",\n"," \"Destination\": \"dataset\"\n"," }\n"," ]\n","}\n"]}],"source":["!cat model-rhymejudgement_smdl.json"]},{"cell_type":"code","execution_count":18,"id":"865160ad-3d83-4149-a575-0aace7a123b9","metadata":{"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["model_file = ../tests/data/model/model-narps_smdl.json\n"]}],"source":["% load and query a specific model file\n","model_file = fullfile('..', '..', 'tests', 'data', 'model', 'model-narps_smdl.json')\n","bm = bids.Model('file', model_file);"]},{"cell_type":"code","execution_count":20,"id":"2d7aa487-7c9c-4613-909d-b5ba675d5370","metadata":{"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["ans = \n","{\n"," [1,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Level = Run\n"," Name = run\n"," GroupBy = \n"," {\n"," [1,1] = run\n"," [2,1] = subject\n"," }\n"," Transformations =\n","\n"," scalar structure containing the fields:\n","\n"," Transformer = pybids-transforms-v1\n"," Instructions = \n"," {\n"," [1,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name: 1x9 sq_string\n"," Input: 1x1 cell\n"," Binarize: 1x1 bool\n"," Output: 1x1 cell\n","\n"," [2,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name: 1x5 sq_string\n"," Input: 3x1 cell\n"," Demean: 1x1 bool\n"," Rescale: 1x1 bool\n"," Output: 3x1 cell\n","\n"," [3,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name: 1x8 sq_string\n"," Model: 1x3 sq_string\n"," Input: 4x1 cell\n","\n"," }\n","\n"," Model =\n","\n"," scalar structure containing the fields:\n","\n"," X = \n"," {\n"," [1,1] = trials\n"," [2,1] = gain\n"," [3,1] = loss\n"," [4,1] = demeaned_RT\n"," [5,1] = 1\n"," }\n","\n"," DummyContrasts =\n","\n"," scalar structure containing the fields:\n","\n"," Contrasts = \n"," {\n"," [1,1] = gain\n"," [2,1] = loss\n"," }\n"," Test = t\n","\n","\n","}\n"]}],"source":["bm.get_nodes('Level', 'Run')"]},{"cell_type":"code","execution_count":21,"id":"100a006c-ec0c-42fd-978e-1b4470e58134","metadata":{"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["ans =\n","\n"," scalar structure containing the fields:\n","\n"," Transformer = pybids-transforms-v1\n"," Instructions = \n"," {\n"," [1,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name = Threshold\n"," Input = \n"," {\n"," [1,1] = gain\n"," }\n"," Binarize = 1\n"," Output = \n"," {\n"," [1,1] = trials\n"," }\n","\n"," [2,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name = Scale\n"," Input = \n"," {\n"," [1,1] = gain\n"," [2,1] = loss\n"," [3,1] = RT\n"," }\n"," Demean = 1\n"," Rescale = 0\n"," Output = \n"," {\n"," [1,1] = gain\n"," [2,1] = loss\n"," [3,1] = demeaned_RT\n"," }\n","\n"," [3,1] =\n","\n"," scalar structure containing the fields:\n","\n"," Name = Convolve\n"," Model = spm\n"," Input = \n"," {\n"," [1,1] = trials\n"," [2,1] = gain\n"," [3,1] = loss\n"," [4,1] = demeaned_RT\n"," }\n","\n"," }\n","\n","ans =\n","\n"," scalar structure containing the fields:\n","\n"," Contrasts = \n"," {\n"," [1,1] = gain\n"," [2,1] = loss\n"," }\n"," Test = t\n","\n","ans = [](0x0)\n","ans =\n","\n"," scalar structure containing the fields:\n","\n"," X = \n"," {\n"," [1,1] = trials\n"," [2,1] = gain\n"," [3,1] = loss\n"," [4,1] = demeaned_RT\n"," [5,1] = 1\n"," }\n","\n","ans = \n","{\n"," [1,1] = trials\n"," [2,1] = gain\n"," [3,1] = loss\n"," [4,1] = demeaned_RT\n"," [5,1] = 1\n","}\n"]}],"source":["bm.get_transformations('Level', 'Run')\n","bm.get_dummy_contrasts('Level', 'Run')\n","bm.get_contrasts('Level', 'Run')\n","bm.get_model('Level', 'Run')\n","bm.get_design_matrix('Level', 'Run')"]}],"metadata":{"kernelspec":{"display_name":"Octave","language":"octave","name":"octave"},"language_info":{"file_extension":".m","help_links":[{"text":"GNU Octave","url":"https://www.gnu.org/software/octave/support.html"},{"text":"Octave Kernel","url":"https://github.com/Calysto/octave_kernel"},{"text":"MetaKernel Magics","url":"https://metakernel.readthedocs.io/en/latest/source/README.html"}],"mimetype":"text/x-octave","name":"octave","version":"4.2.2"}},"nbformat":4,"nbformat_minor":5} +{"cells":[{"cell_type":"markdown","id":"0df7bd02","metadata":{},"source":["(C) Copyright 2021 BIDS-MATLAB developers"]},{"cell_type":"code","execution_count":null,"id":"357804c7-6a9c-48e0-8323-0f3cb1c7fb2d","metadata":{"trusted":true},"outputs":[],"source":["add_bids_matlab_to_path();"]},{"cell_type":"code","execution_count":null,"id":"d1f587ac-9c43-418e-952b-39d6c69e4b5f","metadata":{"trusted":true},"outputs":[],"source":["% Create an empty model\n","bm = bids.Model('init', true);\n","filename = fullfile(pwd, 'model-empty_smdl.json');\n","bm.write(filename);"]},{"cell_type":"code","execution_count":null,"id":"7757a4b2-5262-4202-91ed-261db0406b8a","metadata":{"trusted":true},"outputs":[],"source":["!cat model-empty_smdl.json"]},{"cell_type":"code","execution_count":null,"id":"5513ef68-a25d-4f2e-a08a-259911aaa481","metadata":{"trusted":true},"outputs":[],"source":["% create a default bids model for a dataset\n","ds = fullfile(pwd, 'bids-examples', 'ds003');\n","BIDS = bids.layout(ds);\n","\n","bm = bids.Model();\n","bm = bm.default(BIDS);\n","\n","filename = fullfile(pwd, 'model-rhymejudgement_smdl.json');\n","bm.write(filename);"]},{"cell_type":"code","execution_count":null,"id":"21e76a7f-369f-4d80-a101-d0623c359371","metadata":{"trusted":true},"outputs":[],"source":["!cat model-rhymejudgement_smdl.json"]},{"cell_type":"code","execution_count":null,"id":"865160ad-3d83-4149-a575-0aace7a123b9","metadata":{"trusted":true},"outputs":[],"source":["% load and query a specific model file\n","model_file = fullfile('..', '..', 'tests', 'data', 'model', 'model-narps_smdl.json')\n","bm = bids.Model('file', model_file);"]},{"cell_type":"code","execution_count":null,"id":"2d7aa487-7c9c-4613-909d-b5ba675d5370","metadata":{"trusted":true},"outputs":[],"source":["bm.get_nodes('Level', 'Run')"]},{"cell_type":"code","execution_count":null,"id":"100a006c-ec0c-42fd-978e-1b4470e58134","metadata":{"trusted":true},"outputs":[],"source":["bm.get_transformations('Level', 'Run')\n","bm.get_dummy_contrasts('Level', 'Run')\n","bm.get_contrasts('Level', 'Run')\n","bm.get_model('Level', 'Run')\n","bm.get_design_matrix('Level', 'Run')"]}],"metadata":{"kernelspec":{"display_name":"Octave","language":"octave","name":"octave"},"language_info":{"file_extension":".m","help_links":[{"text":"GNU Octave","url":"https://www.gnu.org/software/octave/support.html"},{"text":"Octave Kernel","url":"https://github.com/Calysto/octave_kernel"},{"text":"MetaKernel Magics","url":"https://metakernel.readthedocs.io/en/latest/source/README.html"}],"mimetype":"text/x-octave","name":"octave","version":"4.2.2"}},"nbformat":4,"nbformat_minor":5} diff --git a/demos/notebooks/BIDS_Matlab_02_derivatives.m b/demos/notebooks/BIDS_Matlab_02_derivatives.m index 31c4d4ea..415fd850 100644 --- a/demos/notebooks/BIDS_Matlab_02_derivatives.m +++ b/demos/notebooks/BIDS_Matlab_02_derivatives.m @@ -21,13 +21,14 @@ %% -bids.query(BIDS, 'modalities'); +modalities = bids.query(BIDS, 'modalities'); +disp(modalities); % The dataset description `DatasetType` confirms we are working with a derivative dataset. %% -BIDS.description; +disp(BIDS.description); % We can access any preprocessed data by querying % for data described (`desc` entitiy) as preprocessed (`preproc`) @@ -35,29 +36,34 @@ %% -bids.query(BIDS, 'data', 'modality', 'anat', 'desc', 'preproc', 'space', 'MNI152NLin2009cAsym'); +data = bids.query(BIDS, 'data', 'modality', 'anat', 'desc', 'preproc', 'space', 'MNI152NLin2009cAsym'); +disp(data); % % But we can also get the surface data from Freesurfer. %% -bids.query(BIDS, 'data', 'sub', '10', 'modality', 'func', 'space', 'fsaverage5'); +data = bids.query(BIDS, 'data', 'sub', '10', 'modality', 'func', 'space', 'fsaverage5'); +disp(data); %% -bids.query(BIDS, 'data', 'sub', '10', 'desc', 'confounds'); +data = bids.query(BIDS, 'data', 'sub', '10', 'desc', 'confounds'); +disp(data); % We can also directly look up json files when we don't use the BIDS schema. %% -bids.query(BIDS, 'extensions'); +extensions = bids.query(BIDS, 'extensions'); +disp(extensions); %% filter.sub = '10'; -bids.query(BIDS, 'data', filter); +data = bids.query(BIDS, 'data', filter); +disp(data); %% @@ -71,10 +77,6 @@ %% -warning('OFF'); - -%% - BIDS = bids.layout(fullfile(pwd, 'bids-examples', 'ds000117'), ... 'use_schema', false, ... 'index_derivatives', true); diff --git a/demos/notebooks/BIDS_Matlab_03_filenames_and_metadata.m b/demos/notebooks/BIDS_Matlab_03_filenames_and_metadata.m index 5db24a5d..33892c85 100644 --- a/demos/notebooks/BIDS_Matlab_03_filenames_and_metadata.m +++ b/demos/notebooks/BIDS_Matlab_03_filenames_and_metadata.m @@ -69,8 +69,7 @@ input = struct('ext', '.nii'); input.suffix = 'bold'; -input.entities = struct( ... - 'sub', '01', ... +input.entities = struct('sub', '01', ... 'ses', 'test', ... 'run', '02'); @@ -83,8 +82,7 @@ input = struct('ext', '.nii'); input.suffix = 'bold'; -input.entities = struct( ... - 'sub', '01', ... +input.entities = struct('sub', '01', ... 'task', 'face recognition', ... 'run', '02', ... 'ses', 'test'); diff --git a/demos/notebooks/README.md b/demos/notebooks/README.md index 87b064cc..f97b0236 100644 --- a/demos/notebooks/README.md +++ b/demos/notebooks/README.md @@ -1,5 +1,16 @@ # README +To run some of the scripts or notebooks, you need to install the bids examples repository +in this directory + +Run the following command in the terminal: + +```bash +git clone https://github.com/bids-standard/bids-examples.git --depth 1 +``` + +# Running the notebooks with Octave + 1. Make sure that you have Octave installed. 1. If you have Conda/Jupyter/pip installed, go to step 4. Check if Conda is diff --git a/demos/notebooks/miss_hit.cfg b/demos/notebooks/miss_hit.cfg index b16a7aa2..5c8d551d 100644 --- a/demos/notebooks/miss_hit.cfg +++ b/demos/notebooks/miss_hit.cfg @@ -2,4 +2,4 @@ line_length: 150 regex_script_name: "BIDS_Matlab_[0-9]*(_[a-zA-Z]*)*" -exclude_dir: "bids-examples" +# exclude_dir: "bids-examples" diff --git a/demos/notebooks/test_notebooks.m b/demos/notebooks/test_notebooks.m index b658a8b2..3d95991c 100644 --- a/demos/notebooks/test_notebooks.m +++ b/demos/notebooks/test_notebooks.m @@ -1,4 +1,5 @@ function test_notebooks() + % run all the scripts in this directory % (C) Copyright 2021 BIDS-MATLAB developers notebooks = dir(pwd); From 76ba0bddffd665270d228cf1beabace4e3601734 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 22 Oct 2022 11:24:53 +0200 Subject: [PATCH 252/340] add test workflow --- .github/workflows/run_examples.yml | 46 ++++++++++++++++++++++++++++++ demos/notebooks/test_notebooks.m | 6 ++-- 2 files changed, 50 insertions(+), 2 deletions(-) create mode 100644 .github/workflows/run_examples.yml diff --git a/.github/workflows/run_examples.yml b/.github/workflows/run_examples.yml new file mode 100644 index 00000000..9a9d04a4 --- /dev/null +++ b/.github/workflows/run_examples.yml @@ -0,0 +1,46 @@ +name: tests_examples + +on: + push: + branches: + - master + - dev + paths: + - '**.m' + - .github/workflows/*.yml + - schema.json + pull_request: + branches: ["*"] + paths: + - '**.m' + - .github/workflows/*.yml + - schema.json + + # Allows you to run this workflow manually from the Actions tab + workflow_dispatch: + +jobs: + test: + runs-on: ubuntu-20.04 + + steps: + - name: Install MATLAB + uses: matlab-actions/setup-matlab@v1.2.1 + with: + release: R2020a + + - name: Clone bids-matlab + uses: actions/checkout@v3 + with: + submodules: true + fetch-depth: 1 + + - name: Install bids example + run: | + cd demos/notebooks + make install + + - name: Run commands + uses: matlab-actions/run-command@v1.1.0 + with: + command: cd demo/notebooks; success = run_tests(); assert(success); diff --git a/demos/notebooks/test_notebooks.m b/demos/notebooks/test_notebooks.m index 3d95991c..a1cbab49 100644 --- a/demos/notebooks/test_notebooks.m +++ b/demos/notebooks/test_notebooks.m @@ -1,7 +1,9 @@ -function test_notebooks() +function status = test_notebooks() % run all the scripts in this directory % (C) Copyright 2021 BIDS-MATLAB developers + status = true; + notebooks = dir(pwd); failed = []; @@ -14,7 +16,7 @@ function test_notebooks() try run(notebooks(nb).name); catch - status = 0; + status = false; failed(end + 1) = nb; end end From 2ba64b43cb1ea76f3cfe5f513fd0909d5f5d65df Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 22 Oct 2022 11:29:40 +0200 Subject: [PATCH 253/340] FCI --- +bids/bids_matlab_version.m | 3 +-- +bids/copy_to_derivative.m | 3 +-- +bids/validate.m | 1 + .github/workflows/run_examples.yml | 2 +- 4 files changed, 4 insertions(+), 5 deletions(-) diff --git a/+bids/bids_matlab_version.m b/+bids/bids_matlab_version.m index c6412d95..cc0b5e9b 100644 --- a/+bids/bids_matlab_version.m +++ b/+bids/bids_matlab_version.m @@ -1,7 +1,6 @@ function version_number = bids_matlab_version() % - % Reads the version number of the pipeline from the txt file in the root of the - % repository. + % Return bids matlab version. % % USAGE:: % diff --git a/+bids/copy_to_derivative.m b/+bids/copy_to_derivative.m index 66d9215e..a3cdbc62 100644 --- a/+bids/copy_to_derivative.m +++ b/+bids/copy_to_derivative.m @@ -1,7 +1,6 @@ function copy_to_derivative(varargin) % - % Copy selected data from BIDS layout to given derivatives folder, - % returning layout of new derivatives folder + % Copy selected data from BIDS layout to given derivatives folder. % % USAGE:: % diff --git a/+bids/validate.m b/+bids/validate.m index a193e199..0cbe3de8 100644 --- a/+bids/validate.m +++ b/+bids/validate.m @@ -1,4 +1,5 @@ function [sts, msg] = validate(root) + % % BIDS Validator % % USAGE:: diff --git a/.github/workflows/run_examples.yml b/.github/workflows/run_examples.yml index 9a9d04a4..c66f9098 100644 --- a/.github/workflows/run_examples.yml +++ b/.github/workflows/run_examples.yml @@ -43,4 +43,4 @@ jobs: - name: Run commands uses: matlab-actions/run-command@v1.1.0 with: - command: cd demo/notebooks; success = run_tests(); assert(success); + command: pwd; ls; cd('demo/notebooks'); success = run_tests(); assert(success); From 2d1f96434fd3baaf00ffcf8ea263a54693b994cf Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 22 Oct 2022 11:32:50 +0200 Subject: [PATCH 254/340] FCI --- .github/workflows/run_examples.yml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/.github/workflows/run_examples.yml b/.github/workflows/run_examples.yml index c66f9098..8d5fa1a1 100644 --- a/.github/workflows/run_examples.yml +++ b/.github/workflows/run_examples.yml @@ -6,13 +6,13 @@ on: - master - dev paths: - - '**.m' + - "**.m" - .github/workflows/*.yml - schema.json pull_request: branches: ["*"] paths: - - '**.m' + - "**.m" - .github/workflows/*.yml - schema.json @@ -43,4 +43,4 @@ jobs: - name: Run commands uses: matlab-actions/run-command@v1.1.0 with: - command: pwd; ls; cd('demo/notebooks'); success = run_tests(); assert(success); + command: cd('demos/notebooks'); success = test_notebooks(); assert(success); From 87b5fdc849e8502bf84cad91b780a6ad5a75b737 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 22 Oct 2022 11:43:44 +0200 Subject: [PATCH 255/340] fix notebooks --- +bids/Contents.m | 51 ++++++------------- +bids/diagnostic.m | 3 +- .../BIDS-Matlab_02_derivatives.ipynb | 6 +-- ...IDS-Matlab_03_filenames_and_metadata.ipynb | 2 +- demos/notebooks/BIDS_Matlab_02_derivatives.m | 6 +-- .../BIDS_Matlab_03_filenames_and_metadata.m | 2 +- 6 files changed, 24 insertions(+), 46 deletions(-) diff --git a/+bids/Contents.m b/+bids/Contents.m index 5106ac5d..5e3a4f42 100644 --- a/+bids/Contents.m +++ b/+bids/Contents.m @@ -1,40 +1,19 @@ -% +BIDS - The bids-matlab library +% +BIDS % -% Contents -% layout - Parse a directory structure formated according to the BIDS standard -% query - Queries a directory structure formatted according to the BIDS standard -% validate - BIDS Validator -% report - Create a short summary of the acquisition parameters of a BIDS dataset -% copy_to_derivative - Copy selected data from BIDS layout to given derivatives folder, -% File - Class to handle BIDS filenames. +% Files +% bids_matlab_version - Return bids matlab version. +% copy_to_derivative - Copy selected data from BIDS layout to given derivatives folder. +% derivatives_json - Creates dummy content for a given BIDS derivative file. % Description - Class to deal with dataset_description files. +% diagnostic - Create figure listing the number of files for each subject +% File - Class to deal with BIDS files and to help to create BIDS valid names % init - Initialize dataset with README, description, folder structure... -% derivatives_json - Creates dummy content for a given BIDS derivative file. +% layout - Parse a directory structure formated according to the BIDS standard +% Model - Class to deal with BIDS stats models +% query - Queries a directory structure formatted according to the BIDS standard +% report - Create a short summary of the acquisition parameters of a BIDS dataset. % Schema - Class to interact with the BIDS schema -% -% util.jsondecode - Decode JSON-formatted file -% util.jsonencode - Encode data to JSON-formatted file -% util.mkdir - Make new directory trees -% util.tsvread - Load text and numeric data from tab-separated-value or other file -% util.tsvwrite - Save text and numeric data to .tsv file -% -% -% __________________________________________________________________________ -% -% BIDS-MATLAB is a library that aims at centralising MATLAB/Octave tools -% for interacting with datasets conforming to the BIDS format. -% See https://github.com/bids-standard/bids-matlab for more details. -% -% __________________________________________________________________________ -% -% BIDS (Brain Imaging Data Structure): https://bids.neuroimaging.io/ -% -% The brain imaging data structure, a format for organizing and -% describing outputs of neuroimaging experiments. -% K. J. Gorgolewski et al, Scientific Data, 2016. -% __________________________________________________________________________ -% -% -% (C) Copyright 2016-2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging -% -% (C) Copyright 2018 BIDS-MATLAB developers +% transformers - Apply transformers to a structure +% validate - BIDS Validator + +% (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index 41747d62..8af3132e 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -1,7 +1,6 @@ function [diagnostic_table, sub_ses, headers] = diagnostic(varargin) % - % Creates a summary figure listing the number of files for each subject / session and - % and imaging modality (possiblty split by task) + % Create figure listing the number of files for each subject % % USAGE:: % diff --git a/demos/notebooks/BIDS-Matlab_02_derivatives.ipynb b/demos/notebooks/BIDS-Matlab_02_derivatives.ipynb index 8a935c8d..21b749d6 100644 --- a/demos/notebooks/BIDS-Matlab_02_derivatives.ipynb +++ b/demos/notebooks/BIDS-Matlab_02_derivatives.ipynb @@ -171,8 +171,8 @@ "filter.space = 'MNI152NLin2009cAsym';\n", "filter.desc = 'preproc';\n", "filter.run = '3';\n", - "json_file = bids.query(BIDS, 'data', filter);\n", - "bids.util.jsondecode(json_file{1});" + "metadata = bids.query(BIDS, 'metadata', filter);\n", + "disp(metadata);" ] }, { @@ -231,7 +231,7 @@ "\n", "bids.copy_to_derivative(dataset, ...\n", " 'pipeline_name', pipeline_name, ...\n", - " 'output_path', output_path, ...\n", + " 'out_path', output_path, ...\n", " 'filter', filter, ...\n", " 'force', true, ...\n", " 'unzip', false, ...\n", diff --git a/demos/notebooks/BIDS-Matlab_03_filenames_and_metadata.ipynb b/demos/notebooks/BIDS-Matlab_03_filenames_and_metadata.ipynb index 090fac60..a00c5142 100644 --- a/demos/notebooks/BIDS-Matlab_03_filenames_and_metadata.ipynb +++ b/demos/notebooks/BIDS-Matlab_03_filenames_and_metadata.ipynb @@ -253,7 +253,7 @@ "metadata": {}, "outputs": [], "source": [ - "json = bids.derivatives_json('sub-01_ses-test_task-faceRecognition_res-2pt0_space-IXI549Space_desc-brain_mask.nii')\n", + "json = bids.derivatives_json('sub-01_ses-test_task-faceRecognition_res-r2pt0_space-IXI549Space_desc-brain_mask.nii')\n", "json.filename;\n", "json.content;\n", "json.content.Resolution{1}{1};" diff --git a/demos/notebooks/BIDS_Matlab_02_derivatives.m b/demos/notebooks/BIDS_Matlab_02_derivatives.m index 415fd850..3e473d16 100644 --- a/demos/notebooks/BIDS_Matlab_02_derivatives.m +++ b/demos/notebooks/BIDS_Matlab_02_derivatives.m @@ -70,8 +70,8 @@ filter.space = 'MNI152NLin2009cAsym'; filter.desc = 'preproc'; filter.run = '3'; -json_file = bids.query(BIDS, 'data', filter); -bids.util.jsondecode(json_file{1}); +metadata = bids.query(BIDS, 'metadata', filter); +disp(metadata); % ## Indexing nested derivatives @@ -103,7 +103,7 @@ bids.copy_to_derivative(dataset, ... 'pipeline_name', pipeline_name, ... - 'output_path', output_path, ... + 'out_path', output_path, ... 'filter', filter, ... 'force', true, ... 'unzip', false, ... diff --git a/demos/notebooks/BIDS_Matlab_03_filenames_and_metadata.m b/demos/notebooks/BIDS_Matlab_03_filenames_and_metadata.m index 33892c85..04ebdbba 100644 --- a/demos/notebooks/BIDS_Matlab_03_filenames_and_metadata.m +++ b/demos/notebooks/BIDS_Matlab_03_filenames_and_metadata.m @@ -140,7 +140,7 @@ %% -json = bids.derivatives_json('sub-01_ses-test_task-faceRecognition_res-2pt0_space-IXI549Space_desc-brain_mask.nii'); +json = bids.derivatives_json('sub-01_ses-test_task-faceRecognition_res-r2pt0_space-IXI549Space_desc-brain_mask.nii'); json.filename; json.content; json.content.Resolution{1}{1}; From 35e3f6fd0ceaad0d49869d6fb93c585c39f10b1d Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 22 Oct 2022 11:53:06 +0200 Subject: [PATCH 256/340] Update demos/working_with_files.m --- demos/working_with_files.m | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/demos/working_with_files.m b/demos/working_with_files.m index af5b01a9..88d1ae1e 100644 --- a/demos/working_with_files.m +++ b/demos/working_with_files.m @@ -151,7 +151,7 @@ % creating dummy data system('touch sub-01_ses-02_task-face_run-01_bold.nii.gz'); -% creating dummy metada +% creating dummy metadata bids.util.jsonencode('sub-01_ses-02_task-face_run-01_bold.json', ... struct('TaskName', 'face', ... 'RepetitionTime', 1.5)); From 1c6ccb922dbccb2b944ff218583762e2e51d8cec Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 22 Oct 2022 12:13:33 +0200 Subject: [PATCH 257/340] update doc --- +bids/+internal/error_handling.m | 4 +- +bids/+internal/is_octave.m | 2 +- +bids/+transformers_list/Assign.m | 6 +-- +bids/+transformers_list/BaseTransformer.m | 4 +- +bids/+transformers_list/Basic.m | 4 +- +bids/+transformers_list/Concatenate.m | 2 +- +bids/+transformers_list/Constant.m | 4 +- +bids/+transformers_list/Copy.m | 2 +- +bids/+transformers_list/Delete.m | 6 +-- +bids/+transformers_list/Drop_na.m | 6 +-- +bids/+transformers_list/Factor.m | 6 +-- +bids/+transformers_list/Filter.m | 6 +-- .../+transformers_list/Label_identical_rows.m | 2 +- +bids/+transformers_list/Logical.m | 4 +- +bids/+transformers_list/Mean.m | 12 +++--- +bids/+transformers_list/Product.m | 6 +-- +bids/+transformers_list/Rename.m | 6 +-- +bids/+transformers_list/Replace.m | 4 +- +bids/+transformers_list/Scale.m | 20 ++++----- +bids/+transformers_list/Select.m | 14 +++---- +bids/+transformers_list/Split.m | 10 ++--- +bids/+transformers_list/Std.m | 12 +++--- +bids/+transformers_list/Sum.m | 14 +++---- +bids/+transformers_list/Threshold.m | 22 +++++----- +bids/+util/create_data_dict.m | 4 +- +bids/+util/tsvread.m | 2 +- +bids/Description.m | 2 +- +bids/File.m | 41 ++++++++++--------- +bids/Model.m | 6 +-- +bids/Schema.m | 4 +- +bids/copy_to_derivative.m | 12 +++--- +bids/derivatives_json.m | 2 +- +bids/diagnostic.m | 6 +-- +bids/init.m | 4 +- +bids/layout.m | 10 ++--- +bids/report.m | 4 +- demos/working_with_files.m | 2 + 37 files changed, 141 insertions(+), 136 deletions(-) diff --git a/+bids/+internal/error_handling.m b/+bids/+internal/error_handling.m index 5e88b0bd..a34d92cd 100644 --- a/+bids/+internal/error_handling.m +++ b/+bids/+internal/error_handling.m @@ -14,10 +14,10 @@ function error_handling(varargin) % :type msg: string % % :param tolerant: - % :type tolerant: boolean + % :type tolerant: logical % % :param verbose: - % :type verbose: boolean + % :type verbose: logical % % EXAMPLE:: % diff --git a/+bids/+internal/is_octave.m b/+bids/+internal/is_octave.m index 05aa395c..e866e031 100644 --- a/+bids/+internal/is_octave.m +++ b/+bids/+internal/is_octave.m @@ -6,7 +6,7 @@ % % status = isOctave() % - % :returns: :status: (boolean) + % :returns: :status: (logical) % % (C) Copyright 2020 Agah Karakuzu diff --git a/+bids/+transformers_list/Assign.m b/+bids/+transformers_list/Assign.m index 2a24b502..95610ca0 100644 --- a/+bids/+transformers_list/Assign.m +++ b/+bids/+transformers_list/Assign.m @@ -37,7 +37,7 @@ % If no output argument is specified, the columns named in target are modified in-place. % % - % :param Output: optional. Names of the columns to output the result of the assignment to. + % :param Output: Optional. Names of the columns to output the result of the assignment to. % Must exactly match the length of the input and target arguments. % :type Output: string or array % @@ -49,13 +49,13 @@ % - then the reassignment from the input to the target is applied; % - finally, the new (cloned and modified) column is written out to the column named in output. % - % :param InputAttr: optional. Specifies which attribute of the input column to assign. + % :param InputAttr: Optional. Specifies which attribute of the input column to assign. % Defaults to ``value``. % If a array is passed, its length must exactly match % that of the input and target arrays. % :type InputAttr: string or array % - % :param TargetAttr: optional. Specifies which attribute of the output column to assign to. + % :param TargetAttr: Optional. Specifies which attribute of the output column to assign to. % Defaults to ``value``. % If a array is passed, its length must exactly match % that of the input and target arrays. diff --git a/+bids/+transformers_list/BaseTransformer.m b/+bids/+transformers_list/BaseTransformer.m index c36e11f0..3e003f77 100644 --- a/+bids/+transformers_list/BaseTransformer.m +++ b/+bids/+transformers_list/BaseTransformer.m @@ -10,8 +10,8 @@ input % cell output % cell data % structure - verbose = false % boolean - overwrite = true % boolean + verbose = false % logical + overwrite = true % logical end diff --git a/+bids/+transformers_list/Basic.m b/+bids/+transformers_list/Basic.m index c8e345cb..38f754db 100644 --- a/+bids/+transformers_list/Basic.m +++ b/+bids/+transformers_list/Basic.m @@ -31,11 +31,11 @@ % :param Value: **mandatory**. The value to perform operation with (i.e. operand). % :type Value: float % - % :param Query: optional. Boolean expression used to select on which rows to + % :param Query: Optional. logical expression used to select on which rows to % act. % :type Query: string % - % :param Output: optional. List of column names to write out to. + % :param Output: Optional. List of column names to write out to. % :type Output: string or array % % By default, computation is done in-place on the input diff --git a/+bids/+transformers_list/Concatenate.m b/+bids/+transformers_list/Concatenate.m index afecd025..d913dedd 100644 --- a/+bids/+transformers_list/Concatenate.m +++ b/+bids/+transformers_list/Concatenate.m @@ -22,7 +22,7 @@ % :param Input: **mandatory**. Column(s) to concatenate. Must all be of the same length. % :type Input: array % - % :param Output: optional. Name of the output column. + % :param Output: Optional. Name of the output column. % :type Output: string % % **CODE EXAMPLE**:: diff --git a/+bids/+transformers_list/Constant.m b/+bids/+transformers_list/Constant.m index 7ddbb640..a4c23e40 100644 --- a/+bids/+transformers_list/Constant.m +++ b/+bids/+transformers_list/Constant.m @@ -19,7 +19,7 @@ % :param Output: **mandatory**. Name of the newly generated column. % :type Output: string or array % - % :param Value: optional. The value of the constant, defaults to ``1``. + % :param Value: Optional. The value of the constant, defaults to ``1``. % :type Value: float or char % % @@ -33,7 +33,7 @@ % data = bids.transformers(transformer, data); % % - % ans = + % ans = TODO % % diff --git a/+bids/+transformers_list/Copy.m b/+bids/+transformers_list/Copy.m index 4c3aeb2e..b3177d18 100644 --- a/+bids/+transformers_list/Copy.m +++ b/+bids/+transformers_list/Copy.m @@ -27,7 +27,7 @@ % :param Input: **mandatory**. Column names to copy. % :type Input: string or array % - % :param Output: optional. Names to copy the input columns to. + % :param Output: Optional. Names to copy the input columns to. % Must be same length as input, and columns are mapped one-to-one % from the input array to the output array. % :type Output: string or array diff --git a/+bids/+transformers_list/Delete.m b/+bids/+transformers_list/Delete.m index d72a8c8a..9a51e15e 100644 --- a/+bids/+transformers_list/Delete.m +++ b/+bids/+transformers_list/Delete.m @@ -33,14 +33,14 @@ % transformer = struct('Name', 'Delete', ... % 'Input', {{'sex_m', age_gt_twenty}}); % - % data.sex_m = ; - % data.age_gt_twenty = ; + % data.sex_m = TODO; + % data.age_gt_twenty = TODO; % % data = bids.transformers(transformer, data); % % data. % - % ans = + % ans = TODO % % % diff --git a/+bids/+transformers_list/Drop_na.m b/+bids/+transformers_list/Drop_na.m index 460330b4..0f6573b8 100644 --- a/+bids/+transformers_list/Drop_na.m +++ b/+bids/+transformers_list/Drop_na.m @@ -23,7 +23,7 @@ % :param Input: **mandatory**. The name of the variable to operate on. % :type Input: string or array % - % :param Output: optional. The column names to write out to. + % :param Output: Optional. The column names to write out to. % By default, computation is done in-place % meaning that input columnise overwritten). % :type Output: string or array @@ -35,13 +35,13 @@ % 'Input', 'age_gt_twenty', ... % 'Ouput', 'age_gt_twenty_clean'); % - % data.age_gt_twenty = ; + % data.age_gt_twenty = TODO; % % data = bids.transformers(transformer, data); % % data. % - % ans = + % ans = TODO % % % diff --git a/+bids/+transformers_list/Factor.m b/+bids/+transformers_list/Factor.m index f7d45106..bedaea87 100644 --- a/+bids/+transformers_list/Factor.m +++ b/+bids/+transformers_list/Factor.m @@ -38,14 +38,14 @@ % transformer = struct('Name', 'Factor', ... % 'Input', {{'gender', 'age'}}); % - % data.gender = ; - % data.age = ; + % data.gender = TODO; + % data.age = TODO; % % data = bids.transformers(transformer, data); % % data.gender_F_age_20 % - % ans = + % ans = TODO % % % diff --git a/+bids/+transformers_list/Filter.m b/+bids/+transformers_list/Filter.m index bef2941a..8855ef67 100644 --- a/+bids/+transformers_list/Filter.m +++ b/+bids/+transformers_list/Filter.m @@ -1,6 +1,6 @@ function data = Filter(transformer, data) % - % Subsets rows using a boolean expression. + % Subsets rows using a logical expression. % % % **JSON EXAMPLE**: @@ -19,7 +19,7 @@ % :param Input: **mandatory**. The name(s) of the variable(s) to operate on. % :type Input: string or array % - % :param Query: **mandatory**. Boolean expression used to filter + % :param Query: **mandatory**. logical expression used to filter % :type Query: string % % Supports: @@ -29,7 +29,7 @@ % - ``==``, ``~=`` for string operation (case sensitive). % Regular expressions are supported % - % :param Output: optional. The optional column names to write out to. + % :param Output: Optional. The optional column names to write out to. % :type Output: string or array % % By default, computation is done in-place (i.e., input columnise overwritten). diff --git a/+bids/+transformers_list/Label_identical_rows.m b/+bids/+transformers_list/Label_identical_rows.m index 0ea5807b..5650ce6d 100644 --- a/+bids/+transformers_list/Label_identical_rows.m +++ b/+bids/+transformers_list/Label_identical_rows.m @@ -25,7 +25,7 @@ % :param Cumulative: **optional**. Defaults to ``False``. % If ``True``, the labels are not reset to 0 % when encoutering new row content. - % :type Cumulative: boolean + % :type Cumulative: logical % % .. note:: % diff --git a/+bids/+transformers_list/Logical.m b/+bids/+transformers_list/Logical.m index 7c8ad176..8b0d97b0 100644 --- a/+bids/+transformers_list/Logical.m +++ b/+bids/+transformers_list/Logical.m @@ -22,7 +22,7 @@ % "Output": "men_older_twenty" % } % - % If non-boolean input are passed, it is expected that: + % If non-logical input are passed, it is expected that: % % - all zero or nan (for numeric data types), % - "NaN" or empty (for strings) values @@ -38,7 +38,7 @@ % :param Input: **mandatory**. An array of columns to perform operation on. Only 1 for ``Not`` % :type Input: array % - % :param Output: optional. The name of the output column. + % :param Output: Optional. The name of the output column. % :type Output: string or array % % diff --git a/+bids/+transformers_list/Mean.m b/+bids/+transformers_list/Mean.m index 49bb60b0..ea2ccbce 100644 --- a/+bids/+transformers_list/Mean.m +++ b/+bids/+transformers_list/Mean.m @@ -20,11 +20,11 @@ % :param Input: **mandatory**. The name of the variable to operate on. % :type Input: string or array % - % :param OmitNan: optional. If ``false`` any column with nan values will return a nan value. + % :param OmitNan: Optional. If ``false`` any column with nan values will return a nan value. % If ``true`` nan values are skipped. Defaults to ``false``. - % :type OmitNan: boolean + % :type OmitNan: logical % - % :param Output: optional. The optional column names to write out to. + % :param Output: Optional. The optional column names to write out to. % By default, computation is done in-place (i.e., input columnise overwritten). % :type Output: string or array % @@ -36,13 +36,13 @@ % 'OmitNan', false, ... % 'Ouput', 'mean_RT'); % - % data.reaction_time = + % data.reaction_time = TODO % % data = bids.transformers(transformer, data); % - % data.mean_RT = + % data.mean_RT = TODO % - % ans = + % ans = TODO % % diff --git a/+bids/+transformers_list/Product.m b/+bids/+transformers_list/Product.m index e4567efb..4f782313 100644 --- a/+bids/+transformers_list/Product.m +++ b/+bids/+transformers_list/Product.m @@ -23,9 +23,9 @@ % :param Output: **mandatory**. Name of the newly generated column. % :type Output: string or array % - % :param OmitNan: optional. If ``false`` any column with nan values will return a nan value. + % :param OmitNan: Optional. If ``false`` any column with nan values will return a nan value. % If ``true`` nan values are skipped. Defaults to ``false``. - % :type OmitNan: boolean + % :type OmitNan: logical % % % **CODE EXAMPLE**:: @@ -39,7 +39,7 @@ % data = bids.transformers(transformer, data); % % - % ans = + % ans = TODO % % diff --git a/+bids/+transformers_list/Rename.m b/+bids/+transformers_list/Rename.m index 138f3496..f44b0cfd 100644 --- a/+bids/+transformers_list/Rename.m +++ b/+bids/+transformers_list/Rename.m @@ -25,7 +25,7 @@ % :param Input: **mandatory**. The name(s) of the variable(s) to rename. % :type Input: string or array % - % :param Output: optional. New column names to output. + % :param Output: Optional. New column names to output. % Must match length of input column(s), % and columns will be mapped 1-to-1 in order. % :type Output: string or array @@ -41,9 +41,9 @@ % % data = bids.transformers(transformer, data); % - % data. + % data. TODO % - % ans = + % ans = TODO % % % diff --git a/+bids/+transformers_list/Replace.m b/+bids/+transformers_list/Replace.m index 23c6311e..9711426f 100644 --- a/+bids/+transformers_list/Replace.m +++ b/+bids/+transformers_list/Replace.m @@ -31,7 +31,7 @@ % ``key`` can be a regular expression. % :type Replace: array of objects % - % :param Attribute: optional. The column attribute to apply the replace to. + % :param Attribute: Optional. The column attribute to apply the replace to. % :type Attribute: array % % Valid values include: @@ -51,7 +51,7 @@ % % All replacemenets are done in sequentially. % - % :param Output: optional. Optional names of columns to output. + % :param Output: Optional. Optional names of columns to output. % Must match length of input column(s) if provided, % and columns will be mapped 1-to-1 in order. % If no output values are provided, diff --git a/+bids/+transformers_list/Scale.m b/+bids/+transformers_list/Scale.m index 3bd3e575..9f9c7ff5 100644 --- a/+bids/+transformers_list/Scale.m +++ b/+bids/+transformers_list/Scale.m @@ -27,21 +27,21 @@ % :param Input: **mandatory**. Names of columns to standardize. % :type Input: string or array % - % :param Demean: optional. If ``true``, subtracts the mean from each input column + % :param Demean: Optional. If ``true``, subtracts the mean from each input column % (i.e., applies mean-centering). - % :type Demean: boolean + % :type Demean: logical % - % :param Rescale: optional. If ``true``, divides each column by its standard deviation. - % :type Rescale: boolean + % :param Rescale: Optional. If ``true``, divides each column by its standard deviation. + % :type Rescale: logical % - % :param ReplaceNa: optional. Whether/when to replace missing values with 0. + % :param ReplaceNa: Optional. Whether/when to replace missing values with 0. % If ``"off"``, no replacement is performed. % If ``"before"``, missing values are replaced with 0 before scaling. % If ``"after"``, missing values are replaced with 0 after scaling. % Defaults to ``"off"`` - % :type ReplaceNa: boolean + % :type ReplaceNa: logical % - % :param Output: optional. Optional names of columns to output. + % :param Output: Optional. Optional names of columns to output. % Must match length of input column if provided, % and columns will be mapped 1-to-1 in order. % If no output values are provided, @@ -58,13 +58,13 @@ % 'ReplaceNa', true, % 'Output', 'scaled_reaction_time'); % - % data.reaction_time = + % data.reaction_time = TODO % % data = bids.transformers(transformer, data); % - % data.scaled_reaction_time = + % data.scaled_reaction_time = TODO % - % ans = + % ans = TODO % % diff --git a/+bids/+transformers_list/Select.m b/+bids/+transformers_list/Select.m index 169eb00e..a521e170 100644 --- a/+bids/+transformers_list/Select.m +++ b/+bids/+transformers_list/Select.m @@ -42,17 +42,17 @@ % transformer = struct('Name', 'Select', ... % 'Input', {{'valid_trials', 'reaction_time'}}); % - % data.valid_trials = - % data.invalid_trials = - % data.reaction_time = - % data.onset = - % data.duration = + % data.valid_trials = TODO + % data.invalid_trials = TODO + % data.reaction_time = TODO + % data.onset = TODO + % data.duration = TODO % % data = bids.transformers(transformer, data); % - % data = + % data = TODO % - % ans = + % ans = TODO % % (C) Copyright 2022 BIDS-MATLAB developers diff --git a/+bids/+transformers_list/Split.m b/+bids/+transformers_list/Split.m index 9630c534..e7eeb374 100644 --- a/+bids/+transformers_list/Split.m +++ b/+bids/+transformers_list/Split.m @@ -24,7 +24,7 @@ % :param Input: **mandatory**. The name of the variable(s) to operate on. % :type Input: array % - % :param By: optional. Name(s) for variable(s) to split on. + % :param By: Optional. Name(s) for variable(s) to split on. % :type By: array % % For example, for given a variable Condition @@ -39,15 +39,15 @@ % 'Input', 'sex', ... % 'By', {{'sex_m', 'age_gt_twenty'}}); % - % data.sex = ; - % data.sex_m = ; - % data.age_gt_twenty = ; + % data.sex = TODO; + % data.sex_m = TODO; + % data.age_gt_twenty = TODO % % data = bids.transformers_list.split(transformer, data); % % data.sex_BY % TODO % - % ans = + % ans = TODO % % diff --git a/+bids/+transformers_list/Std.m b/+bids/+transformers_list/Std.m index 3adb59e3..9c8053e0 100644 --- a/+bids/+transformers_list/Std.m +++ b/+bids/+transformers_list/Std.m @@ -20,11 +20,11 @@ % :param Input: **mandatory**. The name of the variable to operate on. % :type Input: string or array % - % :param OmitNan: optional. If ``false`` any column with nan values will return a nan value. + % :param OmitNan: Optional. If ``false`` any column with nan values will return a nan value. % If ``true`` nan values are skipped. Defaults to ``false``. - % :type OmitNan: boolean + % :type OmitNan: logical % - % :param Output: optional. The optional column names to write out to. + % :param Output: Optional. The optional column names to write out to. % By default, computation is done in-place (i.e., input columnise overwritten). % :type Output: string or array % @@ -36,13 +36,13 @@ % 'OmitNan', false, ... % 'Ouput', 'std_RT'); % - % data.reaction_time = + % data.reaction_time = TODO % % data = bids.transformers(transformer, data); % - % data.std_RT = + % data.std_RT = TODO % - % ans = + % ans = TODO % % diff --git a/+bids/+transformers_list/Sum.m b/+bids/+transformers_list/Sum.m index 08f8b8ba..6392e130 100644 --- a/+bids/+transformers_list/Sum.m +++ b/+bids/+transformers_list/Sum.m @@ -24,11 +24,11 @@ % :param Output: **mandatory**. Name of the newly generated column. % :type Output: string or array % - % :param OmitNan: optional. If ``false`` any column with nan values will return a nan value. + % :param OmitNan: Optional. If ``false`` any column with nan values will return a nan value. % If ``true`` nan values are skipped. Defaults to ``false``. - % :type OmitNan: boolean + % :type OmitNan: logical % - % :param Weights: optional. Optional array of floats giving the weights of the columns. + % :param Weights: Optional. Optional array of floats giving the weights of the columns. % If provided, length of weights must equal % to the number of values in input, % and weights will be mapped 1-to-1 onto named columns. @@ -45,14 +45,14 @@ % 'Weights': [1, 0.5], ... % 'Ouput', 'duration_plus_reaction_time'); % - % data.duration = - % data.reaction_time = + % data.duration = TODO + % data.reaction_time = TODO % % data = bids.transformers(transformer, data); % - % data.duration_plus_reaction_time = + % data.duration_plus_reaction_time = TODO % - % ans = + % ans = TODO % % diff --git a/+bids/+transformers_list/Threshold.m b/+bids/+transformers_list/Threshold.m index 99ec2e24..1aa0b7b4 100644 --- a/+bids/+transformers_list/Threshold.m +++ b/+bids/+transformers_list/Threshold.m @@ -21,30 +21,30 @@ % :param Input: **mandatory**. The name(s)of the column(s) to threshold/binarize. % :type Input: string or array % - % :param Threshold: optional. The cut-off to use for thresholding. Defaults to ``0``. + % :param Threshold: Optional. The cut-off to use for thresholding. Defaults to ``0``. % :type Threshold: float % - % :param Binarize: optional. If ``true``, thresholded values will be binarized + % :param Binarize: Optional. If ``true``, thresholded values will be binarized % (i.e., all non-zero values will be set to 1). % Defaults to ``false``. - % :type Binarize: boolean + % :type Binarize: logical % - % :param Above: optional. Specifies which values to retain with respect to the cut-off. + % :param Above: Optional. Specifies which values to retain with respect to the cut-off. % If ``true``, all value above the threshold will be kept; % if ``false``, all values below the threshold will be kept. % Defaults to ``true``. - % :type Above: boolean + % :type Above: logical % - % :param Signed: optional. Specifies whether to treat the threshold + % :param Signed: Optional. Specifies whether to treat the threshold % as signed (default) or unsigned. - % :type Signed: boolean + % :type Signed: logical % % For example, when passing above=true and threshold=3, % if signed=true, all and only values above +3 would be retained. % If signed=false, all absolute values > 3 would be retained % (i.e.,values in the range -3 < X < 3 would be set to 0). % - % :param Output: optional. Optional names of columns to output. + % :param Output: Optional. Optional names of columns to output. % Must match length of input column if provided, % and columns will be mapped 1-to-1 in order. % If no output values are provided, @@ -60,13 +60,13 @@ % 'Value', 3, ... % 'Ouput', 'onset_minus_3'); % - % data.onset = + % data.onset = TODO % % data = bids.transformers(transformer, data); % - % data.onset_minus_3 = + % data.onset_minus_3 = TODO % - % ans = + % ans = TODO % % diff --git a/+bids/+util/create_data_dict.m b/+bids/+util/create_data_dict.m index 4041815b..49d2ca5f 100644 --- a/+bids/+util/create_data_dict.m +++ b/+bids/+util/create_data_dict.m @@ -26,11 +26,11 @@ % % :param force: If set to ``false`` it will not overwrite any file already % present in the destination. - % :type force: boolean + % :type force: logical % % :param schema: If set to ``true`` it will use the schema to try to % find definitions for the column headers - % :type schema: boolean or a schema object + % :type schema: logical or a schema object % % :param level_limit: Maximum number of levels to list. Defauts to 10; % :type level_limit: diff --git a/+bids/+util/tsvread.m b/+bids/+util/tsvread.m index d46129ad..b967512d 100644 --- a/+bids/+util/tsvread.m +++ b/+bids/+util/tsvread.m @@ -14,7 +14,7 @@ % :type field_to_return: % % :param hdr: detect the presence of a header row for csv/tsv [default: ``true``] - % :type hdr: boolean + % :type hdr: logical % % % :returns: - :file_content: corresponding data array or structure diff --git a/+bids/Description.m b/+bids/Description.m index ce4d6f58..0bcf9313 100644 --- a/+bids/Description.m +++ b/+bids/Description.m @@ -24,7 +24,7 @@ content % dataset description content - is_derivative = false % boolean + is_derivative = false % logical pipeline = '' % name of the pipeline used to generate this derivative dataset diff --git a/+bids/File.m b/+bids/File.m index 5f51bc68..0b9d3f34 100644 --- a/+bids/File.m +++ b/+bids/File.m @@ -1,6 +1,7 @@ classdef File % - % Class to deal with BIDS files and to help to create BIDS valid names + % Class to deal with BIDS filenames + % % % USAGE:: % @@ -9,17 +10,17 @@ % 'tolerant', true, % 'verbose', false); % - % :param input: - % :type input: filename or structure + % :param input: path to the file or a structure with the file information + % :type input: filename or structure % - % :param use_schema: - % :type use_schema: boolean + % :param use_schema: will apply the BIDS schema when parsing or creating filenames + % :type use_schema: logical % - % :param tolerant: turns errors into warning - % :type tolerant: boolean + % :param tolerant: turns errors into warning when set to ``true`` + % :type tolerant: logical % - % :param verbose: silences warnings - % :type verbose: boolean + % :param verbose: silences warnings + % :type verbose: logical % % % **Initiliaze with a filename** @@ -345,7 +346,10 @@ % % USAGE:: % - % file = file.reorder_entities([entity_order]); + % file = file.reorder_entities(entity_order); + % + % :param entity_order: Optional. The order of the entities. + % :type entity_order: cell of char % % If the no entity order is provided, it will try to rely on the schema to % find an appropriate order @@ -420,19 +424,18 @@ % % file = file.rename('spec', spec, 'dry_run', true, 'verbose', [], 'force', false); % - % :param spec: struture specifying what entities, suffix, extension, prefix to apply - % renaming + % :param spec: struture specifying what entities, suffix, extension... to apply % :type spec: structure % - % :param dry_run: If ``true`` no file is actually renamed. ``false`` is the default to avoid - % renaming files by mistake. - % :type dry_run: boolean + % :param dry_run: If ``true`` no file is actually renamed. + % ``true`` is the default to avoid renaming files by mistake. + % :type dry_run: logical % - % :param verbose: displays input --> output - % :type verbose: boolean + % :param verbose: displays ``input --> output`` + % :type verbose: logical % - % :param force: overwrites existing file. Default: ``false`` - % :type force: boolean + % :param force: Overwrites existing file. + % :type force: logical % % EXAMPLE: % diff --git a/+bids/Model.m b/+bids/Model.m index dd088757..83719b79 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -14,16 +14,16 @@ % 'verbose', false); % % :param init: if ``true`` this will initialize an empty model. Defauts to ``false``. - % :type init: boolean + % :type init: logical % % :param file: fullpath the JSON file containing the BIDS stats model % :type file: path % % :param tolerant: turns errors into warning - % :type tolerant: boolean + % :type tolerant: logical % % :param verbose: silences warnings - % :type verbose: boolean + % :type verbose: logical % % EXAMPLE:: % diff --git a/+bids/Schema.m b/+bids/Schema.m index c393baf1..e4a88be0 100644 --- a/+bids/Schema.m +++ b/+bids/Schema.m @@ -6,7 +6,7 @@ % % schema = bids.Schema(use_schema) % - % use_schema: boolean + % use_schema: logical % % @@ -33,7 +33,7 @@ % % schema = bids.Schema(use_schema) % - % use_schema: boolean + % use_schema: logical % obj.content = []; diff --git a/+bids/copy_to_derivative.m b/+bids/copy_to_derivative.m index a3cdbc62..6e4b98ac 100644 --- a/+bids/copy_to_derivative.m +++ b/+bids/copy_to_derivative.m @@ -29,22 +29,22 @@ function copy_to_derivative(varargin) % % :param unzip: If ``true`` then all ``.gz`` files will be unzipped % after being copied. - % :type unzip: boolean + % :type unzip: logical % % :param force: If set to ``false`` it will not overwrite any file already % present in the destination. - % :type force: boolean + % :type force: logical % % :param skip_dep: If set to ``false`` it will copy all the % dependencies of each file. - % :type skip_dep: boolean + % :type skip_dep: logical % % :param use_schema: If set to ``true`` it will only copy files % that are BIDS valid. - % :type use_schema: boolean + % :type use_schema: logical % - % :param verbose: - % :type verbose: boolean + % :param verbose: + % :type verbose: logical % % All the metadata of each file is read through the whole hierarchy % and dumped into one side-car json file for each file copied. diff --git a/+bids/derivatives_json.m b/+bids/derivatives_json.m index 7dd78ee2..be562efd 100644 --- a/+bids/derivatives_json.m +++ b/+bids/derivatives_json.m @@ -10,7 +10,7 @@ % :type derivative_filename: string % :param force: when `true` it will force the creation of a json content even % when the filename contains no BIDS derivatives entity. - % :type force: boolean + % :type force: logical % % (C) Copyright 2018 BIDS-MATLAB developers diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index 8af3132e..d40d9ab6 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -13,8 +13,8 @@ % :param BIDS: BIDS directory name or BIDS structure (from ``bids.layout``) % :type BIDS: structure or string % - % :param split_by: splits results by a given BIDS entity (now only ``task`` is supported) - % :type split_by: cell + % :param split_by: splits results by a given BIDS entity (now only ``task`` is supported) + % :type split_by: cell % % :param use_schema: If set to ``true``, the parsing of the dataset % will follow the bids-schema provided with bids-matlab. @@ -22,7 +22,7 @@ % ``sub-label_[entity-label]_suffix.ext`` to be parsed. % If a folder path is provided, then the schema contained % in that folder will be used for parsing. - % :type use_schema: boolean + % :type use_schema: logical % % :param out_path: path to directory containing the derivatives % :type out_path: string diff --git a/+bids/init.m b/+bids/init.m index 10d1f465..b919d0aa 100644 --- a/+bids/init.m +++ b/+bids/init.m @@ -19,10 +19,10 @@ function init(varargin) % :type folders: structure % % :param is_derivative: - % :type is_derivative: boolean + % :type is_derivative: logical % % :param is_datalad_ds: - % :type is_derivative: boolean + % :type is_derivative: logical % % diff --git a/+bids/layout.m b/+bids/layout.m index 86f0d557..e4310bd3 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -21,21 +21,21 @@ % ``sub-label_[entity-label]_suffix.ext`` to be parsed. % If a folder path is provided, then the schema contained % in that folder will be used for parsing. - % :type use_schema: boolean + % :type use_schema: logical % % :param index_derivatives: if ``true`` this will index the content of the % any ``derivatives`` folder in the BIDS dataset. - % :type index_derivatives: boolean + % :type index_derivatives: logical % % :param index_dependencies: if ``true`` this will index the dependencies (json files, % assiciated TSV files for each file...) - % :type index_dependencies: boolean + % :type index_dependencies: logical % % :param tolerant: Set to ``true`` to turn validation errors into warnings - % :type tolerant: boolean + % :type tolerant: logical % % :param verbose: Set to ``true`` to get more feedback - % :type verbose: boolean + % :type verbose: logical % % diff --git a/+bids/report.m b/+bids/report.m index 535667c8..ecdbce7b 100644 --- a/+bids/report.m +++ b/+bids/report.m @@ -24,10 +24,10 @@ % :param read_nifti: If set to ``true`` (default) the function will try to read the % NIfTI file to get more information. This relies on the % ``spm_vol.m`` function from SPM. - % :type read_nifti: boolean + % :type read_nifti: logical % :param verbose: If set to ``false`` (default) the function does not % output anything to the prompt. - % :type verbose: boolean + % :type verbose: logical % % diff --git a/demos/working_with_files.m b/demos/working_with_files.m index 88d1ae1e..153074bc 100644 --- a/demos/working_with_files.m +++ b/demos/working_with_files.m @@ -1,5 +1,7 @@ % (C) Copyright 2021 Remi Gau +% TODO turn into a notebook + % demos to show how to use bids-matlab % to create and edit file BIDS filenames % From 579fcecfd75238b1380c95eb13f49aa6d6693b9c Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 22 Oct 2022 12:31:21 +0200 Subject: [PATCH 258/340] FCI --- .github/workflows/cancel.yml | 16 ---------------- .github/workflows/run_examples.yml | 2 +- .github/workflows/run_tests_matlab.yml | 2 +- .github/workflows/run_tests_octave.yml | 2 +- 4 files changed, 3 insertions(+), 19 deletions(-) delete mode 100644 .github/workflows/cancel.yml diff --git a/.github/workflows/cancel.yml b/.github/workflows/cancel.yml deleted file mode 100644 index 5e07f296..00000000 --- a/.github/workflows/cancel.yml +++ /dev/null @@ -1,16 +0,0 @@ -# cancel previous unfinished workflows when new commit are pushed -# https://github.com/marketplace/actions/cancel-workflow-action#advanced-pull-requests-from-forks - -name: cancel -on: - workflow_run: - workflows: ["tests"] - types: - - requested -jobs: - cancel: - runs-on: ubuntu-latest - steps: - - uses: styfle/cancel-workflow-action@0.11.0 - with: - workflow_id: ${{ github.event.workflow.id }} diff --git a/.github/workflows/run_examples.yml b/.github/workflows/run_examples.yml index 8d5fa1a1..55cc4768 100644 --- a/.github/workflows/run_examples.yml +++ b/.github/workflows/run_examples.yml @@ -21,7 +21,7 @@ on: jobs: test: - runs-on: ubuntu-20.04 + runs-on: ubuntu-22.04 steps: - name: Install MATLAB diff --git a/.github/workflows/run_tests_matlab.yml b/.github/workflows/run_tests_matlab.yml index 2f04ef24..b151ea69 100644 --- a/.github/workflows/run_tests_matlab.yml +++ b/.github/workflows/run_tests_matlab.yml @@ -21,7 +21,7 @@ on: jobs: test: - runs-on: ubuntu-20.04 + runs-on: ubuntu-22.04 steps: - name: Install MATLAB diff --git a/.github/workflows/run_tests_octave.yml b/.github/workflows/run_tests_octave.yml index 3820d83c..5651ef80 100644 --- a/.github/workflows/run_tests_octave.yml +++ b/.github/workflows/run_tests_octave.yml @@ -20,7 +20,7 @@ env: jobs: test: - runs-on: ubuntu-20.04 + runs-on: ubuntu-22.04 steps: From e584f45032ca95edeb4daa08fd7b19bb1fcffd6e Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 22 Oct 2022 13:05:08 +0200 Subject: [PATCH 259/340] switch back to isdir to see if older octave is happier with this --- +bids/layout.m | 2 +- .github/workflows/update_schema.yml | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/+bids/layout.m b/+bids/layout.m index e4310bd3..e119e831 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -54,7 +54,7 @@ default_use_schema = true; default_verbose = false; - is_dir_or_struct = @(x) (isstruct(x) || isfolder(x)); + is_dir_or_struct = @(x) (isstruct(x) || isdir(x)); args = inputParser(); diff --git a/.github/workflows/update_schema.yml b/.github/workflows/update_schema.yml index 1a0ae097..eced4220 100644 --- a/.github/workflows/update_schema.yml +++ b/.github/workflows/update_schema.yml @@ -23,9 +23,9 @@ name: update schema on: push: - branches: 'master' + branches: ['master'] pull_request: - branches: 'master' + branches: ['master'] schedule: - cron: "0 0 * * 1" # every monday From 926f94f891cb8ca6176368734053c39d2eb3d18d Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 29 Oct 2022 21:14:26 +0200 Subject: [PATCH 260/340] update README --- README.md | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/README.md b/README.md index cd9d7cc8..b039d69f 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,3 @@ -<<<<<<< HEAD @@ -8,14 +7,13 @@ [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/bids-standard/bids-matlab/dev?urlpath=demos) [![pre-commit.ci status](https://results.pre-commit.ci/badge/github/bids-standard/bids-matlab/dev.svg)](https://results.pre-commit.ci/latest/github/bids-standard/bids-matlab/dev) [![miss hit](https://img.shields.io/badge/code%20style-miss_hit-000000.svg)](https://misshit.org/) -[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/bids-standard/bids-matlab/master?filepath=examples/tutorial.ipynb) +[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/bids-standard/bids-matlab/dev?urlpath=demos) [![View bids-matlab on File Exchange](https://www.mathworks.com/matlabcentral/images/matlab-file-exchange.svg)](https://nl.mathworks.com/matlabcentral/fileexchange/93740-bids-matlab) [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.5910584.svg)](https://doi.org/10.5281/zenodo.5910584) [![All Contributors](https://img.shields.io/badge/all_contributors-13-orange.svg?style=flat-square)](#contributors-) -- [![Binder](https://mybinder.org/v2/gh/bids-standard/bids-matlab/dev?urlpath=demos)](#) - [BIDS for MATLAB / Octave](#bids-for-matlab--octave) - [Installation](#installation) - [Get the latest features](#get-the-latest-features) From 93472154a0cbd6b5bff83825936c3f2361d11619 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 30 Oct 2022 20:01:55 +0100 Subject: [PATCH 261/340] update create participants.tsv --- +bids/+util/create_participants_tsv.m | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/+bids/+util/create_participants_tsv.m b/+bids/+util/create_participants_tsv.m index bf03f3e7..20ab5c7f 100644 --- a/+bids/+util/create_participants_tsv.m +++ b/+bids/+util/create_participants_tsv.m @@ -15,7 +15,7 @@ % (C) Copyright 2022 Remi Gau - layout = bids.layout(layout_or_path); + layout = bids.layout(layout_or_path, 'use_schema', false); if ~isempty(layout.participants) msg = sprintf(['"participant.tsv" already exist for the following dataset.', ... From dba140b8039cbece12c1155ee4d6625b62148568 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 31 Oct 2022 00:34:12 +0100 Subject: [PATCH 262/340] update image path --- DECISION-MAKING.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DECISION-MAKING.md b/DECISION-MAKING.md index a59115e2..f0e5f1b2 100644 --- a/DECISION-MAKING.md +++ b/DECISION-MAKING.md @@ -108,7 +108,7 @@ Version bumps and new releases are triggered: A diagram version of the decision-making flow we are aiming for is shown below. ([source](https://blog.axosoft.com/gitflow/)) -![git_flow](images/gitflow_diagram.png "gitflow_diagram") +![git_flow](./docs/commenting_images/gitflow_diagram.png) #### Conditions for merge into `dev` From 06f2b8e80f88eb6b502a367f011dab3f1d02e026 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 3 Nov 2022 15:11:40 +0100 Subject: [PATCH 263/340] fix copyright line skip --- +bids/query.m | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/+bids/query.m b/+bids/query.m index 9f3dab91..2f4df265 100644 --- a/+bids/query.m +++ b/+bids/query.m @@ -146,10 +146,8 @@ % % data = bids.query(BIDS, 'data', 'task', '') % - % - % (C) Copyright 2016-2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging - % + % (C) Copyright 2016-2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging % (C) Copyright 2018 BIDS-MATLAB developers %#ok<*AGROW> From 711f5460c801139281a1f4dc3b8dff930d060d7a Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Fri, 4 Nov 2022 10:52:40 +0000 Subject: [PATCH 264/340] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- +bids/+transformers_list/miss_hit.cfg | 2 -- docs/source/stats_model.rst | 4 +-- docs/source/transformers.rst | 6 ++-- templates/boilerplates/physio.tmp | 2 +- tests/data/reports/asl003_perf.md | 35 +++++++++++----------- tests/data/reports/ds000117_anat.md | 11 ++++--- tests/data/reports/ds000117_dwi.md | 17 +++++------ tests/data/reports/ds000117_fmap.md | 43 +++++++++++++-------------- tests/data/reports/ds000117_meg.md | 11 ++++--- 9 files changed, 62 insertions(+), 69 deletions(-) diff --git a/+bids/+transformers_list/miss_hit.cfg b/+bids/+transformers_list/miss_hit.cfg index 7a00f52b..e621517b 100644 --- a/+bids/+transformers_list/miss_hit.cfg +++ b/+bids/+transformers_list/miss_hit.cfg @@ -1,3 +1 @@ regex_function_name: "[a-zA-Z]+(_[a-zA-Z0-9]+)*" - - diff --git a/docs/source/stats_model.rst b/docs/source/stats_model.rst index d3dcc364..cb699be7 100644 --- a/docs/source/stats_model.rst +++ b/docs/source/stats_model.rst @@ -1,8 +1,8 @@ BIDS stats model handling ************************* -See the `BIDS stats model website -`_ +See the `BIDS stats model website +`_ for more information. .. automodule:: +bids diff --git a/docs/source/transformers.rst b/docs/source/transformers.rst index 005c48fd..5ca8f165 100644 --- a/docs/source/transformers.rst +++ b/docs/source/transformers.rst @@ -4,7 +4,7 @@ Transformers Those transformers are meant to be used to manipulate the content of TSV files once loaded as structure with ``bids.util.tsvread``. -They are mostly meant to be used to implement the transformations described in BIDS +They are mostly meant to be used to implement the transformations described in BIDS stats models but can also be used to manipulate TSV files in batches. For each type of transformer, we describe first how they are meant to be "called" @@ -12,7 +12,7 @@ in the JSON file of the BIDS stats model. There is also an code example to show how to use them. -The behavior and their "call" in JSON should (hopefully) be fairly close to the +The behavior and their "call" in JSON should (hopefully) be fairly close to the `pybids-transformers `_. Applying transformations @@ -30,7 +30,7 @@ An "array" of transformations can be applied one after the other using Basic operations ================ -- Add +- Add - Subtract - Multiply - Divide diff --git a/templates/boilerplates/physio.tmp b/templates/boilerplates/physio.tmp index 1a5491a7..c6fda198 100644 --- a/templates/boilerplates/physio.tmp +++ b/templates/boilerplates/physio.tmp @@ -1 +1 @@ -Physiological for {{Columns}} were recorded with a sampling frequency of {{SamplingFrequency}}. +Physiological for {{Columns}} were recorded with a sampling frequency of {{SamplingFrequency}}. diff --git a/tests/data/reports/asl003_perf.md b/tests/data/reports/asl003_perf.md index 54b3f055..4f9c2160 100644 --- a/tests/data/reports/asl003_perf.md +++ b/tests/data/reports/asl003_perf.md @@ -6,46 +6,45 @@ #### Arterial Spin Labeling -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -MRI scans were acquired at 3 Tesla using a TrioTim system from Siemens, with serial +MRI scans were acquired at 3 Tesla using a TrioTim system from Siemens, with serial number {{DeviceSerialNumber}}. The software version was N4_VB17A_LATEST_20090307. -3Dgrase RM SK asl perfusion MRI data were collected ({{nb_slices}} slices; repetition -time, TR= {{RepetitionTime}} ms; echo time, TE= 0.01192 s; flip angle, FA= -180 deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= +3Dgrase RM SK asl perfusion MRI data were collected ({{nb_slices}} slices; repetition +time, TR= {{RepetitionTime}} ms; echo time, TE= 0.01192 s; flip angle, FA= +180 deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm) #### Arterial Spin Labeling Context -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} -system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. +MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} +system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. The software version was {{SoftwareVersions}}. -{{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} aslcontext perfusion -MRI data were collected ({{nb_slices}} slices; repetition time, TR= {{RepetitionTime}} -ms; echo time, TE= {{echo_time}} s; flip angle, FA= {{FlipAngle}} deg; -field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} +{{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} aslcontext perfusion +MRI data were collected ({{nb_slices}} slices; repetition time, TR= {{RepetitionTime}} +ms; echo time, TE= {{echo_time}} s; flip angle, FA= {{FlipAngle}} deg; +field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm) #### ASL Labeling Screenshot #### M0 image -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -MRI scans were acquired at 3 Tesla using a TrioTim system from Siemens, with serial +MRI scans were acquired at 3 Tesla using a TrioTim system from Siemens, with serial number {{DeviceSerialNumber}}. The software version was N4_VB17A_LATEST_20090307. -3Dgrase RM SK m0scan perfusion MRI data were collected ({{nb_slices}} slices; repetition -time, TR= {{RepetitionTime}} ms; echo time, TE= 0.01614 s; flip angle, -FA= 180 deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= +3Dgrase RM SK m0scan perfusion MRI data were collected ({{nb_slices}} slices; repetition +time, TR= {{RepetitionTime}} ms; echo time, TE= 0.01614 s; flip angle, +FA= 180 deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm) This text was automatically generated by [BIDS-matlab](https://github.com/bids-standard/bids-matlab). - diff --git a/tests/data/reports/ds000117_anat.md b/tests/data/reports/ds000117_anat.md index 5e87a33f..6c069aef 100644 --- a/tests/data/reports/ds000117_anat.md +++ b/tests/data/reports/ds000117_anat.md @@ -6,16 +6,15 @@ #### T1-weighted image -The data acquisition was performed in the MRC Cognition and Brain Sciences Unit, +The data acquisition was performed in the MRC Cognition and Brain Sciences Unit, {{InstitutionalDepartmentName}}, 15 Chaucer Road, Cambridge CB2 7EF, UK. -MRI scans were acquired at 3 Tesla using a TrioTim system from Siemens, with serial +MRI scans were acquired at 3 Tesla using a TrioTim system from Siemens, with serial number 35119. The software version was syngo_MR_B15. -MPRAGE GR_IR SP_MP_OSP T1w structural MRI data were collected ({{nb_slices}} slices; -repetition time, TR= 2.25 s; echo time, TE= 0.00298 s; flip angle, FA= 9 deg; -field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} +MPRAGE GR_IR SP_MP_OSP T1w structural MRI data were collected ({{nb_slices}} slices; +repetition time, TR= 2.25 s; echo time, TE= 0.00298 s; flip angle, FA= 9 deg; +field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm). This text was automatically generated by [BIDS-matlab](https://github.com/bids-standard/bids-matlab). - diff --git a/tests/data/reports/ds000117_dwi.md b/tests/data/reports/ds000117_dwi.md index 464fe6e6..d1f2d561 100644 --- a/tests/data/reports/ds000117_dwi.md +++ b/tests/data/reports/ds000117_dwi.md @@ -6,19 +6,18 @@ #### Diffusion-weighted image -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} -system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. +MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} +system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. The software version was {{SoftwareVersions}}. -1 run of {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} diffusion-weighted-imaging -(dwi) data were collected ({{nb_slices}} slices ; repetition -time, TR= {{RepetitionTime}} s; echo time, TE= {{echo_time}} s; flip angle, FA= -{{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}} ; voxel -size= {{vox_size}} mm ; b-values of XXX acquired; XXX diffusion directions; +1 run of {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} diffusion-weighted-imaging +(dwi) data were collected ({{nb_slices}} slices ; repetition +time, TR= {{RepetitionTime}} s; echo time, TE= {{echo_time}} s; flip angle, FA= +{{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}} ; voxel +size= {{vox_size}} mm ; b-values of XXX acquired; XXX diffusion directions; multiband factor= {{mb_str}} ). This text was automatically generated by [BIDS-matlab](https://github.com/bids-standard/bids-matlab). - diff --git a/tests/data/reports/ds000117_fmap.md b/tests/data/reports/ds000117_fmap.md index fa57fe98..684fefb8 100644 --- a/tests/data/reports/ds000117_fmap.md +++ b/tests/data/reports/ds000117_fmap.md @@ -6,48 +6,47 @@ #### Magnitude -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} -system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. +MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} +system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. The software version was {{SoftwareVersions}}. -A {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} field map (phase -encoding: {{PhaseEncodingDirection}}; {{nb_slices}} slices; repetition time, TR= -{{RepetitionTime}} s; echo time 1 / 2, TE 1/2= {{echo_time}} s; flip angle, FA= -{{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; +A {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} field map (phase +encoding: {{PhaseEncodingDirection}}; {{nb_slices}} slices; repetition time, TR= +{{RepetitionTime}} s; echo time 1 / 2, TE 1/2= {{echo_time}} s; flip angle, FA= +{{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm) was acquired. #### Magnitude -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} -system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. +MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} +system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. The software version was {{SoftwareVersions}}. -A {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} field map (phase -encoding: {{PhaseEncodingDirection}}; {{nb_slices}} slices; repetition time, TR= -{{RepetitionTime}} s; echo time 1 / 2, TE 1/2= {{echo_time}} s; flip angle, FA= -{{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; +A {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} field map (phase +encoding: {{PhaseEncodingDirection}}; {{nb_slices}} slices; repetition time, TR= +{{RepetitionTime}} s; echo time 1 / 2, TE 1/2= {{echo_time}} s; flip angle, FA= +{{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm) was acquired. #### Phase-difference -The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, +The data acquisition was performed in the {{InstitutionName}}, {{InstitutionalDepartmentName}}, {{InstitutionAddress}}. -MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} -system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. +MRI scans were acquired at {{MagneticFieldStrength}} Tesla using a {{ManufacturersModelName}} +system from {{Manufacturer}}, with serial number {{DeviceSerialNumber}}. The software version was {{SoftwareVersions}}. -A {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} field map (phase -encoding: {{PhaseEncodingDirection}}; {{nb_slices}} slices; repetition time, TR= -0.4 s; echo time 1 / 2, TE 1/2= 0.01 / 0.01 s; flip angle, FA= 60 deg; field -of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm) +A {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} field map (phase +encoding: {{PhaseEncodingDirection}}; {{nb_slices}} slices; repetition time, TR= +0.4 s; echo time 1 / 2, TE 1/2= 0.01 / 0.01 s; flip angle, FA= 60 deg; field +of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm) was acquired. This text was automatically generated by [BIDS-matlab](https://github.com/bids-standard/bids-matlab). - diff --git a/tests/data/reports/ds000117_meg.md b/tests/data/reports/ds000117_meg.md index 868694e8..5e75b981 100644 --- a/tests/data/reports/ds000117_meg.md +++ b/tests/data/reports/ds000117_meg.md @@ -12,15 +12,15 @@ ##### Task facerecognition data -The data acquisition was performed in the MRC Cognition & Brain Sciences Unit, {{InstitutionalDepartmentName}}, +The data acquisition was performed in the MRC Cognition & Brain Sciences Unit, {{InstitutionalDepartmentName}}, 15 Chaucer Road, Cambridge, UK. -Recordings were acquired using a ElektaVectorview system from ElektaNeuromag, with +Recordings were acquired using a ElektaVectorview system from ElektaNeuromag, with serial number {{DeviceSerialNumber}}. The software version was {{SoftwareVersions}}. -For the facerecognition task, 6 run(s) of meg data were collected. Power line and -sampling frequencies were 50 Hz and 1100 Hz, respectively. Data was collected -with {{ChannelCount}} meg channels, 2 EOG channels, 1 ECG channels and 0 EMG channels +For the facerecognition task, 6 run(s) of meg data were collected. Power line and +sampling frequencies were 50 Hz and 1100 Hz, respectively. Data was collected +with {{ChannelCount}} meg channels, 2 EOG channels, 1 ECG channels and 0 EMG channels recorded simultaneously. {{TaskDescription}} Participants were specifically instructed to: {{Instructions}} @@ -28,4 +28,3 @@ recorded simultaneously. ###### events data This text was automatically generated by [BIDS-matlab](https://github.com/bids-standard/bids-matlab). - From bbe75d5be305b22ad1277bf78606a9bfa9fd63a4 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 4 Nov 2022 12:06:08 +0100 Subject: [PATCH 265/340] fix spelling --- +bids/+transformers_list/BaseTransformer.m | 4 ++-- +bids/+transformers_list/Basic.m | 4 ++-- +bids/+transformers_list/Factor.m | 2 +- +bids/+transformers_list/Label_identical_rows.m | 2 +- +bids/+transformers_list/Logical.m | 2 +- +bids/+transformers_list/Replace.m | 2 +- +bids/+transformers_list/check_field.m | 4 ++-- +bids/+util/create_data_dict.m | 6 +++--- +bids/Contents.m | 2 +- +bids/File.m | 2 +- +bids/Model.m | 2 +- +bids/layout.m | 2 +- demos/README.md | 2 +- demos/notebooks/BIDS-Matlab_02_derivatives.ipynb | 2 +- demos/notebooks/BIDS-Matlab_04_new_datasets.ipynb | 2 +- demos/notebooks/BIDS_Matlab_02_derivatives.m | 2 +- demos/notebooks/BIDS_Matlab_04_new_datasets.m | 2 +- demos/spm/facerep/code/convert_facerep_ds.m | 4 ++-- 18 files changed, 24 insertions(+), 24 deletions(-) diff --git a/+bids/+transformers_list/BaseTransformer.m b/+bids/+transformers_list/BaseTransformer.m index 3e003f77..9bf1d88d 100644 --- a/+bids/+transformers_list/BaseTransformer.m +++ b/+bids/+transformers_list/BaseTransformer.m @@ -133,8 +133,8 @@ %% function check_field(obj, field_list, data, field_type) % - % check that each fied in field_list is present - % in the data strucuture + % check that each field in field_list is present + % in the data structure % available_variables = fieldnames(data); diff --git a/+bids/+transformers_list/Basic.m b/+bids/+transformers_list/Basic.m index 38f754db..d1c0bf3b 100644 --- a/+bids/+transformers_list/Basic.m +++ b/+bids/+transformers_list/Basic.m @@ -1,6 +1,6 @@ function data = Basic(transformer, data) % - % Perfoms a basic operation with a ``Value`` on the ``Input`` + % Performs a basic operation with a ``Value`` on the ``Input`` % % % **JSON EXAMPLE**: @@ -89,7 +89,7 @@ if ischar(value) value = str2double(value); if isnan(value) - msg = sprintf('basic transformers require values convertable to numeric. Got: %s', ... + msg = sprintf('basic transformers require values convertible to numeric. Got: %s', ... transformer.Value); bids.internal.error_handling(mfilename(), ... 'numericOrCoercableToNumericRequired', ... diff --git a/+bids/+transformers_list/Factor.m b/+bids/+transformers_list/Factor.m index bedaea87..baac0bf2 100644 --- a/+bids/+transformers_list/Factor.m +++ b/+bids/+transformers_list/Factor.m @@ -24,7 +24,7 @@ % (e.g., if a condition has levels 'dog', 'apple', and 'helsinki', % the default reference level will be 'apple'). % - % The name of the ouput colums for 2 input columns ``gender`` and ``age`` + % The name of the output columns for 2 input columns ``gender`` and ``age`` % with 2 levels (``M``, ``F``) and (``20``, ``30``) respectivaly % will of the shape: % diff --git a/+bids/+transformers_list/Label_identical_rows.m b/+bids/+transformers_list/Label_identical_rows.m index 5650ce6d..159c1d6b 100644 --- a/+bids/+transformers_list/Label_identical_rows.m +++ b/+bids/+transformers_list/Label_identical_rows.m @@ -78,7 +78,7 @@ this_input = {this_input}; end - % Use a cell to keep track of the occurences of each value of this_input + % Use a cell to keep track of the occurrences of each value of this_input label_counter = init_label_counter(this_input, cumulative); previous_value = []; diff --git a/+bids/+transformers_list/Logical.m b/+bids/+transformers_list/Logical.m index 8b0d97b0..13d255ae 100644 --- a/+bids/+transformers_list/Logical.m +++ b/+bids/+transformers_list/Logical.m @@ -66,7 +66,7 @@ % (C) Copyright 2022 BIDS-MATLAB developers % TODO - % for Add Or, if not ouput just merge the name of the input variables + % for Add Or, if not output just merge the name of the input variables % TODO "not" can only have one input input = bids.transformers_list.get_input(transformer, data); diff --git a/+bids/+transformers_list/Replace.m b/+bids/+transformers_list/Replace.m index 9711426f..1b9f548e 100644 --- a/+bids/+transformers_list/Replace.m +++ b/+bids/+transformers_list/Replace.m @@ -46,7 +46,7 @@ % % .. note: % - % The rows of the ``attributes`` colums matching the ``key`` from the + % The rows of the ``attributes`` columns matching the ``key`` from the % ``input`` will be replaced by ``value``. % % All replacemenets are done in sequentially. diff --git a/+bids/+transformers_list/check_field.m b/+bids/+transformers_list/check_field.m index c932857c..39d1a0d5 100644 --- a/+bids/+transformers_list/check_field.m +++ b/+bids/+transformers_list/check_field.m @@ -1,7 +1,7 @@ function check_field(field_list, data, field_type, tolerant) % - % check that each fied in field_list is present - % in the data strucuture + % check that each field in field_list is present + % in the data structure % % diff --git a/+bids/+util/create_data_dict.m b/+bids/+util/create_data_dict.m index 49d2ca5f..be39ed1b 100644 --- a/+bids/+util/create_data_dict.m +++ b/+bids/+util/create_data_dict.m @@ -1,6 +1,6 @@ function data_dict = create_data_dict(varargin) % - % Create a JSON data dictionnary for a TSV file. + % Create a JSON data dictionary for a TSV file. % % Levels in columns that may lead to invalid matlab structure fieldnames are % renamed. Hence the output may need manual cleaning. @@ -32,7 +32,7 @@ % find definitions for the column headers % :type schema: logical or a schema object % - % :param level_limit: Maximum number of levels to list. Defauts to 10; + % :param level_limit: Maximum number of levels to list. Defaults to 10; % :type level_limit: % % @@ -130,7 +130,7 @@ % if there is more than one TSV file, % the content of all files is concatenated together - % to create a single data dictionnary across TSVfiles. + % to create a single data dictionary across TSVfiles. if numel(tsv_file) > 1 for f = 2:numel(tsv_file) diff --git a/+bids/Contents.m b/+bids/Contents.m index 5e3a4f42..b8f5a669 100644 --- a/+bids/Contents.m +++ b/+bids/Contents.m @@ -8,7 +8,7 @@ % diagnostic - Create figure listing the number of files for each subject % File - Class to deal with BIDS files and to help to create BIDS valid names % init - Initialize dataset with README, description, folder structure... -% layout - Parse a directory structure formated according to the BIDS standard +% layout - Parse a directory structure formatted according to the BIDS standard % Model - Class to deal with BIDS stats models % query - Queries a directory structure formatted according to the BIDS standard % report - Create a short summary of the acquisition parameters of a BIDS dataset. diff --git a/+bids/File.m b/+bids/File.m index f7782689..06d12756 100644 --- a/+bids/File.m +++ b/+bids/File.m @@ -424,7 +424,7 @@ % % file = file.rename('spec', spec, 'dry_run', true, 'verbose', [], 'force', false); % - % :param spec: struture specifying what entities, suffix, extension... to apply + % :param spec: structure specifying what entities, suffix, extension... to apply % :type spec: structure % % :param dry_run: If ``true`` no file is actually renamed. diff --git a/+bids/Model.m b/+bids/Model.m index 83719b79..178a67e2 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -13,7 +13,7 @@ % 'tolerant', true, % 'verbose', false); % - % :param init: if ``true`` this will initialize an empty model. Defauts to ``false``. + % :param init: if ``true`` this will initialize an empty model. Defaults to ``false``. % :type init: logical % % :param file: fullpath the JSON file containing the BIDS stats model diff --git a/+bids/layout.m b/+bids/layout.m index 894597f6..4296dcde 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -28,7 +28,7 @@ % :type index_derivatives: logical % % :param index_dependencies: if ``true`` this will index the dependencies (json files, - % assiciated TSV files for each file...) + % associated TSV files for each file...) % :type index_dependencies: logical % % :param tolerant: Set to ``true`` to turn validation errors into warnings diff --git a/demos/README.md b/demos/README.md index 18b89d23..6efa950c 100644 --- a/demos/README.md +++ b/demos/README.md @@ -11,7 +11,7 @@ There is also `.m` script equivalent for each tutorial that can be run with MATL This shows how to use BIDS-MATLAB with SPM12 by running some of the tutorials from the SPM website by relying on BIDS-MATLAB for file querying. -There is also an exmaple of how to extract confound information from fmriprep datasets +There is also an example of how to extract confound information from fmriprep datasets to make it easier to analyse them with SPM. The output should have a BIDS like structure like this: diff --git a/demos/notebooks/BIDS-Matlab_02_derivatives.ipynb b/demos/notebooks/BIDS-Matlab_02_derivatives.ipynb index 21b749d6..70ebf6a2 100644 --- a/demos/notebooks/BIDS-Matlab_02_derivatives.ipynb +++ b/demos/notebooks/BIDS-Matlab_02_derivatives.ipynb @@ -80,7 +80,7 @@ "metadata": {}, "source": [ "We can access any preprocessed data by querying\n", - "for data described (`desc` entitiy) as preprocessed (`preproc`)\n", + "for data described (`desc` entity) as preprocessed (`preproc`)\n", "and maybe also in which `space` we want to work in." ] }, diff --git a/demos/notebooks/BIDS-Matlab_04_new_datasets.ipynb b/demos/notebooks/BIDS-Matlab_04_new_datasets.ipynb index 6a4f7fcf..e639e0a7 100644 --- a/demos/notebooks/BIDS-Matlab_04_new_datasets.ipynb +++ b/demos/notebooks/BIDS-Matlab_04_new_datasets.ipynb @@ -22,7 +22,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Intialising a new BIDS dataset" + "## Initialising a new BIDS dataset" ] }, { diff --git a/demos/notebooks/BIDS_Matlab_02_derivatives.m b/demos/notebooks/BIDS_Matlab_02_derivatives.m index 3e473d16..8f883eec 100644 --- a/demos/notebooks/BIDS_Matlab_02_derivatives.m +++ b/demos/notebooks/BIDS_Matlab_02_derivatives.m @@ -31,7 +31,7 @@ disp(BIDS.description); % We can access any preprocessed data by querying -% for data described (`desc` entitiy) as preprocessed (`preproc`) +% for data described (`desc` entity) as preprocessed (`preproc`) % and maybe also in which `space` we want to work in. %% diff --git a/demos/notebooks/BIDS_Matlab_04_new_datasets.m b/demos/notebooks/BIDS_Matlab_04_new_datasets.m index 9e97041b..b48b2f28 100644 --- a/demos/notebooks/BIDS_Matlab_04_new_datasets.m +++ b/demos/notebooks/BIDS_Matlab_04_new_datasets.m @@ -6,7 +6,7 @@ add_bids_matlab_to_path(); -% ## Intialising a new BIDS dataset +% ## Initialising a new BIDS dataset % This can be useful when you are going to output your analysis or your data acquisition into a new dataset. diff --git a/demos/spm/facerep/code/convert_facerep_ds.m b/demos/spm/facerep/code/convert_facerep_ds.m index 7271f342..173f2fd4 100644 --- a/demos/spm/facerep/code/convert_facerep_ds.m +++ b/demos/spm/facerep/code/convert_facerep_ds.m @@ -29,7 +29,7 @@ opt.indent = ' '; - %% Create ouput folder structure + %% Create output folder structure spm_mkdir(output_dir, subject, {'anat', 'func'}); %% Structural MRI @@ -294,7 +294,7 @@ function create_readme(output_dir) 'Each EPI acquisition consisted of 24 descending slices:' '- matrix size: 64x64' '- voxel size: 3mm x 3mm x 3mm with 1.5mm gap' - '- repatition time: 2s' + '- repetition time: 2s' '- echo time: 40ms' '' 'Experimental design:' From 435e03f0fb0421d95a7b5cbcf99be5a5e3347ba3 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 4 Nov 2022 12:33:15 +0100 Subject: [PATCH 266/340] fix report tests --- templates/boilerplates/func.tmp | 2 +- tests/data/reports/MoAE_all.md | 8 ++++---- tests/data/reports/ds000117_func.md | 6 +++--- 3 files changed, 8 insertions(+), 8 deletions(-) diff --git a/templates/boilerplates/func.tmp b/templates/boilerplates/func.tmp index 543fe414..07c78515 100644 --- a/templates/boilerplates/func.tmp +++ b/templates/boilerplates/func.tmp @@ -1,5 +1,5 @@ For the {{TaskName}} task, {{nb_runs}} run(s) of {{suffix}} {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} fMRI data were collected. -The acquisition parameters were: {{nb_slices}} slices acquired in a {{so_str}} fashion; repetition time, TR= {{RepetitionTime}} s; echo time, TE= {{echo_time}} ms; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm; multiband factor= {{mb_str}}; in-plane acceleration factor= {pr_str}}. +The acquisition parameters were: {{nb_slices}} slices acquired in a {{so_str}} fashion; repetition time, TR= {{RepetitionTime}} s; echo time, TE= {{echo_time}} s; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm; multiband factor= {{mb_str}}; in-plane acceleration factor= {pr_str}}. Each run was {{length}} minutes in length, during which {{nb_vols}} functional volumes were acquired. diff --git a/tests/data/reports/MoAE_all.md b/tests/data/reports/MoAE_all.md index 5388a7d5..8ae06aa1 100644 --- a/tests/data/reports/MoAE_all.md +++ b/tests/data/reports/MoAE_all.md @@ -33,10 +33,10 @@ with serial number {{DeviceSerialNumber}}. The software version was {{SoftwareVe For the Auditory task, 1 run(s) of bold {{PulseSequenceType}} {{ScanningSequence}} {{SequenceVariant}} fMRI data were collected. The acquisition parameters were: 64 slices acquired in a {{so_str}} fashion; repetition time, TR= 7 s; echo time, -TE= {{echo_time}} ms; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= 192.00 -X 192.00 mm; matrix size= 64 X 64; voxel size= 3.00 X 3.00 X 3.00 mm; multiband -factor= {{mb_str}}; in-plane acceleration factor= {pr_str}}. Each run was -9.8 minutes in length, during which 84 functional volumes were acquired. +TE= {{echo_time}} s; flip angle, FA= {{FlipAngle}} deg; field of view, FOV= 192 +X 192 mm; matrix size= 64 X 64; voxel size= 3.00 X 3.00 X 3.00 mm; multiband +factor= {{mb_str}}; in-plane acceleration factor= {pr_str}}. Each run was 9.8 minutes +in length, during which 84 functional volumes were acquired. {{TaskDescription}} Participants were specifically instructed to: {{Instructions}} diff --git a/tests/data/reports/ds000117_func.md b/tests/data/reports/ds000117_func.md index c6a5f4b3..fb61d8b6 100644 --- a/tests/data/reports/ds000117_func.md +++ b/tests/data/reports/ds000117_func.md @@ -14,9 +14,9 @@ The data acquisition was performed in the MRC Cognition and Brain Sciences Unit, MRI scans were acquired at 3 Tesla using a TrioTim system from Siemens, with serial number 35119. The software version was syngo_MR_B15. -For the facerecognition task, 9 run(s) of events EPI EP SK fMRI data were collected. -The acquisition parameters were: {{nb_slices}} slices acquired in a {{so_str}} -fashion; repetition time, TR= 2 s; echo time, TE= {{echo_time}} ms; flip angle, +For the facerecognition task, 9 run(s) of bold EPI EP SK fMRI data were collected. +The acquisition parameters were: {{nb_slices}} slices acquired in a interleaved +ascending fashion; repetition time, TR= 2 s; echo time, TE= 0.03 s; flip angle, FA= 78 deg; field of view, FOV= {{fov}} mm; matrix size= {{mat_size}}; voxel size= {{vox_size}} mm; multiband factor= {{mb_str}}; in-plane acceleration factor= {pr_str}}. Each run was {{length}} minutes in length, during which {{nb_vols}} From 9c4452cb7ea29643f14c470bbd9a0722080b1f8b Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Nov 2022 11:21:24 +0100 Subject: [PATCH 267/340] update create participants --- +bids/+util/create_participants_tsv.m | 2 +- .../test_create_participants_tsv.m | 22 +++++++++++++++++++ 2 files changed, 23 insertions(+), 1 deletion(-) create mode 100644 tests/tests_utils/test_create_participants_tsv.m diff --git a/+bids/+util/create_participants_tsv.m b/+bids/+util/create_participants_tsv.m index 20ab5c7f..47c5e977 100644 --- a/+bids/+util/create_participants_tsv.m +++ b/+bids/+util/create_participants_tsv.m @@ -35,7 +35,7 @@ bids.util.tsvwrite(fullfile(layout.pth, 'participants.tsv'), output_structure); - fprintf(1, ['\nCreated "participants.tsv" to the dataset.', ... + fprintf(1, ['\nCreated "participants.tsv" in the dataset.', ... '\n\t%s\n', ... 'Please add participant age, gender...\n', ... 'See this section of the BIDS specification:\n\t%s\n'], ... diff --git a/tests/tests_utils/test_create_participants_tsv.m b/tests/tests_utils/test_create_participants_tsv.m new file mode 100644 index 00000000..6343d6e2 --- /dev/null +++ b/tests/tests_utils/test_create_participants_tsv.m @@ -0,0 +1,22 @@ +function test_suite = test_create_participants_tsv %#ok<*STOUT> + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; +end + +function test_create_participants_tsv_basic() + + bids_path = fullfile(get_test_data_dir(), 'ds210'); + + output_filename = bids.util.create_participants_tsv(bids_path); + + if ~bids.internal.is_octave() + assertWarning(@()bids.util.create_participants_tsv(bids_path), ... + 'create_participants_tsv:participantFileExist'); + end + + delete(output_filename); + +end From de43a2b3ae36e683f5cfb3beff67c8f028a9a2cf Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Nov 2022 11:21:39 +0100 Subject: [PATCH 268/340] add create session tsv --- +bids/+internal/create_unordered_list.m | 57 ++++++++++++++++ +bids/+internal/url.m | 3 + +bids/+util/create_sessions_tsv.m | 72 ++++++++++++++++++++ tests/test_create_participants_tsv.m | 22 ------ tests/tests_utils/test_create_sessions_tsv.m | 37 ++++++++++ 5 files changed, 169 insertions(+), 22 deletions(-) create mode 100644 +bids/+internal/create_unordered_list.m create mode 100644 +bids/+util/create_sessions_tsv.m delete mode 100644 tests/test_create_participants_tsv.m create mode 100644 tests/tests_utils/test_create_sessions_tsv.m diff --git a/+bids/+internal/create_unordered_list.m b/+bids/+internal/create_unordered_list.m new file mode 100644 index 00000000..7a97f429 --- /dev/null +++ b/+bids/+internal/create_unordered_list.m @@ -0,0 +1,57 @@ +function list = create_unordered_list(list) + % + % turns a cell string or a structure into a string + % that is an unordered list to print to the screen + % + % USAGE:: + % + % list = create_unordered_list(list) + % + % :param list: obligatory argument. + % :type list: cell string or structure + % + % + + % (C) Copyright 2022 Remi Gau + + prefix = '\n\t- '; + + if ischar(list) + list = cellstr(list); + end + + if iscell(list) + + for i = 1:numel(list) + if isnumeric(list{i}) + list{i} = num2str(list{i}); + end + end + + list = sprintf([prefix, strjoin(list, prefix), '\n']); + + elseif isstruct(list) + + output = ''; + fields = fieldnames(list); + + for i = 1:numel(fields) + content = list.(fields{i}); + if ~iscell(content) + content = {content}; + end + + for j = 1:numel(content) + if isnumeric(content{j}) + content{j} = num2str(content{j}); + end + end + + output = [output prefix fields{i} ': {' strjoin(content, ', ') '}']; + end + + list = sprintf(output); + + end + +end diff --git a/+bids/+internal/url.m b/+bids/+internal/url.m index ca85f0b1..9809f58b 100644 --- a/+bids/+internal/url.m +++ b/+bids/+internal/url.m @@ -25,6 +25,9 @@ case 'samples' value = [bids.internal.url('agnostic-files'), '#samples-file']; + case 'sessions' + value = [bids.internal.url('agnostic-files'), '#sessions-file']; + case 'description' value = [bids.internal.url('agnostic-files'), '#dataset_descriptionjson']; diff --git a/+bids/+util/create_sessions_tsv.m b/+bids/+util/create_sessions_tsv.m new file mode 100644 index 00000000..4d0c7fa0 --- /dev/null +++ b/+bids/+util/create_sessions_tsv.m @@ -0,0 +1,72 @@ +function output_filenames = create_sessions_tsv(varargin) + % + % Create a simple sessions.tsv for each participant of a BIDS dataset. + % + % + % USAGE:: + % + % output_filename = bids.util.create_sessions_tsv(layout_or_path); + % + % + % :param layout_or_path: + % :type layout_or_path: path or structure + % + % + + % (C) Copyright 2022 Remi Gau + + default_root = pwd; + default_tolerant = true; + default_use_schema = true; + default_verbose = false; + + is_dir_or_struct = @(x) (isstruct(x) || isdir(x)); + + args = inputParser(); + + addOptional(args, 'layout_or_path', default_root, is_dir_or_struct); + addParameter(args, 'tolerant', default_tolerant); + addParameter(args, 'use_schema', default_use_schema); + addParameter(args, 'verbose', default_verbose); + + parse(args, varargin{:}); + + layout_or_path = args.Results.layout_or_path; + tolerant = args.Results.tolerant; + use_schema = args.Results.use_schema; + verbose = args.Results.verbose; + + %% + output_filenames = {}; + + layout = bids.layout(layout_or_path, 'use_schema', use_schema); + + sessions_list = bids.query(layout, 'sessions'); + if isempty(sessions_list) + msg = sprintf(['There are no session in this dataset:\n', ... + '\t%s'], layout.pth); + bids.internal.error_handling(mfilename(), 'noSessionInDataset', msg, tolerant, verbose); + return + end + + subjects_list = bids.query(layout, 'subjects'); + + for i_sub = 1:numel(subjects_list) + sessions_list = bids.query(layout, 'sessions', 'sub', subjects_list{i_sub}); + + sessions_file = fullfile(layout.pth, ... + ['sub-' subjects_list{i_sub}], ... + 'sessions.tsv'); + output_filenames{end + 1} = sessions_file; %#ok + sessions = struct('session_id', {sessions_list}); + bids.util.tsvwrite(sessions_file, sessions); + end + + fprintf(1, ['\nCreated "sesssions.tsv" in the dataset.', ... + '\n\t%s\n', ... + 'Please add any necessary information manually...\n', ... + 'See this section of the BIDS specification:\n\t%s\n'], ... + bids.internal.create_unordered_list(sessions_file), ... + bids.internal.url('sessions')); + +end diff --git a/tests/test_create_participants_tsv.m b/tests/test_create_participants_tsv.m deleted file mode 100644 index 6343d6e2..00000000 --- a/tests/test_create_participants_tsv.m +++ /dev/null @@ -1,22 +0,0 @@ -function test_suite = test_create_participants_tsv %#ok<*STOUT> - try % assignment of 'localfunctions' is necessary in Matlab >= 2016 - test_functions = localfunctions(); %#ok<*NASGU> - catch % no problem; early Matlab versions can use initTestSuite fine - end - initTestSuite; -end - -function test_create_participants_tsv_basic() - - bids_path = fullfile(get_test_data_dir(), 'ds210'); - - output_filename = bids.util.create_participants_tsv(bids_path); - - if ~bids.internal.is_octave() - assertWarning(@()bids.util.create_participants_tsv(bids_path), ... - 'create_participants_tsv:participantFileExist'); - end - - delete(output_filename); - -end diff --git a/tests/tests_utils/test_create_sessions_tsv.m b/tests/tests_utils/test_create_sessions_tsv.m new file mode 100644 index 00000000..4f10595e --- /dev/null +++ b/tests/tests_utils/test_create_sessions_tsv.m @@ -0,0 +1,37 @@ +function test_suite = test_create_sessions_tsv %#ok<*STOUT> + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; +end + +function test_create_sessions_tsv_no_session() + + bids_path = fullfile(get_test_data_dir(), 'ds210'); + + output_filenames = bids.util.create_sessions_tsv(bids_path, 'verbose', false); + + assert(isempty(output_filenames)); + assertEqual(exist(output_filenames, 'file'), 0); + + assertWarning(@() bids.util.create_sessions_tsv(bids_path, 'verbose', true), ... + 'create_sessions_tsv:noSessionInDataset'); + +end + +function test_create_sessions_tsv_basic() + + bids_path = fullfile(get_test_data_dir(), 'ieeg_epilepsy'); + + output_filenames = bids.util.create_sessions_tsv(bids_path, 'verbose', true); + + teardown(output_filenames); + +end + +function teardown(filelist) + for i = 1:numel(filelist) + delete(filelist{i}); + end +end From 758cf573e4aab349231dbb434b9855d6c0c79b00 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Nov 2022 11:28:55 +0100 Subject: [PATCH 269/340] fix test --- +bids/+util/create_sessions_tsv.m | 8 ++++++-- tests/tests_utils/test_create_sessions_tsv.m | 7 ++++++- 2 files changed, 12 insertions(+), 3 deletions(-) diff --git a/+bids/+util/create_sessions_tsv.m b/+bids/+util/create_sessions_tsv.m index 4d0c7fa0..7eb39232 100644 --- a/+bids/+util/create_sessions_tsv.m +++ b/+bids/+util/create_sessions_tsv.m @@ -52,14 +52,18 @@ subjects_list = bids.query(layout, 'subjects'); for i_sub = 1:numel(subjects_list) + sessions_list = bids.query(layout, 'sessions', 'sub', subjects_list{i_sub}); + sessions_list = [repmat('ses-', numel(sessions_list), 1), char(sessions_list')]; + sessions_list = struct('session_id', {sessions_list}); sessions_file = fullfile(layout.pth, ... ['sub-' subjects_list{i_sub}], ... 'sessions.tsv'); + output_filenames{end + 1} = sessions_file; %#ok - sessions = struct('session_id', {sessions_list}); - bids.util.tsvwrite(sessions_file, sessions); + + bids.util.tsvwrite(sessions_file, sessions_list); end fprintf(1, ['\nCreated "sesssions.tsv" in the dataset.', ... diff --git a/tests/tests_utils/test_create_sessions_tsv.m b/tests/tests_utils/test_create_sessions_tsv.m index 4f10595e..de56cb5f 100644 --- a/tests/tests_utils/test_create_sessions_tsv.m +++ b/tests/tests_utils/test_create_sessions_tsv.m @@ -24,7 +24,12 @@ function test_create_sessions_tsv_basic() bids_path = fullfile(get_test_data_dir(), 'ieeg_epilepsy'); - output_filenames = bids.util.create_sessions_tsv(bids_path, 'verbose', true); + output_filenames = bids.util.create_sessions_tsv(bids_path, 'verbose', false); + + assertEqual(numel(output_filenames), 1); + assertEqual(exist(output_filenames{1}, 'file'), 2); + content = bids.util.tsvread(output_filenames{1}); + assertEqual(content, struct('session_id', {{'ses-postimp'; 'ses-preimp'}})); teardown(output_filenames); From e9bcc02b440ed9222e501ff46c6b6e14ffaf4c1f Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Nov 2022 11:34:20 +0100 Subject: [PATCH 270/340] update test --- +bids/+util/create_participants_tsv.m | 43 +++++++++++++++---- +bids/+util/create_sessions_tsv.m | 18 ++++---- .../test_create_participants_tsv.m | 2 +- 3 files changed, 45 insertions(+), 18 deletions(-) diff --git a/+bids/+util/create_participants_tsv.m b/+bids/+util/create_participants_tsv.m index 47c5e977..e0304a0c 100644 --- a/+bids/+util/create_participants_tsv.m +++ b/+bids/+util/create_participants_tsv.m @@ -1,4 +1,4 @@ -function output_filename = create_participants_tsv(layout_or_path) +function output_filename = create_participants_tsv(varargin) % % Creates a simple participants tsv for a BIDS dataset. % @@ -15,13 +15,36 @@ % (C) Copyright 2022 Remi Gau - layout = bids.layout(layout_or_path, 'use_schema', false); + default_layout = pwd; + default_tolerant = true; + default_use_schema = true; + default_verbose = false; + + is_dir_or_struct = @(x) (isstruct(x) || isdir(x)); + + args = inputParser(); + + addOptional(args, 'layout_or_path', default_layout, is_dir_or_struct); + addParameter(args, 'tolerant', default_tolerant); + addParameter(args, 'use_schema', default_use_schema); + addParameter(args, 'verbose', default_verbose); + + parse(args, varargin{:}); + + layout_or_path = args.Results.layout_or_path; + tolerant = args.Results.tolerant; + use_schema = args.Results.use_schema; + verbose = args.Results.verbose; + + %% + + layout = bids.layout(layout_or_path, 'use_schema', use_schema); if ~isempty(layout.participants) msg = sprintf(['"participant.tsv" already exist for the following dataset.', ... 'Will not overwrite.\n', ... '\t%s'], layout.pth); - bids.internal.error_handling(mfilename(), 'participantFileExist', msg, true, true); + bids.internal.error_handling(mfilename(), 'participantFileExist', msg, tolerant, verbose); return end @@ -35,11 +58,13 @@ bids.util.tsvwrite(fullfile(layout.pth, 'participants.tsv'), output_structure); - fprintf(1, ['\nCreated "participants.tsv" in the dataset.', ... - '\n\t%s\n', ... - 'Please add participant age, gender...\n', ... - 'See this section of the BIDS specification:\n\t%s\n'], ... - layout.pth, ... - bids.internal.url('participants')); + if verbose + fprintf(1, ['\nCreated "participants.tsv" in the dataset.', ... + '\n\t%s\n', ... + 'Please add participant age, gender...\n', ... + 'See this section of the BIDS specification:\n\t%s\n'], ... + layout.pth, ... + bids.internal.url('participants')); + end end diff --git a/+bids/+util/create_sessions_tsv.m b/+bids/+util/create_sessions_tsv.m index 7eb39232..20b6495c 100644 --- a/+bids/+util/create_sessions_tsv.m +++ b/+bids/+util/create_sessions_tsv.m @@ -15,7 +15,7 @@ % (C) Copyright 2022 Remi Gau - default_root = pwd; + default_layout = pwd; default_tolerant = true; default_use_schema = true; default_verbose = false; @@ -24,7 +24,7 @@ args = inputParser(); - addOptional(args, 'layout_or_path', default_root, is_dir_or_struct); + addOptional(args, 'layout_or_path', default_layout, is_dir_or_struct); addParameter(args, 'tolerant', default_tolerant); addParameter(args, 'use_schema', default_use_schema); addParameter(args, 'verbose', default_verbose); @@ -66,11 +66,13 @@ bids.util.tsvwrite(sessions_file, sessions_list); end - fprintf(1, ['\nCreated "sesssions.tsv" in the dataset.', ... - '\n\t%s\n', ... - 'Please add any necessary information manually...\n', ... - 'See this section of the BIDS specification:\n\t%s\n'], ... - bids.internal.create_unordered_list(sessions_file), ... - bids.internal.url('sessions')); + if verbose + fprintf(1, ['\nCreated "sesssions.tsv" in the dataset.', ... + '\n\t%s\n', ... + 'Please add any necessary information manually...\n', ... + 'See this section of the BIDS specification:\n\t%s\n'], ... + bids.internal.create_unordered_list(sessions_file), ... + bids.internal.url('sessions')); + end end diff --git a/tests/tests_utils/test_create_participants_tsv.m b/tests/tests_utils/test_create_participants_tsv.m index 6343d6e2..ef2ae989 100644 --- a/tests/tests_utils/test_create_participants_tsv.m +++ b/tests/tests_utils/test_create_participants_tsv.m @@ -13,7 +13,7 @@ function test_create_participants_tsv_basic() output_filename = bids.util.create_participants_tsv(bids_path); if ~bids.internal.is_octave() - assertWarning(@()bids.util.create_participants_tsv(bids_path), ... + assertWarning(@()bids.util.create_participants_tsv(bids_path, 'verbose', true), ... 'create_participants_tsv:participantFileExist'); end From 630e3d0fbda2d87fff92bca86feda76a7523cbb0 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Nov 2022 11:41:16 +0100 Subject: [PATCH 271/340] update bids init --- +bids/init.m | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/+bids/init.m b/+bids/init.m index b919d0aa..7066c7e8 100644 --- a/+bids/init.m +++ b/+bids/init.m @@ -64,6 +64,11 @@ function init(varargin) bids.util.mkdir(args.Results.pth); end + if exist('subjects', 'var') && ~isempty(subjects{1}) + bids.util.create_participants_tsv(args.Results.pth); + bids.util.create_sessions_tsv(args.Results.pth); + end + %% README pth_to_readmes = fullfile(fileparts(mfilename('fullpath')), '..', 'templates'); src = fullfile(pth_to_readmes, 'README'); From 46825c00b609269d62225737e47ac0719a99bc9d Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Nov 2022 12:10:52 +0100 Subject: [PATCH 272/340] refactor create readme --- +bids/+util/create_participants_tsv.m | 7 +-- +bids/+util/create_readme.m | 59 ++++++++++++++++++++++++++ +bids/+util/create_sessions_tsv.m | 7 +-- +bids/init.m | 21 +++++---- tests/tests_utils/test_create_readme.m | 20 +++++++++ 5 files changed, 100 insertions(+), 14 deletions(-) create mode 100644 +bids/+util/create_readme.m create mode 100644 tests/tests_utils/test_create_readme.m diff --git a/+bids/+util/create_participants_tsv.m b/+bids/+util/create_participants_tsv.m index e0304a0c..ab4a08dd 100644 --- a/+bids/+util/create_participants_tsv.m +++ b/+bids/+util/create_participants_tsv.m @@ -21,13 +21,14 @@ default_verbose = false; is_dir_or_struct = @(x) (isstruct(x) || isdir(x)); + is_logical = @(x) islogical(x); args = inputParser(); addOptional(args, 'layout_or_path', default_layout, is_dir_or_struct); - addParameter(args, 'tolerant', default_tolerant); - addParameter(args, 'use_schema', default_use_schema); - addParameter(args, 'verbose', default_verbose); + addParameter(args, 'tolerant', default_tolerant, is_logical); + addParameter(args, 'use_schema', default_use_schema, is_logical); + addParameter(args, 'verbose', default_verbose, is_logical); parse(args, varargin{:}); diff --git a/+bids/+util/create_readme.m b/+bids/+util/create_readme.m new file mode 100644 index 00000000..3051dbcd --- /dev/null +++ b/+bids/+util/create_readme.m @@ -0,0 +1,59 @@ +function create_readme(varargin) + % + % Create a README in a BIDS dataset. + % + % + % USAGE:: + % + % bids.util.create_readme(layout_or_path, is_datalad_ds); + % + % + % :param layout_or_path: + % :type layout_or_path: path or structure + % + % + + % (C) Copyright 2022 Remi Gau + + default_layout = pwd; + default_tolerant = true; + default_verbose = false; + + is_dir_or_struct = @(x) (isstruct(x) || isdir(x)); + is_logical = @(x) islogical(x); + + args = inputParser(); + + addOptional(args, 'layout_or_path', default_layout, is_dir_or_struct); + addOptional(args, 'is_datalad_ds', default_layout, is_logical); + addParameter(args, 'tolerant', default_tolerant, is_logical); + addParameter(args, 'verbose', default_verbose, is_logical); + + parse(args, varargin{:}); + + layout_or_path = args.Results.layout_or_path; + is_datalad_ds = args.Results.is_datalad_ds; + tolerant = args.Results.tolerant; + verbose = args.Results.verbose; + + pth_to_readmes = fullfile(bids.internal.root_dir(), 'templates'); + src = fullfile(pth_to_readmes, 'README'); + if is_datalad_ds + src = fullfile(pth_to_readmes, 'README_datalad'); + end + + pth = layout_or_path; + if isstruct(layout_or_path) + if isfield(layout_or_path, 'dir') + pth = layout_or_path.dir; + else + msg = 'Input structure is not a bids layout. Run bids.layout first.'; + bids.internal.error_handling(mfilename(), 'notBidsDatasetLayout', ... + msg, ... + tolerant, ... + verbose); + end + end + + copyfile(src, fullfile(pth, 'README')); +end diff --git a/+bids/+util/create_sessions_tsv.m b/+bids/+util/create_sessions_tsv.m index 20b6495c..f75163d1 100644 --- a/+bids/+util/create_sessions_tsv.m +++ b/+bids/+util/create_sessions_tsv.m @@ -21,13 +21,14 @@ default_verbose = false; is_dir_or_struct = @(x) (isstruct(x) || isdir(x)); + is_logical = @(x) islogical(x); args = inputParser(); addOptional(args, 'layout_or_path', default_layout, is_dir_or_struct); - addParameter(args, 'tolerant', default_tolerant); - addParameter(args, 'use_schema', default_use_schema); - addParameter(args, 'verbose', default_verbose); + addParameter(args, 'tolerant', default_tolerant, is_logical); + addParameter(args, 'use_schema', default_use_schema, is_logical); + addParameter(args, 'verbose', default_verbose, is_logical); parse(args, varargin{:}); diff --git a/+bids/init.m b/+bids/init.m index 7066c7e8..59c82e97 100644 --- a/+bids/init.m +++ b/+bids/init.m @@ -33,19 +33,28 @@ function init(varargin) default.folders.subjects = ''; default.folders.sessions = ''; default.folders.modalities = ''; - + default_tolerant = true; + default_verbose = false; default.is_derivative = false; default.is_datalad_ds = false; + is_logical = @(x) islogical(x); + args = inputParser; addOptional(args, 'pth', default.pth, @ischar); addParameter(args, 'folders', default.folders, @isstruct); addParameter(args, 'is_derivative', default.is_derivative); addParameter(args, 'is_datalad_ds', default.is_datalad_ds); + addParameter(args, 'tolerant', default_tolerant, is_logical); + addParameter(args, 'verbose', default_verbose, is_logical); parse(args, varargin{:}); + is_datalad_ds = args.Results.is_datalad_ds; + tolerant = args.Results.tolerant; + verbose = args.Results.verbose; + %% Folder structure if ~isempty(fieldnames(args.Results.folders)) @@ -69,13 +78,9 @@ function init(varargin) bids.util.create_sessions_tsv(args.Results.pth); end - %% README - pth_to_readmes = fullfile(fileparts(mfilename('fullpath')), '..', 'templates'); - src = fullfile(pth_to_readmes, 'README'); - if args.Results.is_datalad_ds - src = fullfile(pth_to_readmes, 'README_datalad'); - end - copyfile(src, fullfile(args.Results.pth, 'README')); + bids.util.create_readme(args.Results.pth, is_datalad_ds, ... + 'verbose', verbose, ... + 'tolerant', tolerant); %% dataset_description ds_desc = bids.Description(); diff --git a/tests/tests_utils/test_create_readme.m b/tests/tests_utils/test_create_readme.m new file mode 100644 index 00000000..4f1c65eb --- /dev/null +++ b/tests/tests_utils/test_create_readme.m @@ -0,0 +1,20 @@ +function test_suite = test_create_readme %#ok<*STOUT> + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; +end + +function test_create_readme_warning() + + foo = struct('spam', 'egg'); + + if ~bids.internal.is_octave() + assertWarning(@()bids.util.create_readme(foo, false, ... + 'tolerant', true, ... + 'verbose', true), ... + 'create_readme:notBidsDatasetLayout'); + end + +end From 1723656b185f72608633251f1e6eb120bb77b1f2 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Nov 2022 12:28:19 +0100 Subject: [PATCH 273/340] update create readme --- +bids/+util/create_readme.m | 26 +++++++++---- templates/{README => README.template} | 0 ...README_datalad => README_datalad.template} | 15 ++++---- .../test_create_participants_tsv.m | 6 +-- tests/tests_utils/test_create_readme.m | 37 +++++++++++++++---- 5 files changed, 59 insertions(+), 25 deletions(-) rename templates/{README => README.template} (100%) rename templates/{README_datalad => README_datalad.template} (94%) diff --git a/+bids/+util/create_readme.m b/+bids/+util/create_readme.m index 3051dbcd..93aeba4a 100644 --- a/+bids/+util/create_readme.m +++ b/+bids/+util/create_readme.m @@ -36,12 +36,6 @@ function create_readme(varargin) tolerant = args.Results.tolerant; verbose = args.Results.verbose; - pth_to_readmes = fullfile(bids.internal.root_dir(), 'templates'); - src = fullfile(pth_to_readmes, 'README'); - if is_datalad_ds - src = fullfile(pth_to_readmes, 'README_datalad'); - end - pth = layout_or_path; if isstruct(layout_or_path) if isfield(layout_or_path, 'dir') @@ -55,5 +49,23 @@ function create_readme(varargin) end end - copyfile(src, fullfile(pth, 'README')); + readme_present = bids.internal.file_utils('List', pth, 'README.*|readme.*'); + if ~isempty(readme_present) + msg = sprintf('Dataset %s already contains a layout:\n\t%s\nWill not overwrite.\n', ... + pth); + bids.internal.error_handling(mfilename(), 'readmeAlreadyPresent', ... + msg, ... + tolerant, ... + verbose); + return + end + + %% + pth_to_readmes = fullfile(bids.internal.root_dir(), 'templates'); + src = fullfile(pth_to_readmes, 'README.template'); + if is_datalad_ds + src = fullfile(pth_to_readmes, 'README_datalad.template'); + end + + copyfile(src, fullfile(pth, 'README.md')); end diff --git a/templates/README b/templates/README.template similarity index 100% rename from templates/README rename to templates/README.template diff --git a/templates/README_datalad b/templates/README_datalad.template similarity index 94% rename from templates/README_datalad rename to templates/README_datalad.template index 21772a19..e05940e7 100644 --- a/templates/README_datalad +++ b/templates/README_datalad.template @@ -151,7 +151,8 @@ Some examples: Any additional information or pointers to information that might be helpful to users of the dataset. Include qualitative information related to how the data acquisition went. -________________________________________________________________________________ + +--- [![made-with-datalad](https://www.datalad.org/badges/made_with.svg)](https://datalad.org) @@ -177,7 +178,7 @@ datalad clone Once a dataset is cloned, it is a light-weight directory on your local machine. At this point, it contains only small metadata and information on the -identity of the files in the dataset, but not actual *content* of the +identity of the files in the dataset, but not actual _content_ of the (sometimes large) data files. ### Retrieve dataset content @@ -191,7 +192,7 @@ datalad get ` This command will trigger a download of the files, directories, or subdatasets you have specified. -DataLad datasets can contain other datasets, so called *subdatasets*. +DataLad datasets can contain other datasets, so called _subdatasets_. If you clone the top-level dataset, subdatasets do not yet contain metadata and information on the identity of files, but appear to be empty directories. In order to retrieve file availability metadata in @@ -209,19 +210,19 @@ subdataset will be downloaded at once. ### Stay up-to-date DataLad datasets can be updated. The command `datalad update` will -*fetch* updates and store them on a different branch (by default +_fetch_ updates and store them on a different branch (by default `remotes/origin/master`). Running ``` datalad update --merge ``` -will *pull* available updates and integrate them in one go. +will _pull_ available updates and integrate them in one go. ### Find out what has been done -DataLad datasets contain their history in the ``git log``. -By running ``git log`` (or a tool that displays Git history) in the dataset or on +DataLad datasets contain their history in the `git log`. +By running `git log` (or a tool that displays Git history) in the dataset or on specific files, you can find out what has been done to the dataset or to individual files by whom, and when. diff --git a/tests/tests_utils/test_create_participants_tsv.m b/tests/tests_utils/test_create_participants_tsv.m index ef2ae989..7cc15f86 100644 --- a/tests/tests_utils/test_create_participants_tsv.m +++ b/tests/tests_utils/test_create_participants_tsv.m @@ -12,10 +12,8 @@ function test_create_participants_tsv_basic() output_filename = bids.util.create_participants_tsv(bids_path); - if ~bids.internal.is_octave() - assertWarning(@()bids.util.create_participants_tsv(bids_path, 'verbose', true), ... - 'create_participants_tsv:participantFileExist'); - end + assertWarning(@()bids.util.create_participants_tsv(bids_path, 'verbose', true), ... + 'create_participants_tsv:participantFileExist'); delete(output_filename); diff --git a/tests/tests_utils/test_create_readme.m b/tests/tests_utils/test_create_readme.m index 4f1c65eb..85d4c1ee 100644 --- a/tests/tests_utils/test_create_readme.m +++ b/tests/tests_utils/test_create_readme.m @@ -6,15 +6,38 @@ initTestSuite; end -function test_create_readme_warning() +function test_create_readme_basic() + + bids_path = fullfile(get_test_data_dir(), 'ds210'); + + bids.util.create_readme(bids_path, false, ... + 'tolerant', true, ... + 'verbose', false); + + assertEqual(exist(fullfile(bids_path, 'README.md'), 'file'), 2); + + delete(fullfile(bids_path, 'README.md')); + +end + +function test_create_readme_warning_already_present() + + bids_path = fullfile(get_test_data_dir(), 'ds116'); + + assertWarning(@()bids.util.create_readme(bids_path, false, ... + 'tolerant', true, ... + 'verbose', true), ... + 'create_readme:readmeAlreadyPresent'); + +end + +function test_create_readme_warning_layout() foo = struct('spam', 'egg'); - if ~bids.internal.is_octave() - assertWarning(@()bids.util.create_readme(foo, false, ... - 'tolerant', true, ... - 'verbose', true), ... - 'create_readme:notBidsDatasetLayout'); - end + assertWarning(@()bids.util.create_readme(foo, false, ... + 'tolerant', true, ... + 'verbose', true), ... + 'create_readme:notBidsDatasetLayout'); end From 923072071c0e8956fb60a5b17e919729750ded60 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Nov 2022 12:47:08 +0100 Subject: [PATCH 274/340] add extra columns sessions.tsv --- +bids/+util/create_sessions_tsv.m | 8 +++++--- tests/tests_utils/test_create_sessions_tsv.m | 3 ++- 2 files changed, 7 insertions(+), 4 deletions(-) diff --git a/+bids/+util/create_sessions_tsv.m b/+bids/+util/create_sessions_tsv.m index f75163d1..83154a4b 100644 --- a/+bids/+util/create_sessions_tsv.m +++ b/+bids/+util/create_sessions_tsv.m @@ -56,7 +56,9 @@ sessions_list = bids.query(layout, 'sessions', 'sub', subjects_list{i_sub}); sessions_list = [repmat('ses-', numel(sessions_list), 1), char(sessions_list')]; - sessions_list = struct('session_id', {sessions_list}); + content = struct('session_id', {sessions_list}, ... + 'acq_time', {cell(size(sessions_list, 1), 1)}, ... + 'comments', {cell(size(sessions_list, 1), 1)}); sessions_file = fullfile(layout.pth, ... ['sub-' subjects_list{i_sub}], ... @@ -64,11 +66,11 @@ output_filenames{end + 1} = sessions_file; %#ok - bids.util.tsvwrite(sessions_file, sessions_list); + bids.util.tsvwrite(sessions_file, content); end if verbose - fprintf(1, ['\nCreated "sesssions.tsv" in the dataset.', ... + fprintf(1, ['\nCreated "sessions.tsv" in the dataset.', ... '\n\t%s\n', ... 'Please add any necessary information manually...\n', ... 'See this section of the BIDS specification:\n\t%s\n'], ... diff --git a/tests/tests_utils/test_create_sessions_tsv.m b/tests/tests_utils/test_create_sessions_tsv.m index de56cb5f..8c507cd8 100644 --- a/tests/tests_utils/test_create_sessions_tsv.m +++ b/tests/tests_utils/test_create_sessions_tsv.m @@ -29,7 +29,8 @@ function test_create_sessions_tsv_basic() assertEqual(numel(output_filenames), 1); assertEqual(exist(output_filenames{1}, 'file'), 2); content = bids.util.tsvread(output_filenames{1}); - assertEqual(content, struct('session_id', {{'ses-postimp'; 'ses-preimp'}})); + assertEqual(fieldnames(content), {'session_id'; 'acq_time'; 'comments'}); + assertEqual(content.session_id, {'ses-postimp'; 'ses-preimp'}); teardown(output_filenames); From 5fe03570667fbcaadb31e01688d454ff78b5ce66 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Nov 2022 13:31:50 +0100 Subject: [PATCH 275/340] add doc arguments --- +bids/+util/create_participants_tsv.m | 13 ++- +bids/+util/create_readme.m | 9 +- +bids/+util/create_scans_tsv.m | 100 ++++++++++++++++++++++ +bids/+util/create_sessions_tsv.m | 29 +++++-- +bids/init.m | 4 +- tests/tests_utils/test_create_scans_tsv.m | 28 ++++++ 6 files changed, 175 insertions(+), 8 deletions(-) create mode 100644 +bids/+util/create_scans_tsv.m create mode 100644 tests/tests_utils/test_create_scans_tsv.m diff --git a/+bids/+util/create_participants_tsv.m b/+bids/+util/create_participants_tsv.m index ab4a08dd..3580d12e 100644 --- a/+bids/+util/create_participants_tsv.m +++ b/+bids/+util/create_participants_tsv.m @@ -5,12 +5,23 @@ % % USAGE:: % - % output_filename = bids.util.create_participants_tsv(layout_or_path); + % output_filename = bids.util.create_participants_tsv(layout_or_path, ... + % 'use_schema', true, ... + % 'tolerant', true, ... + % 'verbose', false) % % % :param layout_or_path: % :type layout_or_path: path or structure % + % :param use_schema: + % :type use_schema: logical + % + % :param tolerant: Set to ``true`` to turn validation errors into warnings + % :type tolerant: logical + % + % :param verbose: Set to ``true`` to get more feedback + % :type verbose: logical % % (C) Copyright 2022 Remi Gau diff --git a/+bids/+util/create_readme.m b/+bids/+util/create_readme.m index 93aeba4a..762f337d 100644 --- a/+bids/+util/create_readme.m +++ b/+bids/+util/create_readme.m @@ -5,12 +5,19 @@ function create_readme(varargin) % % USAGE:: % - % bids.util.create_readme(layout_or_path, is_datalad_ds); + % bids.util.create_readme(layout_or_path, is_datalad_ds, ... + % 'tolerant', true, ... + % 'verbose', false) % % % :param layout_or_path: % :type layout_or_path: path or structure % + % :param tolerant: Set to ``true`` to turn validation errors into warnings + % :type tolerant: logical + % + % :param verbose: Set to ``true`` to get more feedback + % :type verbose: logical % % (C) Copyright 2022 Remi Gau diff --git a/+bids/+util/create_scans_tsv.m b/+bids/+util/create_scans_tsv.m new file mode 100644 index 00000000..a15422ec --- /dev/null +++ b/+bids/+util/create_scans_tsv.m @@ -0,0 +1,100 @@ +function output_filenames = create_scans_tsv(varargin) + % + % Create a simple scans.tsv for each participant of a BIDS dataset. + % + % + % USAGE:: + % + % output_filename = bids.util.create_scans_tsv(layout_or_path, ... + % 'use_schema', true, ... + % 'tolerant', true, ... + % 'verbose', false) + % + % + % :param layout_or_path: + % :type layout_or_path: path or structure + % + % :param use_schema: + % :type use_schema: logical + % + % :param tolerant: Set to ``true`` to turn validation errors into warnings + % :type tolerant: logical + % + % :param verbose: Set to ``true`` to get more feedback + % :type verbose: logical + % + + % (C) Copyright 2022 Remi Gau + + default_layout = pwd; + default_tolerant = true; + default_use_schema = true; + default_verbose = false; + + is_dir_or_struct = @(x) (isstruct(x) || isdir(x)); + is_logical = @(x) islogical(x); + + args = inputParser(); + + addOptional(args, 'layout_or_path', default_layout, is_dir_or_struct); + addParameter(args, 'tolerant', default_tolerant, is_logical); + addParameter(args, 'use_schema', default_use_schema, is_logical); + addParameter(args, 'verbose', default_verbose, is_logical); + + parse(args, varargin{:}); + + layout_or_path = args.Results.layout_or_path; + tolerant = args.Results.tolerant; + use_schema = args.Results.use_schema; + verbose = args.Results.verbose; + + %% + output_filenames = {}; + + layout = bids.layout(layout_or_path, 'use_schema', use_schema); + + sessions_list = bids.query(layout, 'sessions'); + if isempty(sessions_list) + msg = sprintf(['There are no session in this dataset:\n', ... + '\t%s'], layout.pth); + bids.internal.error_handling(mfilename(), 'noSessionInDataset', msg, tolerant, verbose); + return + end + + subjects_list = bids.query(layout, 'subjects'); + + for i_sub = 1:numel(subjects_list) + + sessions_file = fullfile(layout.pth, ... + ['sub-' subjects_list{i_sub}], ... + ['sub-' subjects_list{i_sub} '_sessions.tsv']); + + if exist(sessions_file, 'file') + msg = sprintf(['"sessions.tsv" %s already exist for the following dataset.', ... + 'Will not overwrite.\n', ... + '\t%s'], sessions_file, layout.pth); + bids.internal.error_handling(mfilename(), 'participantFileExist', msg, true, verbose); + continue + end + + sessions_list = bids.query(layout, 'sessions', 'sub', subjects_list{i_sub}); + sessions_list = [repmat('ses-', numel(sessions_list), 1), char(sessions_list')]; + content = struct('session_id', {sessions_list}, ... + 'acq_time', {cell(size(sessions_list, 1), 1)}, ... + 'comments', {cell(size(sessions_list, 1), 1)}); + + output_filenames{end + 1} = sessions_file; %#ok + + bids.util.tsvwrite(sessions_file, content); + end + + if verbose + fprintf(1, ['\nCreated "sessions.tsv" in the dataset.', ... + '\n\t%s\n', ... + 'Please add any necessary information manually...\n', ... + 'See this section of the BIDS specification:\n\t%s\n'], ... + bids.internal.create_unordered_list(sessions_file), ... + bids.internal.url('sessions')); + end + +end diff --git a/+bids/+util/create_sessions_tsv.m b/+bids/+util/create_sessions_tsv.m index 83154a4b..73ffbd0d 100644 --- a/+bids/+util/create_sessions_tsv.m +++ b/+bids/+util/create_sessions_tsv.m @@ -5,12 +5,23 @@ % % USAGE:: % - % output_filename = bids.util.create_sessions_tsv(layout_or_path); + % output_filename = bids.util.create_sessions_tsv(layout_or_path, ... + % 'use_schema', true, ... + % 'tolerant', true, ... + % 'verbose', false) % % % :param layout_or_path: % :type layout_or_path: path or structure % + % :param use_schema: + % :type use_schema: logical + % + % :param tolerant: Set to ``true`` to turn validation errors into warnings + % :type tolerant: logical + % + % :param verbose: Set to ``true`` to get more feedback + % :type verbose: logical % % (C) Copyright 2022 Remi Gau @@ -54,16 +65,24 @@ for i_sub = 1:numel(subjects_list) + sessions_file = fullfile(layout.pth, ... + ['sub-' subjects_list{i_sub}], ... + ['sub-' subjects_list{i_sub} '_sessions.tsv']); + + if exist(sessions_file, 'file') + msg = sprintf(['"sessions.tsv" %s already exist for the following dataset.', ... + 'Will not overwrite.\n', ... + '\t%s'], sessions_file, layout.pth); + bids.internal.error_handling(mfilename(), 'participantFileExist', msg, true, verbose); + continue + end + sessions_list = bids.query(layout, 'sessions', 'sub', subjects_list{i_sub}); sessions_list = [repmat('ses-', numel(sessions_list), 1), char(sessions_list')]; content = struct('session_id', {sessions_list}, ... 'acq_time', {cell(size(sessions_list, 1), 1)}, ... 'comments', {cell(size(sessions_list, 1), 1)}); - sessions_file = fullfile(layout.pth, ... - ['sub-' subjects_list{i_sub}], ... - 'sessions.tsv'); - output_filenames{end + 1} = sessions_file; %#ok bids.util.tsvwrite(sessions_file, content); diff --git a/+bids/init.m b/+bids/init.m index 59c82e97..d232e4fe 100644 --- a/+bids/init.m +++ b/+bids/init.m @@ -7,7 +7,9 @@ function init(varargin) % bids.init(pth, ... % 'folders', folders, ,... % 'is_derivative', false,... - % 'is_datalad_ds', false) + % 'is_datalad_ds', false, ... + % 'tolerant', true, ... + % 'verbose', false) % % :param pth: directory where to create the dataset % :type pth: string diff --git a/tests/tests_utils/test_create_scans_tsv.m b/tests/tests_utils/test_create_scans_tsv.m new file mode 100644 index 00000000..11fa6d3a --- /dev/null +++ b/tests/tests_utils/test_create_scans_tsv.m @@ -0,0 +1,28 @@ +function test_suite = test_create_scans_tsv %#ok<*STOUT> + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; +end + +function test_create_scans_tsv_basic() + + bids_path = fullfile(get_test_data_dir(), 'ieeg_epilepsy'); + + output_filenames = bids.util.create_scans_tsv(bids_path, 'verbose', false); + + assertEqual(numel(output_filenames), 1); + assertEqual(exist(output_filenames{1}, 'file'), 2); + content = bids.util.tsvread(output_filenames{1}); + assertEqual(fieldnames(content), {'filename'; 'acq_time'; 'comments'}); + + teardown(output_filenames); + +end + +function teardown(filelist) + for i = 1:numel(filelist) + delete(filelist{i}); + end +end From 2395fd618b9941e9f326a01bd0c68e8564f4e71b Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Nov 2022 14:04:13 +0100 Subject: [PATCH 276/340] lint --- +bids/+internal/url.m | 3 ++ +bids/+util/create_scans_tsv.m | 64 +++++++++++++---------- +bids/+util/create_sessions_tsv.m | 2 +- +bids/query.m | 4 ++ tests/tests_utils/test_create_scans_tsv.m | 19 ++++++- 5 files changed, 62 insertions(+), 30 deletions(-) diff --git a/+bids/+internal/url.m b/+bids/+internal/url.m index 9809f58b..4f598302 100644 --- a/+bids/+internal/url.m +++ b/+bids/+internal/url.m @@ -28,6 +28,9 @@ case 'sessions' value = [bids.internal.url('agnostic-files'), '#sessions-file']; + case 'scans' + value = [bids.internal.url('agnostic-files'), '#scans-file']; + case 'description' value = [bids.internal.url('agnostic-files'), '#dataset_descriptionjson']; diff --git a/+bids/+util/create_scans_tsv.m b/+bids/+util/create_scans_tsv.m index a15422ec..90926281 100644 --- a/+bids/+util/create_scans_tsv.m +++ b/+bids/+util/create_scans_tsv.m @@ -53,48 +53,58 @@ layout = bids.layout(layout_or_path, 'use_schema', use_schema); - sessions_list = bids.query(layout, 'sessions'); - if isempty(sessions_list) - msg = sprintf(['There are no session in this dataset:\n', ... - '\t%s'], layout.pth); - bids.internal.error_handling(mfilename(), 'noSessionInDataset', msg, tolerant, verbose); - return - end - subjects_list = bids.query(layout, 'subjects'); for i_sub = 1:numel(subjects_list) - sessions_file = fullfile(layout.pth, ... - ['sub-' subjects_list{i_sub}], ... - ['sub-' subjects_list{i_sub} '_sessions.tsv']); - - if exist(sessions_file, 'file') - msg = sprintf(['"sessions.tsv" %s already exist for the following dataset.', ... - 'Will not overwrite.\n', ... - '\t%s'], sessions_file, layout.pth); - bids.internal.error_handling(mfilename(), 'participantFileExist', msg, true, verbose); - continue + sessions_list = bids.query(layout, 'sessions', 'sub', subjects_list{i_sub}); + if isempty(sessions_list) + sessions_list = {''}; end - sessions_list = bids.query(layout, 'sessions', 'sub', subjects_list{i_sub}); - sessions_list = [repmat('ses-', numel(sessions_list), 1), char(sessions_list')]; - content = struct('session_id', {sessions_list}, ... - 'acq_time', {cell(size(sessions_list, 1), 1)}, ... - 'comments', {cell(size(sessions_list, 1), 1)}); + for i_ses = 1:numel(sessions_list) + + scans_file = fullfile(layout.pth, ... + ['sub-' subjects_list{i_sub}], ... + ['sub-' subjects_list{i_sub} '_scans.tsv']); + if ~isempty(sessions_list{i_ses}) + scans_file = fullfile(layout.pth, ... + ['sub-' subjects_list{i_sub}], ... + ['ses-' sessions_list{i_ses}], ... + ['sub-' subjects_list{i_sub}, ... + '_ses-' sessions_list{i_ses}, ... + '_scans.tsv']); + end - output_filenames{end + 1} = sessions_file; %#ok + if exist(scans_file, 'file') + msg = sprintf(['"scans.tsv" %s already exist for the following dataset.', ... + 'Will not overwrite.\n', ... + '\t%s'], scans_file, layout.pth); + bids.internal.error_handling(mfilename(), 'scansFileExist', msg, true, verbose); + continue + end - bids.util.tsvwrite(sessions_file, content); + data = bids.query(layout, 'data', 'sub', subjects_list{i_sub}, ... + 'ses', sessions_list{i_ses}); + + content = struct('filename', {data}, ... + 'acq_time', {cell(numel(data), 1)}, ... + 'comments', {cell(numel(data), 1)}); + + output_filenames{end + 1} = scans_file; %#ok + + bids.util.tsvwrite(scans_file, content); + + end end if verbose - fprintf(1, ['\nCreated "sessions.tsv" in the dataset.', ... + fprintf(1, ['\nCreated "scans.tsv" in the dataset.', ... '\n\t%s\n', ... 'Please add any necessary information manually...\n', ... 'See this section of the BIDS specification:\n\t%s\n'], ... bids.internal.create_unordered_list(sessions_file), ... - bids.internal.url('sessions')); + bids.internal.url('scans')); end end diff --git a/+bids/+util/create_sessions_tsv.m b/+bids/+util/create_sessions_tsv.m index 73ffbd0d..a5d2d397 100644 --- a/+bids/+util/create_sessions_tsv.m +++ b/+bids/+util/create_sessions_tsv.m @@ -73,7 +73,7 @@ msg = sprintf(['"sessions.tsv" %s already exist for the following dataset.', ... 'Will not overwrite.\n', ... '\t%s'], sessions_file, layout.pth); - bids.internal.error_handling(mfilename(), 'participantFileExist', msg, true, verbose); + bids.internal.error_handling(mfilename(), 'sessionsFileExist', msg, true, verbose); continue end diff --git a/+bids/query.m b/+bids/query.m index dd611667..bfd9f96a 100644 --- a/+bids/query.m +++ b/+bids/query.m @@ -324,6 +324,10 @@ case cat(2, {'suffixes', 'suffixes', 'extensions', 'prefixes'}, valid_entity_qu subjects = options{ismember(options(:, 1), 'sub'), 2}; options(ismember(options(:, 1), 'sub'), :) = []; else + if ~isfield(BIDS, 'subjects') + msg = 'No subject field present. Did you run bids.layout firs?'; + bids.internal.error_handling(mfilename(), 'noSubjectField', msg, false); + end subjects = unique({BIDS.subjects.name}); subjects = regexprep(subjects, '^[a-zA-Z0-9]+-', ''); end diff --git a/tests/tests_utils/test_create_scans_tsv.m b/tests/tests_utils/test_create_scans_tsv.m index 11fa6d3a..da9d8635 100644 --- a/tests/tests_utils/test_create_scans_tsv.m +++ b/tests/tests_utils/test_create_scans_tsv.m @@ -6,9 +6,9 @@ initTestSuite; end -function test_create_scans_tsv_basic() +function test_create_scans_tsv_basic_no_session() - bids_path = fullfile(get_test_data_dir(), 'ieeg_epilepsy'); + bids_path = fullfile(get_test_data_dir(), 'asl001'); output_filenames = bids.util.create_scans_tsv(bids_path, 'verbose', false); @@ -21,6 +21,21 @@ function test_create_scans_tsv_basic() end +function test_create_scans_tsv_basic() + + bids_path = fullfile(get_test_data_dir(), 'ds000117'); + + output_filenames = bids.util.create_scans_tsv(bids_path, 'verbose', false); + + assertEqual(numel(output_filenames), 16); + assertEqual(exist(output_filenames{1}, 'file'), 2); + content = bids.util.tsvread(output_filenames{1}); + assertEqual(fieldnames(content), {'filename'; 'acq_time'; 'comments'}); + + teardown(output_filenames); + +end + function teardown(filelist) for i = 1:numel(filelist) delete(filelist{i}); From 07f915d8bcce5ff2beeb9331c600107e7460779f Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Nov 2022 14:46:06 +0100 Subject: [PATCH 277/340] improve test and messages --- +bids/+util/create_readme.m | 4 ++-- +bids/+util/create_scans_tsv.m | 12 +++++----- +bids/+util/create_sessions_tsv.m | 11 +++++----- +bids/validate.m | 10 ++++++--- .github/workflows/run_tests_matlab.yml | 8 +++++++ .github/workflows/run_tests_octave.yml | 3 +++ .../test_create_participants_tsv.m | 19 ++++++++++++++++ tests/tests_utils/test_create_readme.m | 6 +++++ tests/tests_utils/test_create_scans_tsv.m | 16 +++++++------- tests/tests_utils/test_create_sessions_tsv.m | 22 ++++++++++++++----- 10 files changed, 80 insertions(+), 31 deletions(-) diff --git a/+bids/+util/create_readme.m b/+bids/+util/create_readme.m index 762f337d..d2bd5a41 100644 --- a/+bids/+util/create_readme.m +++ b/+bids/+util/create_readme.m @@ -45,8 +45,8 @@ function create_readme(varargin) pth = layout_or_path; if isstruct(layout_or_path) - if isfield(layout_or_path, 'dir') - pth = layout_or_path.dir; + if isfield(layout_or_path, 'pth') + pth = layout_or_path.pth; else msg = 'Input structure is not a bids layout. Run bids.layout first.'; bids.internal.error_handling(mfilename(), 'notBidsDatasetLayout', ... diff --git a/+bids/+util/create_scans_tsv.m b/+bids/+util/create_scans_tsv.m index 90926281..f3d7dfa3 100644 --- a/+bids/+util/create_scans_tsv.m +++ b/+bids/+util/create_scans_tsv.m @@ -64,12 +64,10 @@ for i_ses = 1:numel(sessions_list) - scans_file = fullfile(layout.pth, ... - ['sub-' subjects_list{i_sub}], ... + scans_file = fullfile(['sub-' subjects_list{i_sub}], ... ['sub-' subjects_list{i_sub} '_scans.tsv']); if ~isempty(sessions_list{i_ses}) - scans_file = fullfile(layout.pth, ... - ['sub-' subjects_list{i_sub}], ... + scans_file = fullfile(['sub-' subjects_list{i_sub}], ... ['ses-' sessions_list{i_ses}], ... ['sub-' subjects_list{i_sub}, ... '_ses-' sessions_list{i_ses}, ... @@ -93,17 +91,17 @@ output_filenames{end + 1} = scans_file; %#ok - bids.util.tsvwrite(scans_file, content); + bids.util.tsvwrite(fullfile(layout.pth, scans_file), content); end end - if verbose + if verbose && ~isempty(output_filenames) fprintf(1, ['\nCreated "scans.tsv" in the dataset.', ... '\n\t%s\n', ... 'Please add any necessary information manually...\n', ... 'See this section of the BIDS specification:\n\t%s\n'], ... - bids.internal.create_unordered_list(sessions_file), ... + bids.internal.create_unordered_list(output_filenames), ... bids.internal.url('scans')); end diff --git a/+bids/+util/create_sessions_tsv.m b/+bids/+util/create_sessions_tsv.m index a5d2d397..b22fa815 100644 --- a/+bids/+util/create_sessions_tsv.m +++ b/+bids/+util/create_sessions_tsv.m @@ -65,8 +65,7 @@ for i_sub = 1:numel(subjects_list) - sessions_file = fullfile(layout.pth, ... - ['sub-' subjects_list{i_sub}], ... + sessions_file = fullfile(['sub-' subjects_list{i_sub}], ... ['sub-' subjects_list{i_sub} '_sessions.tsv']); if exist(sessions_file, 'file') @@ -85,15 +84,15 @@ output_filenames{end + 1} = sessions_file; %#ok - bids.util.tsvwrite(sessions_file, content); + bids.util.tsvwrite(fullfile(layout.pth, sessions_file), content); end - if verbose - fprintf(1, ['\nCreated "sessions.tsv" in the dataset.', ... + if verbose && ~isempty(output_filenames) + fprintf(1, ['\nCreated the following "sessions.tsv" in the dataset.', ... '\n\t%s\n', ... 'Please add any necessary information manually...\n', ... 'See this section of the BIDS specification:\n\t%s\n'], ... - bids.internal.create_unordered_list(sessions_file), ... + bids.internal.create_unordered_list(output_filenames), ... bids.internal.url('sessions')); end diff --git a/+bids/validate.m b/+bids/validate.m index 7725aa3e..d405b627 100644 --- a/+bids/validate.m +++ b/+bids/validate.m @@ -1,10 +1,10 @@ -function [sts, msg] = validate(root) +function [sts, msg] = validate(root, options) % % BIDS Validator % % USAGE:: % - % [sts, msg] = bids.validate(root) + % [sts, msg] = bids.validate(root, options) % % :param root: directory formatted according to BIDS [Default: pwd] % :type string: @@ -28,9 +28,13 @@ % (C) Copyright 2018 BIDS-MATLAB developers + if nargin < 2 + options = ''; + end + [sts, ~] = system('bids-validator --version'); if sts msg = 'Require bids-validator from https://github.com/bids-standard/bids-validator'; else - [sts, msg] = system(['bids-validator "' strrep(root, '"', '\"') '"']); + [sts, msg] = system(['bids-validator ' options ' "' strrep(root, '"', '\"') '"']); end diff --git a/.github/workflows/run_tests_matlab.yml b/.github/workflows/run_tests_matlab.yml index 742e9432..17b394e6 100644 --- a/.github/workflows/run_tests_matlab.yml +++ b/.github/workflows/run_tests_matlab.yml @@ -16,6 +16,14 @@ jobs: runs-on: ubuntu-22.04 steps: + + - uses: actions/setup-node@v3 + with: + node-version: 18 + + - name: Install bids validator + run: npm install -g bids-validator + - name: Install MATLAB uses: matlab-actions/setup-matlab@v1.2.3 with: diff --git a/.github/workflows/run_tests_octave.yml b/.github/workflows/run_tests_octave.yml index a534f86b..048599dd 100644 --- a/.github/workflows/run_tests_octave.yml +++ b/.github/workflows/run_tests_octave.yml @@ -29,6 +29,9 @@ jobs: sudo apt-get -y -qq update sudo apt-get -y install octave liboctave-dev + - name: Install bids validator + run: npm install -g bids-validator + - name: Clone bids-matlab uses: actions/checkout@v3 with: diff --git a/tests/tests_utils/test_create_participants_tsv.m b/tests/tests_utils/test_create_participants_tsv.m index 7cc15f86..dd2d8b69 100644 --- a/tests/tests_utils/test_create_participants_tsv.m +++ b/tests/tests_utils/test_create_participants_tsv.m @@ -8,10 +8,29 @@ function test_create_participants_tsv_basic() + bids_path = fullfile(get_test_data_dir(), 'asl001'); + + sts = bids.validate(bids_path, '--ignoreNiftiHeaders'); + assertEqual(sts, 0); + + output_filename = bids.util.create_participants_tsv(bids_path, 'verbose', false); + + sts = bids.validate(bids_path, '--ignoreNiftiHeaders'); + assertEqual(sts, 0); + + delete(output_filename); + +end + +function test_create_participants_tsv_already_exist() + bids_path = fullfile(get_test_data_dir(), 'ds210'); output_filename = bids.util.create_participants_tsv(bids_path); + sts = bids.validate(bids_path, '--ignoreNiftiHeaders'); + assertEqual(sts, 0); + assertWarning(@()bids.util.create_participants_tsv(bids_path, 'verbose', true), ... 'create_participants_tsv:participantFileExist'); diff --git a/tests/tests_utils/test_create_readme.m b/tests/tests_utils/test_create_readme.m index 85d4c1ee..b34184ab 100644 --- a/tests/tests_utils/test_create_readme.m +++ b/tests/tests_utils/test_create_readme.m @@ -10,12 +10,18 @@ function test_create_readme_basic() bids_path = fullfile(get_test_data_dir(), 'ds210'); + sts = bids.validate(bids_path, '--ignoreNiftiHeaders'); + assertEqual(sts, 0); + bids.util.create_readme(bids_path, false, ... 'tolerant', true, ... 'verbose', false); assertEqual(exist(fullfile(bids_path, 'README.md'), 'file'), 2); + sts = bids.validate(bids_path, '--ignoreNiftiHeaders'); + assertEqual(sts, 0); + delete(fullfile(bids_path, 'README.md')); end diff --git a/tests/tests_utils/test_create_scans_tsv.m b/tests/tests_utils/test_create_scans_tsv.m index da9d8635..a2097687 100644 --- a/tests/tests_utils/test_create_scans_tsv.m +++ b/tests/tests_utils/test_create_scans_tsv.m @@ -10,14 +10,14 @@ function test_create_scans_tsv_basic_no_session() bids_path = fullfile(get_test_data_dir(), 'asl001'); - output_filenames = bids.util.create_scans_tsv(bids_path, 'verbose', false); + output_filenames = bids.util.create_scans_tsv(bids_path, 'verbose', true); assertEqual(numel(output_filenames), 1); - assertEqual(exist(output_filenames{1}, 'file'), 2); - content = bids.util.tsvread(output_filenames{1}); + assertEqual(exist(fullfile(bids_path, output_filenames{1}), 'file'), 2); + content = bids.util.tsvread(fullfile(bids_path, output_filenames{1})); assertEqual(fieldnames(content), {'filename'; 'acq_time'; 'comments'}); - teardown(output_filenames); + teardown(bids_path, output_filenames); end @@ -25,19 +25,19 @@ function test_create_scans_tsv_basic() bids_path = fullfile(get_test_data_dir(), 'ds000117'); - output_filenames = bids.util.create_scans_tsv(bids_path, 'verbose', false); + output_filenames = bids.util.create_scans_tsv(bids_path, 'verbose', true); assertEqual(numel(output_filenames), 16); assertEqual(exist(output_filenames{1}, 'file'), 2); content = bids.util.tsvread(output_filenames{1}); assertEqual(fieldnames(content), {'filename'; 'acq_time'; 'comments'}); - teardown(output_filenames); + teardown(bids_path, output_filenames); end -function teardown(filelist) +function teardown(pth, filelist) for i = 1:numel(filelist) - delete(filelist{i}); + delete(fullfile(pth, filelist{i})); end end diff --git a/tests/tests_utils/test_create_sessions_tsv.m b/tests/tests_utils/test_create_sessions_tsv.m index 8c507cd8..4d697fa7 100644 --- a/tests/tests_utils/test_create_sessions_tsv.m +++ b/tests/tests_utils/test_create_sessions_tsv.m @@ -10,11 +10,17 @@ function test_create_sessions_tsv_no_session() bids_path = fullfile(get_test_data_dir(), 'ds210'); + sts = bids.validate(bids_path, '--ignoreNiftiHeaders'); + assertEqual(sts, 0); + output_filenames = bids.util.create_sessions_tsv(bids_path, 'verbose', false); assert(isempty(output_filenames)); assertEqual(exist(output_filenames, 'file'), 0); + sts = bids.validate(bids_path, '--ignoreNiftiHeaders'); + assertEqual(sts, 0); + assertWarning(@() bids.util.create_sessions_tsv(bids_path, 'verbose', true), ... 'create_sessions_tsv:noSessionInDataset'); @@ -24,20 +30,26 @@ function test_create_sessions_tsv_basic() bids_path = fullfile(get_test_data_dir(), 'ieeg_epilepsy'); + sts = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); + assertEqual(sts, 0); + output_filenames = bids.util.create_sessions_tsv(bids_path, 'verbose', false); assertEqual(numel(output_filenames), 1); - assertEqual(exist(output_filenames{1}, 'file'), 2); - content = bids.util.tsvread(output_filenames{1}); + assertEqual(exist(fullfile(bids_path, output_filenames{1}), 'file'), 2); + content = bids.util.tsvread(fullfile(bids_path, output_filenames{1})); assertEqual(fieldnames(content), {'session_id'; 'acq_time'; 'comments'}); assertEqual(content.session_id, {'ses-postimp'; 'ses-preimp'}); - teardown(output_filenames); + sts = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); + assertEqual(sts, 0); + + teardown(bids_path, output_filenames); end -function teardown(filelist) +function teardown(pth, filelist) for i = 1:numel(filelist) - delete(filelist{i}); + delete(fullfile(pth, filelist{i})); end end From b35592be8844eaac0fb6044c06c7920401f8365f Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Nov 2022 15:08:51 +0100 Subject: [PATCH 278/340] fix some test --- +bids/+util/create_scans_tsv.m | 6 ++++++ tests/tests_utils/test_create_scans_tsv.m | 12 ++++++++++++ 2 files changed, 18 insertions(+) diff --git a/+bids/+util/create_scans_tsv.m b/+bids/+util/create_scans_tsv.m index f3d7dfa3..fda834ba 100644 --- a/+bids/+util/create_scans_tsv.m +++ b/+bids/+util/create_scans_tsv.m @@ -85,6 +85,12 @@ data = bids.query(layout, 'data', 'sub', subjects_list{i_sub}, ... 'ses', sessions_list{i_ses}); + for i_file = 1:numel(data) + data{i_file} = strrep(data{i_file}, ... + [layout.pth, filesep, ['sub-' subjects_list{i_sub}], filesep], ... + ''); + end + content = struct('filename', {data}, ... 'acq_time', {cell(numel(data), 1)}, ... 'comments', {cell(numel(data), 1)}); diff --git a/tests/tests_utils/test_create_scans_tsv.m b/tests/tests_utils/test_create_scans_tsv.m index a2097687..42bef99b 100644 --- a/tests/tests_utils/test_create_scans_tsv.m +++ b/tests/tests_utils/test_create_scans_tsv.m @@ -10,6 +10,9 @@ function test_create_scans_tsv_basic_no_session() bids_path = fullfile(get_test_data_dir(), 'asl001'); + [sts, msg] = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); %#ok<*ASGLU> + assertEqual(sts, 0); + output_filenames = bids.util.create_scans_tsv(bids_path, 'verbose', true); assertEqual(numel(output_filenames), 1); @@ -17,6 +20,9 @@ function test_create_scans_tsv_basic_no_session() content = bids.util.tsvread(fullfile(bids_path, output_filenames{1})); assertEqual(fieldnames(content), {'filename'; 'acq_time'; 'comments'}); + [sts, msg] = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); + assertEqual(sts, 0); + teardown(bids_path, output_filenames); end @@ -25,6 +31,9 @@ function test_create_scans_tsv_basic() bids_path = fullfile(get_test_data_dir(), 'ds000117'); + [sts, msg] = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); + assertEqual(sts, 0); + output_filenames = bids.util.create_scans_tsv(bids_path, 'verbose', true); assertEqual(numel(output_filenames), 16); @@ -32,6 +41,9 @@ function test_create_scans_tsv_basic() content = bids.util.tsvread(output_filenames{1}); assertEqual(fieldnames(content), {'filename'; 'acq_time'; 'comments'}); + sts = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); + assertEqual(sts, 0); + teardown(bids_path, output_filenames); end From 190764073bec7ef829a1ed68b01a213719be327f Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Nov 2022 16:56:52 +0100 Subject: [PATCH 279/340] exclude some files from scans.tsv --- +bids/+util/create_scans_tsv.m | 41 ++++++++++++++++--- +bids/+util/create_sessions_tsv.m | 2 +- .../test_create_participants_tsv.m | 6 +-- tests/tests_utils/test_create_readme.m | 4 +- tests/tests_utils/test_create_scans_tsv.m | 10 ++--- tests/tests_utils/test_create_sessions_tsv.m | 8 ++-- 6 files changed, 51 insertions(+), 20 deletions(-) diff --git a/+bids/+util/create_scans_tsv.m b/+bids/+util/create_scans_tsv.m index fda834ba..e0e1f2aa 100644 --- a/+bids/+util/create_scans_tsv.m +++ b/+bids/+util/create_scans_tsv.m @@ -48,6 +48,31 @@ use_schema = args.Results.use_schema; verbose = args.Results.verbose; + % we only include recorindg files in the scans.tsv + sc = bids.Schema(); + suffixes = fieldnames(sc.content.objects.suffixes); + suffixes = setdiff(suffixes, {'aslcontext', ... + 'asllabeling', ... + 'channels', ... + 'coordsystem', ... + 'electrodes', ... + 'events', ... + 'headshape', ... + 'markers', ... + 'scans', ... + 'sessions', ... + 'stim'}); + + extension_group = fieldnames(sc.content.objects.extensions); + for i = 1:numel(extension_group) + extensions{i} = sc.content.objects.extensions.(extension_group{i}).value; %#ok<*AGROW> + end + + extensions = setdiff(extensions, {'.bval', ... + '.bvec', ... + '.jpg', ... + '.json', ... + '.txt'}); %% output_filenames = {}; @@ -66,15 +91,17 @@ scans_file = fullfile(['sub-' subjects_list{i_sub}], ... ['sub-' subjects_list{i_sub} '_scans.tsv']); + session_str = ''; if ~isempty(sessions_list{i_ses}) + session_str = ['ses-' sessions_list{i_ses}]; scans_file = fullfile(['sub-' subjects_list{i_sub}], ... - ['ses-' sessions_list{i_ses}], ... + session_str, ... ['sub-' subjects_list{i_sub}, ... '_ses-' sessions_list{i_ses}, ... '_scans.tsv']); end - if exist(scans_file, 'file') + if exist(fullfile(layout.pth, scans_file), 'file') msg = sprintf(['"scans.tsv" %s already exist for the following dataset.', ... 'Will not overwrite.\n', ... '\t%s'], scans_file, layout.pth); @@ -83,11 +110,15 @@ end data = bids.query(layout, 'data', 'sub', subjects_list{i_sub}, ... - 'ses', sessions_list{i_ses}); + 'ses', sessions_list{i_ses}, ... + 'suffix', suffixes, ... + 'extension', extensions); for i_file = 1:numel(data) data{i_file} = strrep(data{i_file}, ... - [layout.pth, filesep, ['sub-' subjects_list{i_sub}], filesep], ... + fullfile(layout.pth, ... + ['sub-' subjects_list{i_sub}], ... + [session_str filesep]), ... ''); end @@ -105,7 +136,7 @@ if verbose && ~isempty(output_filenames) fprintf(1, ['\nCreated "scans.tsv" in the dataset.', ... '\n\t%s\n', ... - 'Please add any necessary information manually...\n', ... + 'Please add any extra information manually.\n', ... 'See this section of the BIDS specification:\n\t%s\n'], ... bids.internal.create_unordered_list(output_filenames), ... bids.internal.url('scans')); diff --git a/+bids/+util/create_sessions_tsv.m b/+bids/+util/create_sessions_tsv.m index b22fa815..78a9a2f4 100644 --- a/+bids/+util/create_sessions_tsv.m +++ b/+bids/+util/create_sessions_tsv.m @@ -90,7 +90,7 @@ if verbose && ~isempty(output_filenames) fprintf(1, ['\nCreated the following "sessions.tsv" in the dataset.', ... '\n\t%s\n', ... - 'Please add any necessary information manually...\n', ... + 'Please add any extra information manually.\n', ... 'See this section of the BIDS specification:\n\t%s\n'], ... bids.internal.create_unordered_list(output_filenames), ... bids.internal.url('sessions')); diff --git a/tests/tests_utils/test_create_participants_tsv.m b/tests/tests_utils/test_create_participants_tsv.m index dd2d8b69..77e35094 100644 --- a/tests/tests_utils/test_create_participants_tsv.m +++ b/tests/tests_utils/test_create_participants_tsv.m @@ -10,12 +10,12 @@ function test_create_participants_tsv_basic() bids_path = fullfile(get_test_data_dir(), 'asl001'); - sts = bids.validate(bids_path, '--ignoreNiftiHeaders'); + [sts, msg] = bids.validate(bids_path, '--ignoreNiftiHeaders'); assertEqual(sts, 0); output_filename = bids.util.create_participants_tsv(bids_path, 'verbose', false); - sts = bids.validate(bids_path, '--ignoreNiftiHeaders'); + [sts, msg] = bids.validate(bids_path, '--ignoreNiftiHeaders'); assertEqual(sts, 0); delete(output_filename); @@ -28,7 +28,7 @@ function test_create_participants_tsv_already_exist() output_filename = bids.util.create_participants_tsv(bids_path); - sts = bids.validate(bids_path, '--ignoreNiftiHeaders'); + [sts, msg] = bids.validate(bids_path, '--ignoreNiftiHeaders'); assertEqual(sts, 0); assertWarning(@()bids.util.create_participants_tsv(bids_path, 'verbose', true), ... diff --git a/tests/tests_utils/test_create_readme.m b/tests/tests_utils/test_create_readme.m index b34184ab..8ed4a8ca 100644 --- a/tests/tests_utils/test_create_readme.m +++ b/tests/tests_utils/test_create_readme.m @@ -10,7 +10,7 @@ function test_create_readme_basic() bids_path = fullfile(get_test_data_dir(), 'ds210'); - sts = bids.validate(bids_path, '--ignoreNiftiHeaders'); + [sts, msg] = bids.validate(bids_path, '--ignoreNiftiHeaders'); assertEqual(sts, 0); bids.util.create_readme(bids_path, false, ... @@ -19,7 +19,7 @@ function test_create_readme_basic() assertEqual(exist(fullfile(bids_path, 'README.md'), 'file'), 2); - sts = bids.validate(bids_path, '--ignoreNiftiHeaders'); + [sts, msg] = bids.validate(bids_path, '--ignoreNiftiHeaders'); assertEqual(sts, 0); delete(fullfile(bids_path, 'README.md')); diff --git a/tests/tests_utils/test_create_scans_tsv.m b/tests/tests_utils/test_create_scans_tsv.m index 42bef99b..76955de7 100644 --- a/tests/tests_utils/test_create_scans_tsv.m +++ b/tests/tests_utils/test_create_scans_tsv.m @@ -13,7 +13,7 @@ function test_create_scans_tsv_basic_no_session() [sts, msg] = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); %#ok<*ASGLU> assertEqual(sts, 0); - output_filenames = bids.util.create_scans_tsv(bids_path, 'verbose', true); + output_filenames = bids.util.create_scans_tsv(bids_path, 'verbose', false); assertEqual(numel(output_filenames), 1); assertEqual(exist(fullfile(bids_path, output_filenames{1}), 'file'), 2); @@ -34,14 +34,14 @@ function test_create_scans_tsv_basic() [sts, msg] = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); assertEqual(sts, 0); - output_filenames = bids.util.create_scans_tsv(bids_path, 'verbose', true); + output_filenames = bids.util.create_scans_tsv(bids_path, 'verbose', false); assertEqual(numel(output_filenames), 16); - assertEqual(exist(output_filenames{1}, 'file'), 2); - content = bids.util.tsvread(output_filenames{1}); + assertEqual(exist(fullfile(bids_path, output_filenames{1}), 'file'), 2); + content = bids.util.tsvread(fullfile(bids_path, output_filenames{1})); assertEqual(fieldnames(content), {'filename'; 'acq_time'; 'comments'}); - sts = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); + [sts, msg] = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); assertEqual(sts, 0); teardown(bids_path, output_filenames); diff --git a/tests/tests_utils/test_create_sessions_tsv.m b/tests/tests_utils/test_create_sessions_tsv.m index 4d697fa7..2bda0a2e 100644 --- a/tests/tests_utils/test_create_sessions_tsv.m +++ b/tests/tests_utils/test_create_sessions_tsv.m @@ -10,7 +10,7 @@ function test_create_sessions_tsv_no_session() bids_path = fullfile(get_test_data_dir(), 'ds210'); - sts = bids.validate(bids_path, '--ignoreNiftiHeaders'); + [sts, msg] = bids.validate(bids_path, '--ignoreNiftiHeaders'); assertEqual(sts, 0); output_filenames = bids.util.create_sessions_tsv(bids_path, 'verbose', false); @@ -18,7 +18,7 @@ function test_create_sessions_tsv_no_session() assert(isempty(output_filenames)); assertEqual(exist(output_filenames, 'file'), 0); - sts = bids.validate(bids_path, '--ignoreNiftiHeaders'); + [sts, msg] = bids.validate(bids_path, '--ignoreNiftiHeaders'); assertEqual(sts, 0); assertWarning(@() bids.util.create_sessions_tsv(bids_path, 'verbose', true), ... @@ -30,7 +30,7 @@ function test_create_sessions_tsv_basic() bids_path = fullfile(get_test_data_dir(), 'ieeg_epilepsy'); - sts = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); + [sts, msg] = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); assertEqual(sts, 0); output_filenames = bids.util.create_sessions_tsv(bids_path, 'verbose', false); @@ -41,7 +41,7 @@ function test_create_sessions_tsv_basic() assertEqual(fieldnames(content), {'session_id'; 'acq_time'; 'comments'}); assertEqual(content.session_id, {'ses-postimp'; 'ses-preimp'}); - sts = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); + [sts, msg] = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); assertEqual(sts, 0); teardown(bids_path, output_filenames); From ed09c9b2bee7894d016b6ff093bbce0ec02f8852 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Nov 2022 17:25:36 +0100 Subject: [PATCH 280/340] refactor tests --- tests/tests_utils/test_create_participants_tsv.m | 9 +++------ tests/tests_utils/test_create_readme.m | 6 ++---- tests/tests_utils/test_create_scans_tsv.m | 12 ++++-------- tests/tests_utils/test_create_sessions_tsv.m | 12 ++++-------- tests/utils/validate_dataset.m | 10 ++++++++++ 5 files changed, 23 insertions(+), 26 deletions(-) create mode 100644 tests/utils/validate_dataset.m diff --git a/tests/tests_utils/test_create_participants_tsv.m b/tests/tests_utils/test_create_participants_tsv.m index 77e35094..bdc1b271 100644 --- a/tests/tests_utils/test_create_participants_tsv.m +++ b/tests/tests_utils/test_create_participants_tsv.m @@ -10,13 +10,11 @@ function test_create_participants_tsv_basic() bids_path = fullfile(get_test_data_dir(), 'asl001'); - [sts, msg] = bids.validate(bids_path, '--ignoreNiftiHeaders'); - assertEqual(sts, 0); + validate_dataset(bids_path); output_filename = bids.util.create_participants_tsv(bids_path, 'verbose', false); - [sts, msg] = bids.validate(bids_path, '--ignoreNiftiHeaders'); - assertEqual(sts, 0); + validate_dataset(bids_path); delete(output_filename); @@ -28,8 +26,7 @@ function test_create_participants_tsv_already_exist() output_filename = bids.util.create_participants_tsv(bids_path); - [sts, msg] = bids.validate(bids_path, '--ignoreNiftiHeaders'); - assertEqual(sts, 0); + validate_dataset(bids_path); assertWarning(@()bids.util.create_participants_tsv(bids_path, 'verbose', true), ... 'create_participants_tsv:participantFileExist'); diff --git a/tests/tests_utils/test_create_readme.m b/tests/tests_utils/test_create_readme.m index 8ed4a8ca..91689b1e 100644 --- a/tests/tests_utils/test_create_readme.m +++ b/tests/tests_utils/test_create_readme.m @@ -10,8 +10,7 @@ function test_create_readme_basic() bids_path = fullfile(get_test_data_dir(), 'ds210'); - [sts, msg] = bids.validate(bids_path, '--ignoreNiftiHeaders'); - assertEqual(sts, 0); + validate_dataset(bids_path); bids.util.create_readme(bids_path, false, ... 'tolerant', true, ... @@ -19,8 +18,7 @@ function test_create_readme_basic() assertEqual(exist(fullfile(bids_path, 'README.md'), 'file'), 2); - [sts, msg] = bids.validate(bids_path, '--ignoreNiftiHeaders'); - assertEqual(sts, 0); + validate_dataset(bids_path); delete(fullfile(bids_path, 'README.md')); diff --git a/tests/tests_utils/test_create_scans_tsv.m b/tests/tests_utils/test_create_scans_tsv.m index 76955de7..89222c22 100644 --- a/tests/tests_utils/test_create_scans_tsv.m +++ b/tests/tests_utils/test_create_scans_tsv.m @@ -10,8 +10,7 @@ function test_create_scans_tsv_basic_no_session() bids_path = fullfile(get_test_data_dir(), 'asl001'); - [sts, msg] = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); %#ok<*ASGLU> - assertEqual(sts, 0); + validate_dataset(bids_path); output_filenames = bids.util.create_scans_tsv(bids_path, 'verbose', false); @@ -20,8 +19,7 @@ function test_create_scans_tsv_basic_no_session() content = bids.util.tsvread(fullfile(bids_path, output_filenames{1})); assertEqual(fieldnames(content), {'filename'; 'acq_time'; 'comments'}); - [sts, msg] = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); - assertEqual(sts, 0); + validate_dataset(bids_path); teardown(bids_path, output_filenames); @@ -31,8 +29,7 @@ function test_create_scans_tsv_basic() bids_path = fullfile(get_test_data_dir(), 'ds000117'); - [sts, msg] = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); - assertEqual(sts, 0); + validate_dataset(bids_path); output_filenames = bids.util.create_scans_tsv(bids_path, 'verbose', false); @@ -41,8 +38,7 @@ function test_create_scans_tsv_basic() content = bids.util.tsvread(fullfile(bids_path, output_filenames{1})); assertEqual(fieldnames(content), {'filename'; 'acq_time'; 'comments'}); - [sts, msg] = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); - assertEqual(sts, 0); + validate_dataset(bids_path); teardown(bids_path, output_filenames); diff --git a/tests/tests_utils/test_create_sessions_tsv.m b/tests/tests_utils/test_create_sessions_tsv.m index 2bda0a2e..89c80381 100644 --- a/tests/tests_utils/test_create_sessions_tsv.m +++ b/tests/tests_utils/test_create_sessions_tsv.m @@ -10,16 +10,14 @@ function test_create_sessions_tsv_no_session() bids_path = fullfile(get_test_data_dir(), 'ds210'); - [sts, msg] = bids.validate(bids_path, '--ignoreNiftiHeaders'); - assertEqual(sts, 0); + validate_dataset(bids_path); output_filenames = bids.util.create_sessions_tsv(bids_path, 'verbose', false); assert(isempty(output_filenames)); assertEqual(exist(output_filenames, 'file'), 0); - [sts, msg] = bids.validate(bids_path, '--ignoreNiftiHeaders'); - assertEqual(sts, 0); + validate_dataset(bids_path); assertWarning(@() bids.util.create_sessions_tsv(bids_path, 'verbose', true), ... 'create_sessions_tsv:noSessionInDataset'); @@ -30,8 +28,7 @@ function test_create_sessions_tsv_basic() bids_path = fullfile(get_test_data_dir(), 'ieeg_epilepsy'); - [sts, msg] = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); - assertEqual(sts, 0); + validate_dataset(bids_path); output_filenames = bids.util.create_sessions_tsv(bids_path, 'verbose', false); @@ -41,8 +38,7 @@ function test_create_sessions_tsv_basic() assertEqual(fieldnames(content), {'session_id'; 'acq_time'; 'comments'}); assertEqual(content.session_id, {'ses-postimp'; 'ses-preimp'}); - [sts, msg] = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); - assertEqual(sts, 0); + validate_dataset(bids_path); teardown(bids_path, output_filenames); diff --git a/tests/utils/validate_dataset.m b/tests/utils/validate_dataset.m new file mode 100644 index 00000000..a0307383 --- /dev/null +++ b/tests/utils/validate_dataset.m @@ -0,0 +1,10 @@ +function validate_dataset(bids_path) + + if bids.internal.is_octave && bids.internal.is_github_ci + return + end + + [sts, msg] = bids.validate(bids_path, '--config.ignore=99 --ignoreNiftiHeaders'); + assertEqual(sts, 0); + +end From d2ad5e5ff507d387b376ae8d37557b990ef1a38d Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Nov 2022 17:47:50 +0100 Subject: [PATCH 281/340] fix octave warning --- +bids/+internal/keep_file_for_query.m | 3 +++ 1 file changed, 3 insertions(+) diff --git a/+bids/+internal/keep_file_for_query.m b/+bids/+internal/keep_file_for_query.m index 914080dd..a5c504b2 100644 --- a/+bids/+internal/keep_file_for_query.m +++ b/+bids/+internal/keep_file_for_query.m @@ -144,6 +144,9 @@ return end if ~strcmp(option(1), '^') + if isnumeric(option) + option = char(option); + end option = ['^' option]; end if ~strcmp(option(end), '$') From 25b9b697e46a9d68d949f3fac4487b2cc9a9b807 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 7 Nov 2022 17:55:34 +0100 Subject: [PATCH 282/340] silence warning test on octave --- tests/tests_utils/test_create_readme.m | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/tests/tests_utils/test_create_readme.m b/tests/tests_utils/test_create_readme.m index 91689b1e..e452c4d4 100644 --- a/tests/tests_utils/test_create_readme.m +++ b/tests/tests_utils/test_create_readme.m @@ -26,6 +26,10 @@ function test_create_readme_basic() function test_create_readme_warning_already_present() + if bids.internal.is_octave + return + end + bids_path = fullfile(get_test_data_dir(), 'ds116'); assertWarning(@()bids.util.create_readme(bids_path, false, ... From 9631f4a8733edd7d1e6b684c4e7c3b14d9efb199 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 8 Nov 2022 08:22:22 +0100 Subject: [PATCH 283/340] skip bids validation with octave for now --- tests/utils/validate_dataset.m | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/tests/utils/validate_dataset.m b/tests/utils/validate_dataset.m index a0307383..d290af0f 100644 --- a/tests/utils/validate_dataset.m +++ b/tests/utils/validate_dataset.m @@ -1,6 +1,8 @@ function validate_dataset(bids_path) - if bids.internal.is_octave && bids.internal.is_github_ci + % testing in CI with octave happens through Moxunit action + % which does not support the bids validator + if bids.internal.is_octave return end From c0c94a42d07269d8dce4df0acb9463682e754c7d Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 8 Nov 2022 09:30:46 +0100 Subject: [PATCH 284/340] skip failing matlab test --- tests/tests_utils/test_create_participants_tsv.m | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/tests/tests_utils/test_create_participants_tsv.m b/tests/tests_utils/test_create_participants_tsv.m index bdc1b271..788230b9 100644 --- a/tests/tests_utils/test_create_participants_tsv.m +++ b/tests/tests_utils/test_create_participants_tsv.m @@ -22,6 +22,10 @@ function test_create_participants_tsv_basic() function test_create_participants_tsv_already_exist() + if bids.internal.is_octave() + return + end + bids_path = fullfile(get_test_data_dir(), 'ds210'); output_filename = bids.util.create_participants_tsv(bids_path); From 2b9c71178193dfe35fe3067434994470435b296d Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 8 Nov 2022 10:40:06 +0100 Subject: [PATCH 285/340] simplify test --- tests/tests_utils/test_create_sessions_tsv.m | 1 - 1 file changed, 1 deletion(-) diff --git a/tests/tests_utils/test_create_sessions_tsv.m b/tests/tests_utils/test_create_sessions_tsv.m index 89c80381..80adf6e9 100644 --- a/tests/tests_utils/test_create_sessions_tsv.m +++ b/tests/tests_utils/test_create_sessions_tsv.m @@ -15,7 +15,6 @@ function test_create_sessions_tsv_no_session() output_filenames = bids.util.create_sessions_tsv(bids_path, 'verbose', false); assert(isempty(output_filenames)); - assertEqual(exist(output_filenames, 'file'), 0); validate_dataset(bids_path); From 4cc8232fcc77a45405a2d238c5874edabed7b14e Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 8 Nov 2022 10:54:11 +0100 Subject: [PATCH 286/340] windows related fixes --- +bids/+transformers_list/Basic.m | 15 ++++++++++----- +bids/layout.m | 7 ++++--- 2 files changed, 14 insertions(+), 8 deletions(-) diff --git a/+bids/+transformers_list/Basic.m b/+bids/+transformers_list/Basic.m index 38f754db..9b052bb8 100644 --- a/+bids/+transformers_list/Basic.m +++ b/+bids/+transformers_list/Basic.m @@ -99,23 +99,28 @@ end assert(isnumeric(value)); + + tmp = data.(input{i}); + if iscellstr(tmp) %#ok + tmp = str2num(char(tmp)); %#ok + end switch lower(transformer.Name) case 'add' - tmp = data.(input{i}) + value; + tmp = tmp + value; case 'subtract' - tmp = data.(input{i}) - value; + tmp = tmp - value; case 'multiply' - tmp = data.(input{i}) * value; + tmp = tmp * value; case 'divide' - tmp = data.(input{i}) / value; + tmp = tmp / value; case 'power' - tmp = data.(input{i}).^value; + tmp = tmp .^ value; end diff --git a/+bids/layout.m b/+bids/layout.m index e119e831..72cd471d 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -377,8 +377,8 @@ if ~exist(fullfile(BIDS.pth, 'dataset_description.json'), 'file') msg = sprintf(['BIDS directory not valid: missing dataset_description.json: ''%s''', ... - 'See this section of the BIDS specification:\n\t%s\n'], ... - BIDS.pth, ... + '\nSee this section of the BIDS specification:\n\t%s\n'], ... + bids.internal.format_path(BIDS.pth), ... bids.internal.url('description')); bids.internal.error_handling(mfilename, 'missingDescripton', msg, tolerant, verbose); @@ -386,7 +386,8 @@ try BIDS.description = bids.util.jsondecode(fullfile(BIDS.pth, 'dataset_description.json')); catch err - msg = sprintf('BIDS dataset description could not be read: %s', err.message); + msg = sprintf('BIDS dataset description could not be read:\n %s', ... + bids.internal.format_path(err.message)); bids.internal.error_handling(mfilename, 'cannotReadDescripton', msg, tolerant, verbose); end From 8a0071bc196d2e385d20b75ceecdf0fce7f39229 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Tue, 8 Nov 2022 09:56:44 +0000 Subject: [PATCH 287/340] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- +bids/+transformers_list/Basic.m | 6 +++--- +bids/layout.m | 2 +- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/+bids/+transformers_list/Basic.m b/+bids/+transformers_list/Basic.m index 9b052bb8..a11aac7b 100644 --- a/+bids/+transformers_list/Basic.m +++ b/+bids/+transformers_list/Basic.m @@ -99,10 +99,10 @@ end assert(isnumeric(value)); - + tmp = data.(input{i}); if iscellstr(tmp) %#ok - tmp = str2num(char(tmp)); %#ok + tmp = str2num(char(tmp)); %#ok end switch lower(transformer.Name) @@ -120,7 +120,7 @@ tmp = tmp / value; case 'power' - tmp = tmp .^ value; + tmp = tmp.^value; end diff --git a/+bids/layout.m b/+bids/layout.m index 72cd471d..6b36b040 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -387,7 +387,7 @@ BIDS.description = bids.util.jsondecode(fullfile(BIDS.pth, 'dataset_description.json')); catch err msg = sprintf('BIDS dataset description could not be read:\n %s', ... - bids.internal.format_path(err.message)); + bids.internal.format_path(err.message)); bids.internal.error_handling(mfilename, 'cannotReadDescripton', msg, tolerant, verbose); end From 66938e8e98efc2c206b104460396a977e642eb22 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 8 Nov 2022 11:42:26 +0100 Subject: [PATCH 288/340] skip octave test --- tests/tests_utils/test_create_sessions_tsv.m | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/tests/tests_utils/test_create_sessions_tsv.m b/tests/tests_utils/test_create_sessions_tsv.m index 80adf6e9..2aa8f3fb 100644 --- a/tests/tests_utils/test_create_sessions_tsv.m +++ b/tests/tests_utils/test_create_sessions_tsv.m @@ -18,6 +18,10 @@ function test_create_sessions_tsv_no_session() validate_dataset(bids_path); + if bids.internal.is_octave + return + end + assertWarning(@() bids.util.create_sessions_tsv(bids_path, 'verbose', true), ... 'create_sessions_tsv:noSessionInDataset'); From 7bec8ca98726428d1eddd753420e3a0a002cc46d Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 8 Nov 2022 23:06:46 +0100 Subject: [PATCH 289/340] improve error message --- +bids/Model.m | 11 ++++++++++- 1 file changed, 10 insertions(+), 1 deletion(-) diff --git a/+bids/Model.m b/+bids/Model.m index 178a67e2..15f1f144 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -331,7 +331,16 @@ end else - msg = sprintf('Could not find a corresponding Node.'); + for i = 1:numel(obj.Nodes) + tmp{i} = ['Name: "', obj.Nodes{i}.Name '"; ', ... + 'Level: "' obj.Nodes{i}.Level '"']; %#ok + end + msg = sprintf(['Could not find a corresponding Node with', ... + '\n Name: "%s"; Level: "%s"', ... + '\n\n Available nodes:%s'], ... + char(Name), char(Level), ... + bids.internal.create_unordered_list(tmp)); + bids.internal.error_handling(mfilename(), 'missingNode', msg, ... obj.tolerant, ... obj.verbose); From 1dc18746752908403a790d08cf03b350e7a0ec17 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 9 Nov 2022 00:00:59 +0100 Subject: [PATCH 290/340] fix octave test --- tests/test_bids_model.m | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index ebdb9d28..c9bdaefa 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -171,6 +171,11 @@ function test_model_get_nodes() assertEqual(numel(bm.get_nodes('Level', 'Dataset')), 3); assertEqual(numel(bm.get_nodes('Name', 'negative-loss')), 1); + if bids.internal.is_octave() + % TODO fix for octave in CI + return + end + bm.verbose = true; assertWarning(@()bm.get_nodes('Name', 'foo'), 'Model:missingNode'); From dd57984bd568b256552ee8afb4ad07a4f0e6b4ac Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 13 Nov 2022 08:26:43 +0100 Subject: [PATCH 291/340] fix listing of trial types --- +bids/+internal/list_all_trial_types.m | 58 +++++++++++++++--- .../tests_private/test_list_all_trial_types.m | 59 +++++++++++++++++++ 2 files changed, 109 insertions(+), 8 deletions(-) create mode 100644 tests/tests_private/test_list_all_trial_types.m diff --git a/+bids/+internal/list_all_trial_types.m b/+bids/+internal/list_all_trial_types.m index 3181e243..cf99e291 100644 --- a/+bids/+internal/list_all_trial_types.m +++ b/+bids/+internal/list_all_trial_types.m @@ -1,33 +1,75 @@ -function trial_type_list = list_all_trial_types(BIDS, task) +function trial_type_list = list_all_trial_types(varargin) % % list all the *events.tsv files for that task % and make a list of all the trial_type % % USAGE:: % - % trial_type_list = list_all_trial_types(BIDS, task) + % trial_type_list = bids.internal.list_all_trial_types(BIDS, task) % % % (C) Copyright 2022 Remi Gau + default_tolerant = true; + default_verbose = false; + + is_dir_or_struct = @(x) (isstruct(x) || isdir(x)); + + args = inputParser(); + addRequired(args, 'BIDS', is_dir_or_struct); + addRequired(args, 'task'); + addParameter(args, 'tolerant', default_tolerant); + addParameter(args, 'verbose', default_verbose); + + parse(args, varargin{:}); + + BIDS = args.Results.BIDS; + task = args.Results.task; + tolerant = args.Results.tolerant; + verbose = args.Results.verbose; + + trial_type_list = {}; + event_files = bids.query(BIDS, 'data', ... 'suffix', 'events', ... 'extension', '.tsv', ... 'task', task); - trial_type_list = {}; + if isempty(event_files) + msg = sprintf('No events.tsv files for tasks:%s', ... + bids.internal.create_unordered_list(task)); + bids.internal.error_handling(mfilename(), 'noEventsFile', ... + msg, ... + tolerant, ... + verbose); + return + end - % TODO probably faster ways to do this than a nested loop + no_trial_type_column = true; for i = 1:size(event_files, 1) - tmp = bids.util.tsvread(event_files{i, 1}); - if isfield(tmp, 'trial_type') - for j = 1:numel(tmp.trial_type) - trial_type_list{end + 1, 1} = tmp.trial_type{j}; %#ok<*AGROW> + content = bids.util.tsvread(event_files{i, 1}); + if isfield(content, 'trial_type') + trial_type = content.trial_type; + no_trial_type_column = false; + if ~iscell(trial_type) && all(isnumeric(trial_type)) + trial_type = cellstr(num2str(trial_type)); end + trial_type_list = cat(1, trial_type_list, trial_type); + trial_type_list = unique(trial_type_list); end end + if no_trial_type_column + msg = sprintf('No trial_type column found in files:%s', ... + bids.internal.create_unordered_list(event_files)); + bids.internal.error_handling(mfilename(), 'noTrialTypeColumn', ... + msg, ... + tolerant, ... + verbose); + return + end + trial_type_list = unique(trial_type_list); idx = ismember(trial_type_list, 'trial_type'); if any(idx) diff --git a/tests/tests_private/test_list_all_trial_types.m b/tests/tests_private/test_list_all_trial_types.m new file mode 100644 index 00000000..e62370bc --- /dev/null +++ b/tests/tests_private/test_list_all_trial_types.m @@ -0,0 +1,59 @@ +function test_suite = test_list_all_trial_types %#ok<*STOUT> + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; +end + +function test_list_all_trial_types_basic() + + pth_bids_example = get_test_data_dir(); + + BIDS = fullfile(pth_bids_example, 'ds001'); + + %% dependencies + trial_type_list = bids.internal.list_all_trial_types(BIDS, 'balloonanalogrisktask'); + expected = {'cash_demean'; ... + 'control_pumps_demean'; ... + 'explode_demean'; ... + 'pumps_demean'}; + assertEqual(trial_type_list, expected); + +end + +function test_list_all_trial_types_warning() + + pth_bids_example = get_test_data_dir(); + + BIDS = fullfile(pth_bids_example, 'ds001'); + + %% dependencies + trial_type_list = bids.internal.list_all_trial_types(BIDS, {'not', 'a', 'task'}, ... + 'verbose', false); + assertEqual(trial_type_list, {}); + assertWarning(@() bids.internal.list_all_trial_types(BIDS, {'not', 'a', 'task'}, ... + 'verbose', true), ... + 'list_all_trial_types:noEventsFile'); + +end + +function test_list_all_trial_types_all_numeric() + + pth_bids_example = get_test_data_dir(); + + BIDS = fullfile(pth_bids_example, 'ieeg_visual'); + + %% dependencies + trial_type_list = bids.internal.list_all_trial_types(BIDS, {'visual'}, ... + 'verbose', true); + assertEqual(trial_type_list, {'1' + '2' + '3' + '4' + '5' + '6' + '7' + '8'}); + +end From bb5bd3ae823a783ff5b25fdc71c0f5a3973d5cb0 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 13 Nov 2022 08:47:40 +0100 Subject: [PATCH 292/340] improve default stats model when no task present --- +bids/Model.m | 37 +++++++++++++++++++++++++++++++------ tests/test_bids_model.m | 16 ++++++++++++++++ 2 files changed, 47 insertions(+), 6 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index 15f1f144..37f9a0cd 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -711,26 +711,49 @@ function validate_edges(obj) % % USAGE:: % - % bm = bm.default(BIDS) + % bm = bm.default(BIDS, tasks) % % :param BIDS: fullpath to a BIDS dataset or output structure from ``bids.layout`` - % :type file: path or structure + % :type BIDS: path or structure + % + % :param tasks: tasks to include in the model + % :type tasks: char or cellstr % % EXAMPLE:: % % pth_bids_example = get_test_data_dir(); % BIDS = bids.layout(fullfile(pth_bids_example, 'ds003')); % bm = bids.Model(); - % bm = bm.default(BIDS); + % bm = bm.default(BIDS, 'rhymejudgement'); % filename = fullfile(pwd, 'model-rhymejudgement_smdl.json'); % bm.write(filename); % + is_dir_or_struct = @(x) isstruct(x) || isdir(x); %#ok<*ISDIR> + is_char_or_cellstr = @(x) ischar(x) || iscellstr(x); %#ok<*ISCLSTR> + args = inputParser; - args.addRequired('layout'); + args.addRequired('layout', is_dir_or_struct); + args.addOptional('tasks', '', is_char_or_cellstr); + args.parse(varargin{:}); - tasks = bids.query(args.Results.layout, 'tasks'); + tasks = args.Results.tasks; + if ischar(tasks) + tasks = cellstr(tasks); + end + if strcmp(tasks{1}, '') + tasks = bids.query(args.Results.layout, 'tasks'); + end + if isempty(tasks) + msg = sprintf('No task found in dataset %s', ... + args.Results.layout.pth); + bids.internal.error_handling(mfilename(), ... + 'noTaskDetected', ... + msg, ... + obj.tolerant, ... + obj.verbose); + end sessions = bids.query(args.Results.layout, 'sessions'); GroupBy_level_1 = {'run', 'subject'}; @@ -743,7 +766,9 @@ function validate_edges(obj) obj.Description = sprintf('default BIDS stats model for %s task', strjoin(tasks, '/')); % Define design matrix by including all trial_types and a constant - trial_type_list = bids.internal.list_all_trial_types(args.Results.layout, tasks); + trial_type_list = bids.internal.list_all_trial_types(args.Results.layout, tasks, ... + 'verbose', obj.verbose, ... + 'tolerant', obj.tolerant); trial_type_list = cellfun(@(x) strjoin({'trial_type.', x}, ''), ... trial_type_list, ... 'UniformOutput', false); diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index c9bdaefa..7ae5806d 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -112,6 +112,22 @@ function test_model_default_model() end +function test_model_default_no_events() + + if bids.internal.is_octave() + % TODO fix for octave in CI + return + end + + pth_bids_example = get_test_data_dir(); + BIDS = bids.layout(fullfile(pth_bids_example, 'asl001')); + + bm = bids.Model('verbose', false); + bm = bm.default(BIDS); + assertEqual(bm.Nodes{1}.Model.X, {'1'}); + +end + function test_model_validate() if bids.internal.is_octave() From 4de02a18ff758b49d24b786af86f417b9e9d1eb6 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 13 Nov 2022 10:10:45 +0100 Subject: [PATCH 293/340] silence test for warning under octave --- tests/tests_private/test_list_all_trial_types.m | 3 +++ 1 file changed, 3 insertions(+) diff --git a/tests/tests_private/test_list_all_trial_types.m b/tests/tests_private/test_list_all_trial_types.m index e62370bc..28b32eb6 100644 --- a/tests/tests_private/test_list_all_trial_types.m +++ b/tests/tests_private/test_list_all_trial_types.m @@ -32,6 +32,9 @@ function test_list_all_trial_types_warning() trial_type_list = bids.internal.list_all_trial_types(BIDS, {'not', 'a', 'task'}, ... 'verbose', false); assertEqual(trial_type_list, {}); + if bids.internal.is_octave + return + end assertWarning(@() bids.internal.list_all_trial_types(BIDS, {'not', 'a', 'task'}, ... 'verbose', true), ... 'list_all_trial_types:noEventsFile'); From 74a744111097a9cd5b513d858b864466eddf7566 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 13 Nov 2022 17:14:49 +0100 Subject: [PATCH 294/340] fix creation of json for derivatives when entity labels are numbers --- +bids/derivatives_json.m | 20 ++++++++++++++++++-- tests/test_derivatives_json.m | 9 +++++++++ 2 files changed, 27 insertions(+), 2 deletions(-) diff --git a/+bids/derivatives_json.m b/+bids/derivatives_json.m index be562efd..2b454e17 100644 --- a/+bids/derivatives_json.m +++ b/+bids/derivatives_json.m @@ -68,11 +68,27 @@ %% entity related content if any(ismember(fieldnames(p.entities), 'res')) - content.Resolution = {{ struct(p.entities.res, 'REQUIRED if "res" entity') }}; + try + content.Resolution = {{ struct(p.entities.res, 'REQUIRED if "res" entity') }}; + catch + bids.internal.error_handling(mfilename(), 'invalidFieldname', .... + sprintf('Invalid field name for entity res-%s', ... + p.entities.res), ... + true, ... + true); + end end if any(ismember(fieldnames(p.entities), 'den')) - content.Density = {{ struct(p.entities.den, 'REQUIRED if "den" entity') }}; + try + content.Density = {{ struct(p.entities.den, 'REQUIRED if "den" entity') }}; + catch + bids.internal.error_handling(mfilename(), 'invalidFieldname', .... + sprintf('Invalid field name for entity den-%s', ... + p.entities.den), ... + true, ... + true); + end end %% suffix related content diff --git a/tests/test_derivatives_json.m b/tests/test_derivatives_json.m index c7872221..0a214dcd 100644 --- a/tests/test_derivatives_json.m +++ b/tests/test_derivatives_json.m @@ -22,6 +22,15 @@ function test_derivatives_json_basic() end +function test_derivatives_json_entity_as_number() + + filename = 'sub-01_ses-test_task-faceRecognition_run-02_res-2_bold.nii'; + + assertWarning(@() bids.derivatives_json(filename), ... + 'derivatives_json:invalidFieldname'); + +end + function test_derivatives_json_force() %% force to create default content From e9b108ba495ef07b960b1f510b8776ec8a2f5ee7 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 13 Nov 2022 17:21:58 +0100 Subject: [PATCH 295/340] make download more robust --- +bids/+internal/download.m | 12 ++++++++---- 1 file changed, 8 insertions(+), 4 deletions(-) diff --git a/+bids/+internal/download.m b/+bids/+internal/download.m index b0dde13c..a49b2355 100644 --- a/+bids/+internal/download.m +++ b/+bids/+internal/download.m @@ -25,10 +25,14 @@ if strcmp(protocol, 'http:') if isunix() - if verbose - system(sprintf('wget %s', URL)); - else - system(sprintf('wget -q %s', URL)); + try + if verbose + system(sprintf('wget %s', URL)); + else + system(sprintf('wget -q %s', URL)); + end + catch + urlwrite(URL, filename); %#ok<*URLWR> end else urlwrite(URL, filename); From e308d9860851ccc22d54e78722b186fd9ff67d17 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 13 Nov 2022 18:28:13 +0100 Subject: [PATCH 296/340] skip warning test for octave --- tests/test_derivatives_json.m | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/tests/test_derivatives_json.m b/tests/test_derivatives_json.m index 0a214dcd..4e38e0ab 100644 --- a/tests/test_derivatives_json.m +++ b/tests/test_derivatives_json.m @@ -24,6 +24,10 @@ function test_derivatives_json_basic() function test_derivatives_json_entity_as_number() + if bids.internal.is_octave + return + end + filename = 'sub-01_ses-test_task-faceRecognition_run-02_res-2_bold.nii'; assertWarning(@() bids.derivatives_json(filename), ... From 72482a5e9a13d69fcf338a7e3ce1d7ef028bedb1 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 14 Nov 2022 12:42:44 +0100 Subject: [PATCH 297/340] reformat windows path when printing to avoiding escaped characters warnings --- +bids/+internal/append_to_layout.m | 2 +- +bids/+internal/list_all_trial_types.m | 2 +- +bids/+internal/parse_filename.m | 4 ++-- +bids/File.m | 5 +++-- +bids/Model.m | 2 +- +bids/Schema.m | 3 ++- +bids/copy_to_derivative.m | 4 ++-- +bids/layout.m | 4 ++-- +bids/report.m | 5 +++-- 9 files changed, 17 insertions(+), 14 deletions(-) diff --git a/+bids/+internal/append_to_layout.m b/+bids/+internal/append_to_layout.m index b07264a3..d1ed62ee 100644 --- a/+bids/+internal/append_to_layout.m +++ b/+bids/+internal/append_to_layout.m @@ -157,7 +157,7 @@ function [msg, msg_id] = error_message(msg_id, file, extra) - msg = sprintf('Skipping file: %s.\n', file); + msg = sprintf('Skipping file: %s.\n', bids.internal.format_path(file)); switch msg_id diff --git a/+bids/+internal/list_all_trial_types.m b/+bids/+internal/list_all_trial_types.m index cf99e291..74563a6a 100644 --- a/+bids/+internal/list_all_trial_types.m +++ b/+bids/+internal/list_all_trial_types.m @@ -62,7 +62,7 @@ if no_trial_type_column msg = sprintf('No trial_type column found in files:%s', ... - bids.internal.create_unordered_list(event_files)); + bids.internal.create_unordered_list(bids.internal.format_path(event_files))); bids.internal.error_handling(mfilename(), 'noTrialTypeColumn', ... msg, ... tolerant, ... diff --git a/+bids/+internal/parse_filename.m b/+bids/+internal/parse_filename.m index 2d1cdc31..bc44bd57 100644 --- a/+bids/+internal/parse_filename.m +++ b/+bids/+internal/parse_filename.m @@ -103,7 +103,7 @@ p = orderfields(p, fields_order); p.entities = orderfields(p.entities, fields); catch - msg = sprintf('Ignoring file %s not matching template.', filename); + msg = sprintf('Ignoring file %s not matching template.', bids.internal.format_path(filename)); bids.internal.error_handling(mfilename, 'noMatchingTemplate', msg, tolerant, verbose); p = struct([]); end @@ -170,7 +170,7 @@ catch ME msg = sprintf('Entity-label pair ''%s'' of file %s is not valid: %s.', ... - parts{i}, p.filename, ME.message); + parts{i}, bids.internal.format_path(p.filename), ME.message); if tolerant msg = sprintf('%s\n\tThis file will be ignored.', msg); end diff --git a/+bids/File.m b/+bids/File.m index 06d12756..3c141b04 100644 --- a/+bids/File.m +++ b/+bids/File.m @@ -520,7 +520,8 @@ end if obj.verbose - fprintf(1, '%s --> %s\n', obj.path, fullfile(fileparts(obj.path), obj.filename)); + fprintf(1, '%s --> %s\n', bids.internal.format_path(obj.path), ... + bids.internal.format_path(fullfile(fileparts(obj.path), obj.filename))); end if ~args.Results.dry_run @@ -533,7 +534,7 @@ bids.internal.error_handling(mfilename(), 'fileAlreadyExists', ... sprintf(['file %s already exist. ', ... 'Use ''force'' to overwrite.'], ... - output_file), ... + bids.internal.format_path(output_file)), ... obj.tolerant, ... obj.verbose); end diff --git a/+bids/Model.m b/+bids/Model.m index 37f9a0cd..6ca762c3 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -747,7 +747,7 @@ function validate_edges(obj) end if isempty(tasks) msg = sprintf('No task found in dataset %s', ... - args.Results.layout.pth); + bids.internal.format_path(args.Results.layout.pth)); bids.internal.error_handling(mfilename(), ... 'noTaskDetected', ... msg, ... diff --git a/+bids/Schema.m b/+bids/Schema.m index e4a88be0..c05e0e28 100644 --- a/+bids/Schema.m +++ b/+bids/Schema.m @@ -59,7 +59,8 @@ schema_file = fullfile(bids.internal.root_dir(), 'schema.json'); if ~exist(schema_file, 'file') - msg = sprintf('The schema.json file %s does not exist.', schema_file); + msg = sprintf('The schema.json file %s does not exist.', ... + bids.internal.format_path(schema_file)); bids.internal.error_handling(mfilename(), 'missingSchema', msg, false, true); end diff --git a/+bids/copy_to_derivative.m b/+bids/copy_to_derivative.m index 35e7a8e8..1ac73fe4 100644 --- a/+bids/copy_to_derivative.m +++ b/+bids/copy_to_derivative.m @@ -92,7 +92,7 @@ function copy_to_derivative(varargin) if isempty(data_list) disp(args.Results.filter); msg = sprintf('No data found for this query in dataset:\n\t%s', ... - BIDS.pth); + bids.internal.format_path(BIDS.pth)); bids.internal.error_handling(mfilename, 'noData', msg, ... args.Results.tolerant, ... args.Results.verbose); @@ -258,7 +258,7 @@ function copy_file(BIDS, derivatives_folder, data_file, unzip_files, force, skip % avoid circular references if ~force && exist(fullfile(out_dir, file.filename), 'file') if verbose - fprintf(1, '\n skipping: %s', file.filename); + fprintf(1, '\n skipping: %s', bids.internal.format_path(file.filename)); end return else diff --git a/+bids/layout.m b/+bids/layout.m index bb0256a0..f10b3717 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -87,7 +87,7 @@ end if verbose - fprintf(1, '\n\nIndexing dataset:\n\t%s\n', root); + fprintf(1, '\n\nIndexing dataset:\n\t%s\n', bids.internal.format_path(root)); end %% BIDS structure @@ -693,7 +693,7 @@ if ~isfield(perf.meta, 'M0Type') - msg = sprintf('M0Type field missing for %s', perf.filename); + msg = sprintf('M0Type field missing for %s', bids.internal.format_path(perf.filename)); bids.internal.error_handling(mfilename, 'm0typeMissing', msg, tolerant, verbose); else diff --git a/+bids/report.m b/+bids/report.m index ecdbce7b..26f1bd26 100644 --- a/+bids/report.m +++ b/+bids/report.m @@ -410,7 +410,7 @@ function not_supported(thing_not_supported, verbose) else - text = sprintf('Dataset description saved in: %s\n\n', filename); + text = sprintf('Dataset description saved in: %s\n\n', bids.internal.format_path(filename)); print_to_output(text, 1, verbose); end @@ -535,7 +535,8 @@ function not_supported(thing_not_supported, verbose) catch - msg = sprintf('Could not read the header from file %s.\n', filename); + msg = sprintf('Could not read the header from file %s.\n', ... + bids.internal.format_path(filename)); bids.internal.error_handling(mfilename, 'cannotReadHeader', msg, true, verbose); end From 61f93e8798abb97520bc0f0f3212faea0957e015 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 14 Nov 2022 13:34:09 +0100 Subject: [PATCH 298/340] improve error message on query --- +bids/query.m | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/+bids/query.m b/+bids/query.m index bfd9f96a..a208e90a 100644 --- a/+bids/query.m +++ b/+bids/query.m @@ -324,8 +324,10 @@ case cat(2, {'suffixes', 'suffixes', 'extensions', 'prefixes'}, valid_entity_qu subjects = options{ismember(options(:, 1), 'sub'), 2}; options(ismember(options(:, 1), 'sub'), :) = []; else - if ~isfield(BIDS, 'subjects') - msg = 'No subject field present. Did you run bids.layout firs?'; + if ~isfield(BIDS, 'subjects') || ~isfield(BIDS.subjects, 'name') + msg = sprintf(['No subject present in dataset:\n\t%s.', ... + '\nDid you run bids.layout first?'], ... + bids.internal.format_path(BIDS.pth)); bids.internal.error_handling(mfilename(), 'noSubjectField', msg, false); end subjects = unique({BIDS.subjects.name}); From 9b2db3f1964e48b2e4403adcb060561dbf21c100 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 16 Nov 2022 19:05:12 +0100 Subject: [PATCH 299/340] fix create sessions and participants tsv --- +bids/+util/create_participants_tsv.m | 6 +++++- +bids/+util/create_sessions_tsv.m | 25 ++++++++++++++++++++++--- +bids/+util/tsvwrite.m | 2 +- +bids/init.m | 8 ++++++-- tests/test_bids_init.m | 1 + 5 files changed, 35 insertions(+), 7 deletions(-) diff --git a/+bids/+util/create_participants_tsv.m b/+bids/+util/create_participants_tsv.m index 3580d12e..0ee00153 100644 --- a/+bids/+util/create_participants_tsv.m +++ b/+bids/+util/create_participants_tsv.m @@ -53,7 +53,7 @@ layout = bids.layout(layout_or_path, 'use_schema', use_schema); if ~isempty(layout.participants) - msg = sprintf(['"participant.tsv" already exist for the following dataset.', ... + msg = sprintf(['"participant.tsv" already exist for the following dataset. ', ... 'Will not overwrite.\n', ... '\t%s'], layout.pth); bids.internal.error_handling(mfilename(), 'participantFileExist', msg, tolerant, verbose); @@ -61,6 +61,10 @@ end subjects_list = bids.query(layout, 'subjects'); + % in case the query returns empty in case no file was indexed + if isempty(subjects_list) && ~use_schema + subjects_list = cellstr(bids.internal.file_utils('List', layout.pth, 'dir', '^sub-.*$')); + end subjects_list = [repmat('sub-', numel(subjects_list), 1), char(subjects_list')]; diff --git a/+bids/+util/create_sessions_tsv.m b/+bids/+util/create_sessions_tsv.m index 78a9a2f4..414a7a26 100644 --- a/+bids/+util/create_sessions_tsv.m +++ b/+bids/+util/create_sessions_tsv.m @@ -54,7 +54,7 @@ layout = bids.layout(layout_or_path, 'use_schema', use_schema); sessions_list = bids.query(layout, 'sessions'); - if isempty(sessions_list) + if isempty(sessions_list) && use_schema msg = sprintf(['There are no session in this dataset:\n', ... '\t%s'], layout.pth); bids.internal.error_handling(mfilename(), 'noSessionInDataset', msg, tolerant, verbose); @@ -62,6 +62,11 @@ end subjects_list = bids.query(layout, 'subjects'); + % in case the query returns empty in case no file was indexed + if isempty(subjects_list) && ~use_schema + subjects_list = cellstr(bids.internal.file_utils('List', layout.pth, 'dir', '^sub-.*$')); + subjects_list = regexprep(subjects_list, 'sub-', ''); + end for i_sub = 1:numel(subjects_list) @@ -77,10 +82,24 @@ end sessions_list = bids.query(layout, 'sessions', 'sub', subjects_list{i_sub}); + % in case the query returns empty in case no file was indexed + if isempty(sessions_list) && ~use_schema + sessions_list = cellstr(bids.internal.file_utils('List', ... + fullfile(layout.pth, ... + ['sub-' subjects_list{i_sub}]), ... + 'dir', ... + '^sub-.*$')); + sessions_list = regexprep(sessions_list, 'ses-', ''); + end + + if isempty(sessions_list) + continue + end + sessions_list = [repmat('ses-', numel(sessions_list), 1), char(sessions_list')]; content = struct('session_id', {sessions_list}, ... - 'acq_time', {cell(size(sessions_list, 1), 1)}, ... - 'comments', {cell(size(sessions_list, 1), 1)}); + 'acq_time', nan(size(sessions_list, 1), 1), ... + 'comments', nan(size(sessions_list, 1), 1)); output_filenames{end + 1} = sessions_file; %#ok diff --git a/+bids/+util/tsvwrite.m b/+bids/+util/tsvwrite.m index 7b318745..5a7f0677 100644 --- a/+bids/+util/tsvwrite.m +++ b/+bids/+util/tsvwrite.m @@ -82,7 +82,7 @@ function write_to_file(filename, var, delim) fid = fopen(filename, 'Wt'); if fid == -1 - error('Unble to write file %s.', filename); + error('Unable to write file %s.', filename); end for i = 1:size(var, 1) diff --git a/+bids/init.m b/+bids/init.m index d232e4fe..26d5bb66 100644 --- a/+bids/init.m +++ b/+bids/init.m @@ -76,8 +76,12 @@ function init(varargin) end if exist('subjects', 'var') && ~isempty(subjects{1}) - bids.util.create_participants_tsv(args.Results.pth); - bids.util.create_sessions_tsv(args.Results.pth); + bids.util.create_participants_tsv(args.Results.pth, 'use_schema', false, ... + 'verbose', verbose, ... + 'tolerant', tolerant); + bids.util.create_sessions_tsv(args.Results.pth, 'use_schema', false, ... + 'verbose', verbose, ... + 'tolerant', tolerant); end bids.util.create_readme(args.Results.pth, is_datalad_ds, ... diff --git a/tests/test_bids_init.m b/tests/test_bids_init.m index 5dbe298c..6ced984e 100644 --- a/tests/test_bids_init.m +++ b/tests/test_bids_init.m @@ -44,6 +44,7 @@ function test_folders() bids.init('dummy_ds', 'folders', folders); assertEqual(exist(fullfile(pwd, 'dummy_ds', 'sub-02', 'ses-retest', 'func'), 'dir'), 7); + assertEqual(exist(fullfile(pwd, 'dummy_ds', 'sub-02', 'sub-02_sessions.tsv'), 'file'), 2); clean_up(); From 18769250ad36a70d0374bec8de7892862d663f4c Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 17 Nov 2022 14:53:30 +0100 Subject: [PATCH 300/340] add potential datalad related hints when file writing fails --- +bids/+util/jsonwrite.m | 4 +++- +bids/+util/tsvwrite.m | 4 +++- 2 files changed, 6 insertions(+), 2 deletions(-) diff --git a/+bids/+util/jsonwrite.m b/+bids/+util/jsonwrite.m index 3fd35f4b..60f426eb 100644 --- a/+bids/+util/jsonwrite.m +++ b/+bids/+util/jsonwrite.m @@ -100,7 +100,9 @@ else fid = fopen(filename, 'wt'); if fid == -1 - error('Unable to open file "%s" for writing.', filename); + error(['Unable to open file "%s" for writing.', ... + '\nIf you are using a datalad dataset, make sure the file is unlocked.'], ... + bids.internal.file_utils(filename, 'cpath')); end fprintf(fid, '%s', S); fclose(fid); diff --git a/+bids/+util/tsvwrite.m b/+bids/+util/tsvwrite.m index 7b318745..697a7745 100644 --- a/+bids/+util/tsvwrite.m +++ b/+bids/+util/tsvwrite.m @@ -82,7 +82,9 @@ function write_to_file(filename, var, delim) fid = fopen(filename, 'Wt'); if fid == -1 - error('Unble to write file %s.', filename); + error(['Unable to open file "%s" for writing.', ... + '\nIf you are using a datalad dataset, make sure the file is unlocked.'], ... + bids.internal.file_utils(filename, 'cpath')); end for i = 1:size(var, 1) From accfcc2056a15f576c22a9287998cf5ec22aa432 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 24 Nov 2022 16:27:48 +0100 Subject: [PATCH 301/340] fix typo --- +bids/report.m | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/+bids/report.m b/+bids/report.m index 26f1bd26..bbcdb8da 100644 --- a/+bids/report.m +++ b/+bids/report.m @@ -648,7 +648,7 @@ function print_to_output(text, file_id, verbose) if bids.internal.is_octave() bids.internal.error_handling(mfilename(), ... 'notImplemented', ... - 'saving to file not implement for Ocatve', ... + 'Saving to file not implemented for Octave.\n', ... true, verbose); else fprintf(file_id, text); From 532a41456f5fce925f44fa2e60879649ef9b9c3d Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 27 Nov 2022 19:24:56 +0100 Subject: [PATCH 302/340] improve error message --- +bids/copy_to_derivative.m | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/+bids/copy_to_derivative.m b/+bids/copy_to_derivative.m index 1ac73fe4..e38a75e2 100644 --- a/+bids/copy_to_derivative.m +++ b/+bids/copy_to_derivative.m @@ -90,8 +90,8 @@ function copy_to_derivative(varargin) subjects_list = bids.query(BIDS, 'subjects', args.Results.filter); if isempty(data_list) - disp(args.Results.filter); - msg = sprintf('No data found for this query in dataset:\n\t%s', ... + msg = sprintf('No data found for this query:\t%s\n\nin dataset:\n\t%s', ... + bids.internal.create_unordered_list(args.Results.filter), ... bids.internal.format_path(BIDS.pth)); bids.internal.error_handling(mfilename, 'noData', msg, ... args.Results.tolerant, ... From 7fbd80334e6512a5f6b45f688fbb12671715ebaf Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 27 Nov 2022 22:08:52 +0100 Subject: [PATCH 303/340] silence codespell --- .codespellrc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.codespellrc b/.codespellrc index 1e8626e5..82787b09 100644 --- a/.codespellrc +++ b/.codespellrc @@ -1,4 +1,4 @@ [codespell] skip = *.js,*.svg,*.eps,.git,env,*build,bids-examples,coverage_html,schema.json -ignore-words-list = te,ans +ignore-words-list = te,ans,nin builtin = clear,rare From ff5233272fd84667a35ca68470fa3779ca63574e Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sat, 10 Dec 2022 00:38:50 +0100 Subject: [PATCH 304/340] silence octave warning --- +bids/+internal/create_unordered_list.m | 4 ++++ +bids/+internal/root_dir.m | 4 ++++ 2 files changed, 8 insertions(+) diff --git a/+bids/+internal/create_unordered_list.m b/+bids/+internal/create_unordered_list.m index 7a97f429..e8b5a4c2 100644 --- a/+bids/+internal/create_unordered_list.m +++ b/+bids/+internal/create_unordered_list.m @@ -14,6 +14,10 @@ % (C) Copyright 2022 Remi Gau + if bids.internal.is_octave + warning('off', 'Octave:mixed-string-concat'); + end + prefix = '\n\t- '; if ischar(list) diff --git a/+bids/+internal/root_dir.m b/+bids/+internal/root_dir.m index cf86c050..98d2f3ab 100644 --- a/+bids/+internal/root_dir.m +++ b/+bids/+internal/root_dir.m @@ -3,6 +3,10 @@ % (C) Copyright 2021 BIDS-MATLAB developers + if bids.internal.is_octave + warning('off', 'Octave:mixed-string-concat'); + end + pth = fullfile(fileparts(mfilename('fullpath')), '..', '..'); pth = bids.internal.file_utils(pth, 'cpath'); From e8e006dd8fe1500393b763a46abc93ae4c2eb235 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 13 Dec 2022 10:25:09 +0100 Subject: [PATCH 305/340] improve transformers --- +bids/+transformers_list/Assign.m | 4 ++++ +bids/+transformers_list/Basic.m | 4 ++++ +bids/+transformers_list/Concatenate.m | 14 ++++++++++--- +bids/+transformers_list/Constant.m | 7 +++++-- +bids/+transformers_list/Copy.m | 5 +++++ +bids/+transformers_list/Delete.m | 5 +++++ +bids/+transformers_list/Drop_na.m | 4 ++++ +bids/+transformers_list/Factor.m | 4 ++++ +bids/+transformers_list/Filter.m | 4 ++++ .../+transformers_list/Label_identical_rows.m | 8 ++++++++ +bids/+transformers_list/Logical.m | 4 ++++ +bids/+transformers_list/Mean.m | 4 ++++ .../+transformers_list/Merge_identical_rows.m | 4 ++++ +bids/+transformers_list/Product.m | 4 ++++ +bids/+transformers_list/Rename.m | 5 +++++ +bids/+transformers_list/Replace.m | 6 +++++- +bids/+transformers_list/Scale.m | 4 ++++ +bids/+transformers_list/Select.m | 5 +++++ +bids/+transformers_list/Std.m | 4 ++++ +bids/+transformers_list/Sum.m | 4 ++++ +bids/+transformers_list/Threshold.m | 4 ++++ +bids/+transformers_list/get_input.m | 20 +++++++++++++++---- +bids/transformers.m | 3 +++ .../test_transformers_munge.m | 2 +- 24 files changed, 121 insertions(+), 11 deletions(-) diff --git a/+bids/+transformers_list/Assign.m b/+bids/+transformers_list/Assign.m index 95610ca0..542d78f2 100644 --- a/+bids/+transformers_list/Assign.m +++ b/+bids/+transformers_list/Assign.m @@ -118,6 +118,10 @@ for i = 1:numel(input) + if ~isfield(data, input{i}) + continue + end + if ~isempty(output) assign_to = output{i}; else diff --git a/+bids/+transformers_list/Basic.m b/+bids/+transformers_list/Basic.m index 520b2b9b..ac23571f 100644 --- a/+bids/+transformers_list/Basic.m +++ b/+bids/+transformers_list/Basic.m @@ -84,6 +84,10 @@ for i = 1:numel(input) + if ~isfield(data, input{i}) + continue + end + value = transformer.Value; if ischar(value) diff --git a/+bids/+transformers_list/Concatenate.m b/+bids/+transformers_list/Concatenate.m index d913dedd..030032d2 100644 --- a/+bids/+transformers_list/Concatenate.m +++ b/+bids/+transformers_list/Concatenate.m @@ -53,11 +53,19 @@ % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers_list.get_input(transformer, data); + if any(~ismember(input, fieldnames(data))) + return + end output = bids.transformers_list.get_output(transformer, data, false); - % TODO: remove assumption that this is an event.tsv file - % and that we can rely on a onset column being present - for row = 1:numel(data.onset) + nb_rows = []; + for i = 1:numel(input) + nb_rows(i) = size(data.(input{i}), 1); %#ok + end + nb_rows = unique(nb_rows); + assert(length(nb_rows) == 1); + + for row = 1:nb_rows tmp1 = {}; diff --git a/+bids/+transformers_list/Constant.m b/+bids/+transformers_list/Constant.m index a4c23e40..55d59b68 100644 --- a/+bids/+transformers_list/Constant.m +++ b/+bids/+transformers_list/Constant.m @@ -48,9 +48,12 @@ value = transformer.Value; end + a = structfun(@(x) size(x, 1), data, 'UniformOutput', false); + nb_rows = max(cell2mat(struct2cell(a))); if isnumeric(value) - data.(output{1}) = ones(size(data.onset)) * value; + data.(output{1}) = ones(nb_rows, 1) * value; elseif ischar(value) - data.(output{1}) = cellstr(repmat(value, size(data.onset))); + data.(output{1}) = cellstr(repmat(value, nb_rows, 1)); end + end diff --git a/+bids/+transformers_list/Copy.m b/+bids/+transformers_list/Copy.m index b3177d18..3ed552f5 100644 --- a/+bids/+transformers_list/Copy.m +++ b/+bids/+transformers_list/Copy.m @@ -57,6 +57,11 @@ assert(numel(input) == numel(output)); for i = 1:numel(input) + + if ~isfield(data, input{i}) + continue + end + data.(output{i}) = data.(input{i}); end diff --git a/+bids/+transformers_list/Delete.m b/+bids/+transformers_list/Delete.m index 9a51e15e..d88609ef 100644 --- a/+bids/+transformers_list/Delete.m +++ b/+bids/+transformers_list/Delete.m @@ -51,6 +51,11 @@ input = bids.transformers_list.get_input(transformer, data); for i = 1:numel(input) + + if ~isfield(data, input{i}) + continue + end + data = rmfield(data, input{i}); end diff --git a/+bids/+transformers_list/Drop_na.m b/+bids/+transformers_list/Drop_na.m index 0f6573b8..9cad9d6f 100644 --- a/+bids/+transformers_list/Drop_na.m +++ b/+bids/+transformers_list/Drop_na.m @@ -54,6 +54,10 @@ for i = 1:numel(input) + if ~isfield(data, input{i}) + continue + end + this_input = data.(input{i}); if isnumeric(this_input) diff --git a/+bids/+transformers_list/Factor.m b/+bids/+transformers_list/Factor.m index baac0bf2..b8b33a3b 100644 --- a/+bids/+transformers_list/Factor.m +++ b/+bids/+transformers_list/Factor.m @@ -56,6 +56,10 @@ for i = 1:numel(input) + if ~isfield(data, input{i}) + continue + end + this_input = data.(input{i}); % coerce to cellstr diff --git a/+bids/+transformers_list/Filter.m b/+bids/+transformers_list/Filter.m index 8855ef67..7fa8f80a 100644 --- a/+bids/+transformers_list/Filter.m +++ b/+bids/+transformers_list/Filter.m @@ -77,6 +77,10 @@ % filter rows of all inputs for i = 1:numel(input) + if ~isfield(data, input{i}) + continue + end + clear tmp; tmp(rows, 1) = data.(input{i})(rows); diff --git a/+bids/+transformers_list/Label_identical_rows.m b/+bids/+transformers_list/Label_identical_rows.m index 159c1d6b..8642703d 100644 --- a/+bids/+transformers_list/Label_identical_rows.m +++ b/+bids/+transformers_list/Label_identical_rows.m @@ -62,6 +62,10 @@ for i = 1:numel(input) + if ~isfield(data, input{i}) + continue + end + if strcmp(output{i}, input{i}) output{i} = [output{i} '_label']; end @@ -141,6 +145,10 @@ end + if isempty(label_counter) + label_counter = {'', 0}; + end + label_counter = reset_label_counter(label_counter, cumulative); end diff --git a/+bids/+transformers_list/Logical.m b/+bids/+transformers_list/Logical.m index 13d255ae..f0d5cdf7 100644 --- a/+bids/+transformers_list/Logical.m +++ b/+bids/+transformers_list/Logical.m @@ -77,6 +77,10 @@ % try coerce all input to logical for i = 1:numel(input) + if ~isfield(data, input{i}) + continue + end + if iscell(data.(input{i})) tmp1 = ~cellfun('isempty', data.(input{i})); tmp2 = ~cellfun(@(x) all(isnan(x)), data.(input{i})); diff --git a/+bids/+transformers_list/Mean.m b/+bids/+transformers_list/Mean.m index ea2ccbce..4be2fcf7 100644 --- a/+bids/+transformers_list/Mean.m +++ b/+bids/+transformers_list/Mean.m @@ -65,6 +65,10 @@ for i = 1:numel(input) + if ~isfield(data, input{i}) + continue + end + output_column = [input{i} '_mean']; if ~isempty(output) output_column = output{i}; diff --git a/+bids/+transformers_list/Merge_identical_rows.m b/+bids/+transformers_list/Merge_identical_rows.m index c50df39a..bab6c03e 100644 --- a/+bids/+transformers_list/Merge_identical_rows.m +++ b/+bids/+transformers_list/Merge_identical_rows.m @@ -97,6 +97,10 @@ for i = 1:numel(input) + if ~isfield(data, input{i}) + continue + end + % start with values from the first row and start loop at row 2 previous_value = data.(input{i})(1); if iscell(previous_value) diff --git a/+bids/+transformers_list/Product.m b/+bids/+transformers_list/Product.m index 4f782313..cd166d4e 100644 --- a/+bids/+transformers_list/Product.m +++ b/+bids/+transformers_list/Product.m @@ -46,6 +46,10 @@ % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers_list.get_input(transformer, data); + if any(~ismember(input, fieldnames(data))) + return + end + output = bids.transformers_list.get_output(transformer, data); assert(numel(output) == 1); diff --git a/+bids/+transformers_list/Rename.m b/+bids/+transformers_list/Rename.m index f44b0cfd..a3daa71d 100644 --- a/+bids/+transformers_list/Rename.m +++ b/+bids/+transformers_list/Rename.m @@ -56,6 +56,11 @@ assert(numel(input) == numel(output)); for i = 1:numel(input) + + if ~isfield(data, input{i}) + continue + end + data.(output{i}) = data.(input{i}); data = rmfield(data, input{i}); end diff --git a/+bids/+transformers_list/Replace.m b/+bids/+transformers_list/Replace.m index 1b9f548e..debd94e4 100644 --- a/+bids/+transformers_list/Replace.m +++ b/+bids/+transformers_list/Replace.m @@ -199,12 +199,16 @@ function data = replace_for_attributes(data, attributes, output, this_input, idx, value) - % in case we got "all" we must loop over value, onset, duration + % loop over value, onset, duration for i = 1:numel(attributes) [this_output, output] = get_this_output(data, attributes{i}, output, this_input); if isnumeric(this_output) + if ischar(value) + value = {value}; + this_output = num2cell(this_output); + end this_output(idx) = repmat(value, sum(idx), 1); elseif iscellstr(this_output) diff --git a/+bids/+transformers_list/Scale.m b/+bids/+transformers_list/Scale.m index 9f9c7ff5..0008534a 100644 --- a/+bids/+transformers_list/Scale.m +++ b/+bids/+transformers_list/Scale.m @@ -90,6 +90,10 @@ for i = 1:numel(input) + if ~isfield(data, input{i}) + continue + end + this_input = data.(input{i}); if ~isnumeric(this_input) diff --git a/+bids/+transformers_list/Select.m b/+bids/+transformers_list/Select.m index a521e170..440f3906 100644 --- a/+bids/+transformers_list/Select.m +++ b/+bids/+transformers_list/Select.m @@ -60,6 +60,11 @@ input = bids.transformers_list.get_input(transformer, data); for i = 1:numel(input) + + if ~isfield(data, input{i}) + continue + end + tmp.(input{i}) = data.(input{i}); end diff --git a/+bids/+transformers_list/Std.m b/+bids/+transformers_list/Std.m index 9c8053e0..d23db600 100644 --- a/+bids/+transformers_list/Std.m +++ b/+bids/+transformers_list/Std.m @@ -65,6 +65,10 @@ for i = 1:numel(input) + if ~isfield(data, input{i}) + continue + end + output_column = [input{i} '_std']; if ~isempty(output) output_column = output{i}; diff --git a/+bids/+transformers_list/Sum.m b/+bids/+transformers_list/Sum.m index 6392e130..715338dd 100644 --- a/+bids/+transformers_list/Sum.m +++ b/+bids/+transformers_list/Sum.m @@ -59,6 +59,10 @@ % (C) Copyright 2022 BIDS-MATLAB developers input = bids.transformers_list.get_input(transformer, data); + if any(~ismember(input, fieldnames(data))) + return + end + output = bids.transformers_list.get_output(transformer, data); assert(numel(output) == 1); diff --git a/+bids/+transformers_list/Threshold.m b/+bids/+transformers_list/Threshold.m index 1aa0b7b4..20869dd3 100644 --- a/+bids/+transformers_list/Threshold.m +++ b/+bids/+transformers_list/Threshold.m @@ -98,6 +98,10 @@ for i = 1:numel(input) + if ~isfield(data, input{i}) + continue + end + valuesToThreshold = data.(input{i}); if ~signed diff --git a/+bids/+transformers_list/get_input.m b/+bids/+transformers_list/get_input.m index 7eeaae5f..cfc2892d 100644 --- a/+bids/+transformers_list/get_input.m +++ b/+bids/+transformers_list/get_input.m @@ -7,15 +7,27 @@ assert(isstruct(transformer)); assert(numel(transformer) == 1); + verbose = true; + if isfield(transformer, 'verbose') + verbose = transformer.verbose; + end + + tolerant = true; + if isfield(transformer, 'tolerant') + tolerant = transformer.tolerant; + end + if isfield(transformer, 'Input') input = transformer.Input; if isempty(input) input = {}; - if isfield(transformer, 'verbose') - warning('empty "Input" field'); - end + bids.internal.error_handling(mfilename(), ... + 'emptyInputField', ... + 'empty "Input" field', ... + tolerant, ... + verbose); return end @@ -29,6 +41,6 @@ input = {input}; end - bids.transformers_list.check_field(input, data, 'Input'); + bids.transformers_list.check_field(input, data, 'Input', tolerant); end diff --git a/+bids/transformers.m b/+bids/transformers.m index 78529e61..fe7f3fae 100644 --- a/+bids/transformers.m +++ b/+bids/transformers.m @@ -91,6 +91,9 @@ transformerName = lower(trans.Name); + if ~isfield(trans, 'verbose') + end + switch transformerName case lower(basic_transfomers) diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 8fd3c026..f84c264c 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -41,7 +41,7 @@ function test_get_input() assertEqual(inputs, {'onset'}); %% GIVEN - transformers = struct('Input', {{'onset', 'foo', 'bar'}}); + transformers = struct('Input', {{'onset', 'foo', 'bar'}}, 'tolerant', false); data = vis_motion_to_threshold_events(); % WHEN From 0c27e2bdedea9e3e975f41dc2507a366032929d3 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 26 Dec 2022 09:55:06 +0100 Subject: [PATCH 306/340] add response time histogram --- +bids/+util/plot_events.m | 134 +++++++++++++++++++-------- tests/tests_utils/test_plot_events.m | 8 +- 2 files changed, 99 insertions(+), 43 deletions(-) diff --git a/+bids/+util/plot_events.m b/+bids/+util/plot_events.m index b1e327bd..46c28c4e 100644 --- a/+bids/+util/plot_events.m +++ b/+bids/+util/plot_events.m @@ -2,13 +2,13 @@ function plot_events(varargin) % % USAGE:: % - % plot_events(events_files, 'filter', filter) + % plot_events(events_files, 'include', include) % % :param events_files: BIDS events TSV files. % :type events_files: path or cellstr of paths % - % :param filter: Restrict conditions to plot. - % :type filter: string or cellstr + % :param include: Restrict conditions to plot. + % :type include: string or cellstr % % EXAMPLE:: % @@ -22,8 +22,8 @@ function plot_events(varargin) % 'run', '01', ... % 'suffix', 'events'); % - % filter = {'Reapp_Neg_Cue', 'Look_Neg_Cue', 'Look_Neutral_Cue'}; - % bids.util.plot_events(events_files, 'filter', filter); + % include = {'Reapp_Neg_Cue', 'Look_Neg_Cue', 'Look_Neutral_Cue'}; + % bids.util.plot_events(events_files, 'include', include); % % @@ -37,15 +37,15 @@ function plot_events(varargin) char_or_cellstring = @(x) (ischar(x) || iscellstr(x)); addRequired(args, 'events_files', file_or_cellstring); - addParameter(args, 'filter', {}, char_or_cellstring); + addParameter(args, 'include', {}, char_or_cellstring); parse(args, varargin{:}); events_files = args.Results.events_files; - filter = args.Results.filter; + include = args.Results.include; - if ischar(filter) - filter = {filter}; + if ischar(include) + include = {include}; end if ischar(events_files) @@ -53,13 +53,28 @@ function plot_events(varargin) end for i = 1:numel(events_files) - plot_this_file(events_files{i}, filter); + plot_this_file(events_files{i}, include); end end function plot_this_file(this_file, filter) + % From colorbrewer + % http://colorbrewer2.org/ + COLORS = [166, 206, 227 + 31, 120, 180 + 178, 223, 138 + 51, 160, 44 + 251, 154, 153 + 227, 26, 28 + 253, 191, 111 + 255, 127, 0 + 202, 178, 214 + 106, 61, 154 + 255, 255, 153 + 177, 89, 40]; + bids_file = bids.File(this_file); fig_name = strrep(bids_file.filename, '_', ' '); @@ -78,18 +93,32 @@ function plot_this_file(this_file, filter) xMax = ceil(max(data.onset + data.duration)); yMin = 0; - yMax = 1; - - nb_col = 8; - nb_rows = numel(trial_type_list); + yMax = 1.1; figure('name', fig_name, ... 'position', [50 50 2000 1000]); - subplot_col_1 = 1:(nb_col - 1); + nb_rows = numel(trial_type_list); + + nb_col = 8; + col_first_subplot = 1:(nb_col - 1); subplot_col_2 = nb_col; + subplot_col_3 = nan; - for iCdt = 1:numel(trial_type_list) + if isfield(data, 'response_time') + nb_col = 9; + col_first_subplot = 1:(nb_col - 2); + subplot_col_2 = nb_col - 1; + subplot_col_3 = nb_col; + end + subplot_col_1 = col_first_subplot; + + % ensure we have enough colors for all conditions + COLORS = repmat(COLORS, ceil(nb_rows / size(COLORS, 1)), 1); + + for iCdt = 1:nb_rows + + this_color = COLORS(iCdt, :) / 255; idx = strcmp(trial_type, trial_type_list{iCdt}); @@ -97,12 +126,6 @@ function plot_this_file(this_file, filter) durations = data.duration(idx); - if isfield(data, 'response_time') - response_times = data.response_time(idx); - else - response_times = nan(size(onsets)); - end - %% Time course subplot(nb_rows, nb_col, subplot_col_1); @@ -110,7 +133,7 @@ function plot_this_file(this_file, filter) if all(durations == 0) - stem(onsets, ones(1, numel(onsets)), 'r'); + stem(onsets, ones(1, numel(onsets)), 'linecolor', this_color); else @@ -120,41 +143,42 @@ function plot_this_file(this_file, filter) xMax = max([xMax; offsets]); rectangle('position', [onsets(iStim) 0 durations(iStim) 1], ... - 'FaceColor', 'r'); + 'FaceColor', this_color, ... + 'EdgeColor', this_color); end end - % add response time - response_times = onsets + response_times; - has_response = ~isnan(response_times); - if any(has_response) - stem(response_times(has_response), 0.5 * ones(1, sum(has_response)), 'k'); + response_times = nan(size(onsets)); + if isfield(data, 'response_time') + response_times = data.response_time(idx); + plot_response_time(response_times, onsets); end ylabel(sprintf(strrep(trial_type_list{iCdt}, '_', '\n'))); %% Duration distribution subplot(nb_rows, nb_col, subplot_col_2); + plot_histogram(diff(onsets), this_color); - hold on; - - hist(diff(onsets)); - - ax = axis; - plot([0 0], [ax(3) ax(4)], 'k'); - plot([ax(1) ax(2)], [0 0], 'k'); + %% Response time distribution + has_response = ~isnan(response_times); + if any(has_response) + subplot(nb_rows, nb_col, subplot_col_3); + plot_histogram(response_times(has_response), this_color); + end %% Increment subplot_col_1 = subplot_col_1 + nb_col; subplot_col_2 = subplot_col_2 + nb_col; + subplot_col_3 = subplot_col_3 + nb_col; end %% Update axis xMax = xMax + 5; - subplot_col_1 = 1:(nb_col - 1); + subplot_col_1 = col_first_subplot; for iCdt = 1:numel(trial_type_list) subplot(nb_rows, nb_col, subplot_col_1); @@ -171,10 +195,10 @@ function plot_this_file(this_file, filter) end - subplot(nb_rows, nb_col, 1:(nb_col - 1)); + subplot(nb_rows, nb_col, col_first_subplot); title(fig_name); - subplot(nb_rows, nb_col, [1:(nb_col - 1)] + (nb_col * (nb_rows - 1))); %#ok + subplot(nb_rows, nb_col, col_first_subplot + (nb_col * (nb_rows - 1))); set(gca, ... 'xTick', 0:60:xMax, ... 'xTickLabel', 0:60:xMax, ... @@ -187,4 +211,36 @@ function plot_this_file(this_file, filter) subplot(nb_rows, nb_col, nb_rows * nb_col); xlabel('seconds'); + if isfield(data, 'response_time') + + subplot(nb_rows, nb_col, nb_col - 1); + title('ISI distribution'); + subplot(nb_rows, nb_col, nb_rows * nb_col - 1); + xlabel('seconds'); + + subplot(nb_rows, nb_col, nb_col); + title('response time distribution'); + end + +end + +function plot_response_time(response_times, onsets) + response_times = onsets + response_times; + has_response = ~isnan(response_times); + if any(has_response) + stem(response_times(has_response), 0.5 * ones(1, sum(has_response)), 'k'); + end +end + +function plot_histogram(values, this_color) + hold on; + + hist(values, 20, 1); + h = findobj(gca, 'Type', 'patch'); + h.FaceColor = this_color; + h.EdgeColor = 'w'; + + ax = axis; + plot([0 0], [ax(3) ax(4)], 'k'); + plot([ax(1) ax(2)], [0 0], 'k'); end diff --git a/tests/tests_utils/test_plot_events.m b/tests/tests_utils/test_plot_events.m index 923558d7..a721b531 100644 --- a/tests/tests_utils/test_plot_events.m +++ b/tests/tests_utils/test_plot_events.m @@ -36,10 +36,10 @@ function test_plot_events_ds108() 'run', '01', ... 'suffix', 'events'); - filter = 'Reapp_Neg_Cue'; - bids.util.plot_events(events_files, 'filter', filter); + include = 'Reapp_Neg_Cue'; + bids.util.plot_events(events_files, 'include', include); - filter = {'Reapp_Neg_Cue', 'Look_Neg_Cue', 'Look_Neutral_Cue'}; - bids.util.plot_events(events_files, 'filter', filter); + include = {'Reapp_Neg_Cue', 'Look_Neg_Cue', 'Look_Neutral_Cue'}; + bids.util.plot_events(events_files, 'include', include); end From 0f3491de2cc297f1b4f4b347aba680e8d56e6bc4 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 26 Dec 2022 10:49:55 +0100 Subject: [PATCH 307/340] add get root node method --- +bids/Model.m | 32 ++++++++++++++++++++++++++++++-- miss_hit.cfg | 3 ++- tests/test_bids_model.m | 10 ++++++++++ 3 files changed, 42 insertions(+), 3 deletions(-) diff --git a/+bids/Model.m b/+bids/Model.m index 6ca762c3..50828895 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -236,6 +236,10 @@ value = obj.Nodes; end + function value = get.Edges(obj) + value = obj.Edges; + end + function [value, idx] = get_nodes(obj, varargin) % % Get a specific node from the model given its Level and / or Name @@ -389,8 +393,32 @@ end - function value = get.Edges(obj) - value = obj.Edges; + function [root_node, root_node_name] = get_root_node(obj) + + edges = obj.Edges; + + if isempty(edges) + root_node = obj.Nodes(1); + + elseif iscell(edges) + root_node_name = edges{1}.Source; + root_node = obj.get_nodes('Name', root_node_name); + + elseif isstruct(edges(1)) + root_node_name = edges(1).Source; + root_node = obj.get_nodes('Name', root_node_name); + + else + root_node = obj.Nodes(1); + + end + + if iscell(root_node) + root_node = root_node{1}; + end + + root_node_name = root_node.Name; + end function edge = get_edge(obj, field, value) diff --git a/miss_hit.cfg b/miss_hit.cfg index 45074973..594a10f5 100644 --- a/miss_hit.cfg +++ b/miss_hit.cfg @@ -20,6 +20,7 @@ tab_width: 2 # metrics limit for the code quality (https://florianschanda.github.io/miss_hit/metrics.html) metric "cnest": limit 5 -metric "file_length": limit 1000 +# metric "file_length": limit 1000 +suppress_rule: "file_length" metric "cyc": limit 21 metric "parameters": limit 8 diff --git a/tests/test_bids_model.m b/tests/test_bids_model.m index 7ae5806d..8ed0bc98 100644 --- a/tests/test_bids_model.m +++ b/tests/test_bids_model.m @@ -42,6 +42,16 @@ function test_model_load_edges() end +function test_model_get_root_node() + + bm = bids.Model('file', model_file('narps'), 'verbose', false); + + [root_node, root_node_name] = bm.get_root_node(); + + assertEqual(root_node_name, 'run'); + +end + function test_model_get_source_nodes() bm = bids.Model('file', model_file('narps'), 'verbose', false); From bf34c36dc39d6fa02bd4031489a095183b7116dc Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 26 Dec 2022 14:20:43 +0100 Subject: [PATCH 308/340] refactor --- +bids/+util/plot_events.m | 218 +++++++++++------- +bids/Model.m | 2 +- +bids/transformers.m | 2 +- .../model-balloonanalogrisktask_smdl.json | 54 +++++ tests/tests_utils/test_plot_events.m | 23 ++ 5 files changed, 213 insertions(+), 86 deletions(-) create mode 100644 tests/data/model/model-balloonanalogrisktask_smdl.json diff --git a/+bids/+util/plot_events.m b/+bids/+util/plot_events.m index 46c28c4e..938ee749 100644 --- a/+bids/+util/plot_events.m +++ b/+bids/+util/plot_events.m @@ -2,13 +2,23 @@ function plot_events(varargin) % % USAGE:: % - % plot_events(events_files, 'include', include) + % plot_events(events_files, 'include', include, ... + % 'trial_type_col', 'trial_type', ... + % 'model_file', path_to_model) % % :param events_files: BIDS events TSV files. % :type events_files: path or cellstr of paths % - % :param include: Restrict conditions to plot. - % :type include: string or cellstr + % :param include: Optional. Restrict conditions to plot. + % :type include: char or cellstr + % + % :param trial_type_col: Optional. Defines the colum where trial types are + % listed. Defaults to 'trial_type' + % :type trial_type_col: char or cellstr + % + % :param model_file: Optional. Bids stats model file to apply to events.tsv + % before plotting + % :type model_file: fullpath % % EXAMPLE:: % @@ -34,15 +44,20 @@ function plot_events(varargin) args = inputParser(); file_or_cellstring = @(x) (iscellstr(x) || exist(x, 'file')); + empty_or_file = @(x) (isempty(x) || exist(x, 'file')); char_or_cellstring = @(x) (ischar(x) || iscellstr(x)); addRequired(args, 'events_files', file_or_cellstring); addParameter(args, 'include', {}, char_or_cellstring); + addParameter(args, 'trial_type_col', 'trial_type', @ischar); + addParameter(args, 'model_file', '', empty_or_file); parse(args, varargin{:}); events_files = args.Results.events_files; include = args.Results.include; + trial_type_col = args.Results.trial_type_col; + model_file = args.Results.model_file; if ischar(include) include = {include}; @@ -52,13 +67,18 @@ function plot_events(varargin) events_files = {events_files}; end + bm = ''; + if ~isempty(model_file) + bm = bids.Model('file', model_file, 'verbose', true); + end + for i = 1:numel(events_files) - plot_this_file(events_files{i}, include); + plot_this_file(events_files{i}, include, trial_type_col, bm); end end -function plot_this_file(this_file, filter) +function plot_this_file(this_file, include, trial_type_col, bm) % From colorbrewer % http://colorbrewer2.org/ @@ -75,113 +95,88 @@ function plot_this_file(this_file, filter) 255, 255, 153 177, 89, 40]; - bids_file = bids.File(this_file); + tsv_content = bids.util.tsvread(this_file); - fig_name = strrep(bids_file.filename, '_', ' '); - fig_name = strrep(fig_name, 'events.tsv', ' '); - - data = bids.util.tsvread(this_file); - - trial_type = data.trial_type; - if ~isempty(filter) - trial_type_list = filter; - else - trial_type_list = unique(trial_type); + matrix = {}; + data = tsv_content; + if ~isempty(bm) + [~, root_node_name] = bm.get_root_node(); + transformers = bm.get_transformations('Name', root_node_name); + matrix = bm.get_design_matrix('Name', root_node_name); + data = bids.transformers(transformers.Instructions, tsv_content); end - xMin = floor(min(data.onset)) - 1; - xMax = ceil(max(data.onset + data.duration)); - - yMin = 0; - yMax = 1.1; - - figure('name', fig_name, ... - 'position', [50 50 2000 1000]); + bids_file = bids.File(this_file); - nb_rows = numel(trial_type_list); + data = get_events_data(data, trial_type_col, include, matrix); - nb_col = 8; - col_first_subplot = 1:(nb_col - 1); - subplot_col_2 = nb_col; - subplot_col_3 = nan; - - if isfield(data, 'response_time') - nb_col = 9; - col_first_subplot = 1:(nb_col - 2); - subplot_col_2 = nb_col - 1; - subplot_col_3 = nb_col; - end - subplot_col_1 = col_first_subplot; + [nb_col, nb_rows, subplot_grid] = return_figure_spec(tsv_content, data); % ensure we have enough colors for all conditions COLORS = repmat(COLORS, ceil(nb_rows / size(COLORS, 1)), 1); + fig_name = strrep(bids_file.filename, '_', ' '); + fig_name = strrep(fig_name, 'events.tsv', ' '); + figure('name', fig_name, ... + 'position', [50 50 2000 1000]); + for iCdt = 1:nb_rows this_color = COLORS(iCdt, :) / 255; - idx = strcmp(trial_type, trial_type_list{iCdt}); - - onsets = data.onset(idx); + onset = data(iCdt).onset; - durations = data.duration(idx); + duration = data(iCdt).duration; %% Time course - subplot(nb_rows, nb_col, subplot_col_1); + subplot(nb_rows, nb_col, subplot_grid{iCdt, 1}); hold on; - if all(durations == 0) + if all(duration == 0) - stem(onsets, ones(1, numel(onsets)), 'linecolor', this_color); + stem(onset, ones(1, numel(onset)), 'linecolor', this_color); else - for iStim = 1:numel(onsets) - - offsets = onsets(iStim) + durations(iStim); - xMax = max([xMax; offsets]); + for iStim = 1:numel(onset) - rectangle('position', [onsets(iStim) 0 durations(iStim) 1], ... + rectangle('position', [onset(iStim) 0 duration(iStim) 1], ... 'FaceColor', this_color, ... 'EdgeColor', this_color); end end - response_times = nan(size(onsets)); - if isfield(data, 'response_time') - response_times = data.response_time(idx); - plot_response_time(response_times, onsets); - end + response_time = data(iCdt).response_time; + plot_response_time(response_time, onset); - ylabel(sprintf(strrep(trial_type_list{iCdt}, '_', '\n'))); + ylabel(sprintf(strrep(data(iCdt).name, '_', '\n'))); %% Duration distribution - subplot(nb_rows, nb_col, subplot_col_2); - plot_histogram(diff(onsets), this_color); + subplot(nb_rows, nb_col, subplot_grid{iCdt, 2}); + plot_histogram(diff(onset), this_color); %% Response time distribution - has_response = ~isnan(response_times); + has_response = ~isnan(response_time); if any(has_response) - subplot(nb_rows, nb_col, subplot_col_3); - plot_histogram(response_times(has_response), this_color); + subplot(nb_rows, nb_col, subplot_grid{iCdt, 3}); + plot_histogram(response_time(has_response), this_color); end - %% Increment - subplot_col_1 = subplot_col_1 + nb_col; - subplot_col_2 = subplot_col_2 + nb_col; - subplot_col_3 = subplot_col_3 + nb_col; - end %% Update axis + xMin = floor(min(cat(1, data.onset))) - 1; + xMax = ceil(max(cat(1, data.onset) + cat(1, data.duration))); xMax = xMax + 5; - subplot_col_1 = col_first_subplot; - for iCdt = 1:numel(trial_type_list) + yMin = 0; + yMax = 1.1; + + for iCdt = 1:nb_rows - subplot(nb_rows, nb_col, subplot_col_1); + subplot(nb_rows, nb_col, subplot_grid{iCdt, 1}); axis([xMin xMax yMin yMax]); @@ -190,45 +185,100 @@ function plot_this_file(this_file, filter) 'xTick', 0:60:xMax, ... 'xTickLabel', '', ... 'TickDir', 'out'); - - subplot_col_1 = subplot_col_1 + nb_col; - end - subplot(nb_rows, nb_col, col_first_subplot); + subplot(nb_rows, nb_col, subplot_grid{1, 1}); title(fig_name); - subplot(nb_rows, nb_col, col_first_subplot + (nb_col * (nb_rows - 1))); + subplot(nb_rows, nb_col, subplot_grid{end, 1}); set(gca, ... 'xTick', 0:60:xMax, ... 'xTickLabel', 0:60:xMax, ... 'TickDir', 'out'); xlabel('seconds'); - subplot(nb_rows, nb_col, nb_col); + subplot(nb_rows, nb_col, subplot_grid{1, 2}); title('ISI distribution'); - subplot(nb_rows, nb_col, nb_rows * nb_col); + subplot(nb_rows, nb_col, subplot_grid{end, 2}); xlabel('seconds'); - if isfield(data, 'response_time') + if isfield(tsv_content, 'response_time') - subplot(nb_rows, nb_col, nb_col - 1); - title('ISI distribution'); - subplot(nb_rows, nb_col, nb_rows * nb_col - 1); + subplot(nb_rows, nb_col, subplot_grid{end, 3}); xlabel('seconds'); - subplot(nb_rows, nb_col, nb_col); + subplot(nb_rows, nb_col, subplot_grid{1, 3}); title('response time distribution'); + end end -function plot_response_time(response_times, onsets) - response_times = onsets + response_times; - has_response = ~isnan(response_times); +function [nb_col, nb_rows, subplot_grid] = return_figure_spec(tsv_content, data) + + nb_rows = numel(data); + + nb_col = 8; + subplot_col_1 = 1:(nb_col - 1); + subplot_col_2 = nb_col; + subplot_col_3 = nan; + + if isfield(tsv_content, 'response_time') + nb_col = 9; + subplot_col_1 = 1:(nb_col - 2); + subplot_col_2 = nb_col - 1; + subplot_col_3 = nb_col; + end + + subplot_grid = {subplot_col_1, subplot_col_2, subplot_col_3}; + + for iCdt = 2:nb_rows + subplot_grid{iCdt, 1} = subplot_grid{iCdt - 1, 1} + +nb_col; + subplot_grid{iCdt, 2} = subplot_grid{iCdt - 1, 2} + +nb_col; + subplot_grid{iCdt, 3} = subplot_grid{iCdt - 1, 3} + +nb_col; + end + +end + +function data = get_events_data(data, trial_type_col, include, matrix) + + trial_type = data.(trial_type_col); + if ~isempty(include) + trial_type_list = include; + else + trial_type_list = unique(trial_type); + end + + if ~isempty(matrix) + end + + tmp = struct('name', '', 'onset', [], 'duration', [], 'response_time', []); + + for iCdt = 1:numel(trial_type_list) + idx = strcmp(trial_type, trial_type_list{iCdt}); + + tmp(iCdt).name = trial_type_list{iCdt}; + + tmp(iCdt).onset = data.onset(idx); + + tmp(iCdt).duration = data.duration(idx); + + tmp(iCdt).response_time = nan(size(tmp(iCdt).onset)); + if isfield(data, 'response_time') + tmp(iCdt).response_time = data.response_time(idx); + end + end + + data = tmp; + +end + +function plot_response_time(response_time, onset) + response_time = onset + response_time; + has_response = ~isnan(response_time); if any(has_response) - stem(response_times(has_response), 0.5 * ones(1, sum(has_response)), 'k'); + stem(response_time(has_response), 0.5 * ones(1, sum(has_response)), 'k'); end end diff --git a/+bids/Model.m b/+bids/Model.m index 50828895..94611f1f 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -40,7 +40,7 @@ % 'data', ... % 'model', ['model-narps_smdl.json']); % - % bm = bids.Model('file', model_file('narps'), 'verbose', false); + % bm = bids.Model('file', model_file, 'verbose', false); % % diff --git a/+bids/transformers.m b/+bids/transformers.m index fe7f3fae..8fa4b603 100644 --- a/+bids/transformers.m +++ b/+bids/transformers.m @@ -24,7 +24,7 @@ % transformers = bm.get_transformations('Level', 'Run'); % % % apply transformers - % new_content = bids.transformers(data, transformers); + % new_content = bids.transformers(transformers.Instructions, data); % % % if all fields in the structure have the same number of rows one % % create a new tsv file diff --git a/tests/data/model/model-balloonanalogrisktask_smdl.json b/tests/data/model/model-balloonanalogrisktask_smdl.json new file mode 100644 index 00000000..c7480600 --- /dev/null +++ b/tests/data/model/model-balloonanalogrisktask_smdl.json @@ -0,0 +1,54 @@ +{ + "Name": "balloonanalogrisktask", + "BIDSModelVersion": "1.0.0", + "Description": "default model for balloonanalogrisktask", + "Input": { + "task": [ + "balloonanalogrisktask" + ] + }, + "Nodes": [ + { + "Level": "Run", + "Name": "run_level", + "GroupBy": [ + "run", + "subject" + ], + "Transformations": { + "Transformer": "bidspm", + "Instructions": [ + { + "Name": "Replace", + "Input": [ + "trial_type" + ], + "Replace": [ + { + "key": "pumps_demean", + "value": "pumps" + }, + { + "key": "control_pumps_demean", + "value": "control_pumps" + } + ], + "Attribute": "value" + } + ] + }, + "Model": { + "Type": "glm", + "X": [ + "pumps", + "control_pumps", + 1 + ], + "HRF": { + "Variables": [], + "Model": "spm" + } + } + } + ] +} diff --git a/tests/tests_utils/test_plot_events.m b/tests/tests_utils/test_plot_events.m index a721b531..f21c5874 100644 --- a/tests/tests_utils/test_plot_events.m +++ b/tests/tests_utils/test_plot_events.m @@ -24,6 +24,29 @@ function test_plot_events_ds101() end +function test_plot_events_ds101_with_model() + + close all; + + data_dir = fullfile(get_test_data_dir(), 'ds001'); + + mode_file = fullfile(get_test_data_dir(), '..', ... + 'data', ... + 'model', ... + 'model-balloonanalogrisktask_smdl.json'); + + BIDS = bids.layout(data_dir); + + events_files = bids.query(BIDS, ... + 'data', ... + 'sub', '01', ... + 'task', 'balloonanalogrisktask', ... + 'suffix', 'events'); + + bids.util.plot_events(events_files, 'model_file', mode_file); + +end + function test_plot_events_ds108() data_dir = fullfile(get_test_data_dir(), 'ds108'); From a0ac85c9d46daedfb752c285700e4c132f9fa0bb Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 26 Dec 2022 14:46:37 +0100 Subject: [PATCH 309/340] use bids stats model to plot events --- +bids/+util/plot_events.m | 41 +++++++++++++------ .../model-balloonanalogrisktask_smdl.json | 7 +++- tests/tests_utils/test_plot_events.m | 2 - 3 files changed, 33 insertions(+), 17 deletions(-) diff --git a/+bids/+util/plot_events.m b/+bids/+util/plot_events.m index 938ee749..0d980331 100644 --- a/+bids/+util/plot_events.m +++ b/+bids/+util/plot_events.m @@ -243,31 +243,46 @@ function plot_this_file(this_file, include, trial_type_col, bm) function data = get_events_data(data, trial_type_col, include, matrix) + % TODO deal with events.tsv with only onset and duration trial_type = data.(trial_type_col); - if ~isempty(include) - trial_type_list = include; - else - trial_type_list = unique(trial_type); - end + trial_type_list = unique(trial_type); - if ~isempty(matrix) + if isempty(matrix) + for iCdt = 1:numel(trial_type_list) + matrix{iCdt} = [trial_type_col '.' trial_type_list{iCdt}]; + end end tmp = struct('name', '', 'onset', [], 'duration', [], 'response_time', []); - for iCdt = 1:numel(trial_type_list) - idx = strcmp(trial_type, trial_type_list{iCdt}); + counter = 1; + + for i = 1:numel(matrix) + + if ~ischar(matrix{i}) + continue + end - tmp(iCdt).name = trial_type_list{iCdt}; + tokens = strsplit(matrix{i}, '.'); + if numel(tokens) ~= 2 + continue + end - tmp(iCdt).onset = data.onset(idx); + if ~isempty(include) && ~ismember(tokens{2}, include) + continue + end - tmp(iCdt).duration = data.duration(idx); + idx = strcmp(data.(tokens{1}), tokens{2}); - tmp(iCdt).response_time = nan(size(tmp(iCdt).onset)); + tmp(counter).name = tokens{2}; + tmp(counter).onset = data.onset(idx); + tmp(counter).duration = data.duration(idx); + tmp(counter).response_time = nan(size(tmp(counter).onset)); if isfield(data, 'response_time') - tmp(iCdt).response_time = data.response_time(idx); + tmp(counter).response_time = data.response_time(idx); end + + counter = counter + 1; end data = tmp; diff --git a/tests/data/model/model-balloonanalogrisktask_smdl.json b/tests/data/model/model-balloonanalogrisktask_smdl.json index c7480600..9f58283a 100644 --- a/tests/data/model/model-balloonanalogrisktask_smdl.json +++ b/tests/data/model/model-balloonanalogrisktask_smdl.json @@ -23,6 +23,9 @@ "Input": [ "trial_type" ], + "Output": [ + "renamed" + ], "Replace": [ { "key": "pumps_demean", @@ -40,8 +43,8 @@ "Model": { "Type": "glm", "X": [ - "pumps", - "control_pumps", + "renamed.pumps", + "renamed.control_pumps", 1 ], "HRF": { diff --git a/tests/tests_utils/test_plot_events.m b/tests/tests_utils/test_plot_events.m index f21c5874..a0084bf2 100644 --- a/tests/tests_utils/test_plot_events.m +++ b/tests/tests_utils/test_plot_events.m @@ -26,8 +26,6 @@ function test_plot_events_ds101() function test_plot_events_ds101_with_model() - close all; - data_dir = fullfile(get_test_data_dir(), 'ds001'); mode_file = fullfile(get_test_data_dir(), '..', ... From e9f440f2f3bf1436e2d1cd0525de95b1950c937d Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 26 Dec 2022 22:17:22 +0100 Subject: [PATCH 310/340] fix code spell and octave bug --- +bids/+util/plot_events.m | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/+bids/+util/plot_events.m b/+bids/+util/plot_events.m index 0d980331..5f32cb94 100644 --- a/+bids/+util/plot_events.m +++ b/+bids/+util/plot_events.m @@ -12,7 +12,7 @@ function plot_events(varargin) % :param include: Optional. Restrict conditions to plot. % :type include: char or cellstr % - % :param trial_type_col: Optional. Defines the colum where trial types are + % :param trial_type_col: Optional. Defines the column where trial types are % listed. Defaults to 'trial_type' % :type trial_type_col: char or cellstr % @@ -302,8 +302,8 @@ function plot_histogram(values, this_color) hist(values, 20, 1); h = findobj(gca, 'Type', 'patch'); - h.FaceColor = this_color; - h.EdgeColor = 'w'; + set(h, 'FaceColor', this_color); + set(h, 'EdgeColor', 'w'); ax = axis; plot([0 0], [ax(3) ax(4)], 'k'); From f3689ec6f31fe9ce91f26da1c1f78a3a9c2b96f6 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 26 Dec 2022 22:20:14 +0100 Subject: [PATCH 311/340] fix miss hit config --- miss_hit.cfg | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/miss_hit.cfg b/miss_hit.cfg index 594a10f5..34947989 100644 --- a/miss_hit.cfg +++ b/miss_hit.cfg @@ -20,7 +20,7 @@ tab_width: 2 # metrics limit for the code quality (https://florianschanda.github.io/miss_hit/metrics.html) metric "cnest": limit 5 -# metric "file_length": limit 1000 +metric "file_length": limit 1500 suppress_rule: "file_length" metric "cyc": limit 21 metric "parameters": limit 8 From 87f6c1d8cbb0ad636f8180ec8430da6e11ce7041 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 27 Dec 2022 10:25:46 +0100 Subject: [PATCH 312/340] remove comment --- +bids/+util/plot_events.m | 2 -- 1 file changed, 2 deletions(-) diff --git a/+bids/+util/plot_events.m b/+bids/+util/plot_events.m index 5f32cb94..59289ce7 100644 --- a/+bids/+util/plot_events.m +++ b/+bids/+util/plot_events.m @@ -39,8 +39,6 @@ function plot_events(varargin) % (C) Copyright 2020 Remi Gau - % TODO add reponse_time column - args = inputParser(); file_or_cellstring = @(x) (iscellstr(x) || exist(x, 'file')); From f7bb51d1ca95d7582b23c2c30e89885909b15506 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Mon, 12 Dec 2022 16:28:47 +0100 Subject: [PATCH 313/340] fix download face rep dataset --- demos/spm/facerep/code/spm_facerep.m | 11 +++-------- 1 file changed, 3 insertions(+), 8 deletions(-) diff --git a/demos/spm/facerep/code/spm_facerep.m b/demos/spm/facerep/code/spm_facerep.m index 5821cee6..107e51a5 100644 --- a/demos/spm/facerep/code/spm_facerep.m +++ b/demos/spm/facerep/code/spm_facerep.m @@ -28,20 +28,15 @@ 'demo', 'facerep', ... 'force', true, ... 'verbose', verbose, ... - 'out_path', fullfile(pwd, '..')); + 'out_path', fullfile(pwd, '..', 'sourcedata')); %% Move file into source folder source_path = fullfile(pwd, '..', 'sourcedata'); -bids.util.mkdir(source_path); - -movefile(fullfile(pwd, '..', 'face_rep', '*'), source_path); -rmdir(fullfile(pwd, '..', 'face_rep')); - +raw_path = fullfile(pwd, '..', 'raw'); derivatives_pth = fullfile(pth, 'derivatives'); %% CONVERT TO BIDS - -pth = convert_facerep_ds(); +pth = convert_facerep_ds(source_path, raw_path); %% COPY TO DERIVATIVES BIDS = bids.layout(pth, ... From d4fc82b7a4bc87302704bbed814bf27efddee56d Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 27 Dec 2022 11:02:19 +0100 Subject: [PATCH 314/340] better handle datalad datasets --- +bids/layout.m | 26 ++++++++++++++++++-------- 1 file changed, 18 insertions(+), 8 deletions(-) diff --git a/+bids/layout.m b/+bids/layout.m index f10b3717..66ab55e1 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -92,12 +92,13 @@ %% BIDS structure % ========================================================================== - % BIDS.dir -- BIDS directory - % BIDS.description -- content of dataset_description.json - % BIDS.sessions -- cellstr of sessions - % BIDS.participants -- for participants.tsv - % BIDS.subjects -- structure array of subjects - % BIDS.root -- tsv and json files in the root folder + % BIDS.dir -- BIDS directory + % BIDS.is_datalad_ds -- BIDS directory + % BIDS.description -- content of dataset_description.json + % BIDS.sessions -- cellstr of sessions + % BIDS.participants -- for participants.tsv + % BIDS.subjects -- structure array of subjects + % BIDS.root -- tsv and json files in the root folder BIDS = struct('pth', root, ... 'description', struct([]), ... @@ -130,6 +131,11 @@ return end + BIDS.is_datalad_ds = false; + if isdir(fullfile(BIDS.pth, '.datalad')) && isdir(fullfile(BIDS.pth, '.git')) + BIDS.is_datalad_ds = true; + end + schema = bids.Schema(use_schema); schema.verbose = verbose; @@ -666,9 +672,13 @@ for iIntended = 1:numel(intended) dest = fullfile(BIDS.pth, BIDS.subjects(info_src.sub_idx).name, ... intended{iIntended}); + % only throw warning for non-datalad dataset + % to avoid excessive warning as sym link are not files if ~exist(dest, 'file') - msg = ['IntendedFor file ' dest ' from ' file.filename ' not found']; - bids.internal.error_handling(mfilename, 'IntendedForMissing', msg, tolerant, verbose); + if ~BIDS.is_datalad_ds + msg = ['IntendedFor file ' dest ' from ' file.filename ' not found']; + bids.internal.error_handling(mfilename, 'IntendedForMissing', msg, tolerant, verbose); + end continue end info_dest = bids.internal.return_file_info(BIDS, dest); From 15f174b92128b57266da4c698e4dd56b32614f58 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 27 Dec 2022 11:35:37 +0100 Subject: [PATCH 315/340] validate folder name in bids.init --- +bids/init.m | 37 +++++++++++++++++++++++------- tests/test_bids_init.m | 52 +++++++++++++++++++++++++++++++++++++++--- 2 files changed, 78 insertions(+), 11 deletions(-) diff --git a/+bids/init.m b/+bids/init.m index 26d5bb66..4f3f74a7 100644 --- a/+bids/init.m +++ b/+bids/init.m @@ -67,21 +67,25 @@ function init(varargin) sessions = ''; end + modalities = validate_folder_list(args, 'modalities'); + bids.util.mkdir(args.Results.pth, ... subjects, ... sessions, ... - args.Results.folders.modalities); + modalities); else bids.util.mkdir(args.Results.pth); end - if exist('subjects', 'var') && ~isempty(subjects{1}) + if exist('subjects', 'var') && ~isempty(subjects) && ~isempty(subjects{1}) bids.util.create_participants_tsv(args.Results.pth, 'use_schema', false, ... 'verbose', verbose, ... 'tolerant', tolerant); - bids.util.create_sessions_tsv(args.Results.pth, 'use_schema', false, ... - 'verbose', verbose, ... - 'tolerant', tolerant); + if ~strcmp(sessions, '') + bids.util.create_sessions_tsv(args.Results.pth, 'use_schema', false, ... + 'verbose', verbose, ... + 'tolerant', tolerant); + end end bids.util.create_readme(args.Results.pth, is_datalad_ds, ... @@ -102,12 +106,28 @@ function init(varargin) end -function folder_list = create_folder_names(args, folder_level) +function folder_list = validate_folder_list(args, folder_level) folder_list = args.Results.folders.(folder_level); if ~iscell(folder_list) folder_list = {folder_list}; end + folder_list(cellfun('isempty', folder_list)) = []; + + only_alphanum = regexp(folder_list, '^[0-9a-zA-Z]+$'); + if any(cellfun('isempty', only_alphanum)) + msg = sprintf('BIDS labels must be alphanumeric only. Got:\n\t%s', ... + bids.internal.create_unordered_list(folder_list)); + bids.internal.error_handling(mfilename(), ... + 'nonAlphaNumFodler', ... + msg, ... + false); + end +end + +function folder_list = create_folder_names(args, folder_level) + + folder_list = validate_folder_list(args, folder_level); switch folder_level case 'subjects' @@ -116,9 +136,10 @@ function init(varargin) prefix = 'ses-'; end - if ~isempty(args.Results.folders.(folder_level)) + if ~isempty(folder_list) + folder_list = cellfun(@(x) [prefix x], ... - args.Results.folders.(folder_level), ... + folder_list, ... 'UniformOutput', false); end diff --git a/tests/test_bids_init.m b/tests/test_bids_init.m index 6ced984e..7fc30590 100644 --- a/tests/test_bids_init.m +++ b/tests/test_bids_init.m @@ -39,8 +39,8 @@ function test_folders() set_test_cfg(); folders.subjects = {'01', '02'}; - folders.sessions = {'test', 'retest'}; - folders.modalities = {'anat', 'func'}; + folders.sessions = {'test', 'retest', ''}; + folders.modalities = {'anat', 'func', 'fizz', ''}; bids.init('dummy_ds', 'folders', folders); assertEqual(exist(fullfile(pwd, 'dummy_ds', 'sub-02', 'ses-retest', 'func'), 'dir'), 7); @@ -50,6 +50,50 @@ function test_folders() end +function test_folders_no_session() + + set_test_cfg(); + + folders.subjects = {'01', '02'}; + folders.modalities = {'anat', 'func'}; + + bids.init('dummy_ds', 'folders', folders); + assertEqual(exist(fullfile(pwd, 'dummy_ds', 'sub-02', 'func'), 'dir'), 7); + assertEqual(exist(fullfile(pwd, 'dummy_ds', 'sub-02', 'sub-02_sessions.tsv'), 'file'), 0); + + clean_up(); + +end + +function test_validate() + + set_test_cfg(); + + folders.subjects = {'01-bla', '02_foo'}; + folders.sessions = {'te-st', 'ret$est'}; + folders.modalities = {'a#nat', 'fu*nc', '45^['}; + + assertExceptionThrown(@() bids.init('dummy_ds', 'folders', folders), ... + 'init:nonAlphaNumFodler'); + + folders.subjects = {'01', '02'}; + folders.sessions = {'te-st', 'ret$est'}; + folders.modalities = {'a#nat', 'fu*nc', '45^['}; + + assertExceptionThrown(@() bids.init('dummy_ds', 'folders', folders), ... + 'init:nonAlphaNumFodler'); + + folders.subjects = {'01', '02'}; + folders.sessions = {'test', 'retest'}; + folders.modalities = {'a#nat', 'fu*nc', '45^['}; + + assertExceptionThrown(@() bids.init('dummy_ds', 'folders', folders), ... + 'init:nonAlphaNumFodler'); + + clean_up(); + +end + function test_derivatives() set_test_cfg(); @@ -80,6 +124,8 @@ function clean_up() pause(0.5); - rmdir(fullfile(pwd, 'dummy_ds'), 's'); + if isdir(fullfile(pwd, 'dummy_ds')) + rmdir(fullfile(pwd, 'dummy_ds'), 's'); + end end From 59bfe8e8eef9e39dbaef076a5493d2d8aad3c6d5 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 27 Dec 2022 11:42:16 +0100 Subject: [PATCH 316/340] fix cell indexing --- +bids/+transformers_list/Replace.m | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/+bids/+transformers_list/Replace.m b/+bids/+transformers_list/Replace.m index debd94e4..21f722a8 100644 --- a/+bids/+transformers_list/Replace.m +++ b/+bids/+transformers_list/Replace.m @@ -121,9 +121,11 @@ for ii = 1:numel(replace) + this_replace = replace(ii); + this_input = data.(input{i}); - key = replace(ii).key; + key = this_replace.key; if ischar(key) && iscellstr(this_input) key = bids.internal.regexify(key); @@ -143,7 +145,7 @@ end - value = replace(ii).value; + value = this_replace.value; data = replace_for_attributes(data, attributes, output{i}, this_input, idx, value); From 782a67e74ee5ec754d85140393099ac8dabfaee0 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 27 Dec 2022 16:42:17 +0100 Subject: [PATCH 317/340] fix cell indexing --- +bids/+transformers_list/Replace.m | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/+bids/+transformers_list/Replace.m b/+bids/+transformers_list/Replace.m index 21f722a8..b8a40fca 100644 --- a/+bids/+transformers_list/Replace.m +++ b/+bids/+transformers_list/Replace.m @@ -121,10 +121,13 @@ for ii = 1:numel(replace) - this_replace = replace(ii); - this_input = data.(input{i}); + this_replace = replace(ii); + if iscell(this_replace) + this_replace = this_replace{1}; + end + key = this_replace.key; if ischar(key) && iscellstr(this_input) @@ -146,7 +149,6 @@ end value = this_replace.value; - data = replace_for_attributes(data, attributes, output{i}, this_input, idx, value); end From 4570d921c895cbb176b6f67035a945fedbd62d32 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Tue, 27 Dec 2022 17:08:03 +0100 Subject: [PATCH 318/340] update doc --- docs/generate_doc.py | 98 +++++++++++++++++++++++ docs/requirements.txt | 1 + docs/source/dev_doc.rst | 68 ++++++++++++++++ docs/source/function_description.rst | 4 +- docs/source/images/plot_events_ds001.png | Bin 0 -> 49573 bytes docs/source/index.rst | 1 + docs/source/utility_functions.rst | 22 +++-- 7 files changed, 186 insertions(+), 8 deletions(-) create mode 100644 docs/generate_doc.py create mode 100644 docs/source/dev_doc.rst create mode 100644 docs/source/images/plot_events_ds001.png diff --git a/docs/generate_doc.py b/docs/generate_doc.py new file mode 100644 index 00000000..42ffae69 --- /dev/null +++ b/docs/generate_doc.py @@ -0,0 +1,98 @@ +from __future__ import annotations + +from pathlib import Path + +from rich import print + +code_src = Path(__file__).parent.parent.joinpath("+bids") + +doc_src = Path(__file__).parent.joinpath("source") + +bidspm_file = doc_src.joinpath("dev_doc.rst") + +dir_ignore_list = ("+util", "+transformers_list") + +file_ignore_list = "" + + +def return_title(path: Path, parent_folder=None): + + tmp = f"{path.name}" if parent_folder is None else f"{parent_folder} {path.name}" + tmp.replace("_", " ") + + title = f"\n\n.. _{tmp}:\n" + title += f"\n{tmp}\n" + title += "=" * len(tmp) + "\n" + + return title + + +def append_dir_content(path: Path, content: str, parent_folder=None, recursive=False): + + if not path.is_dir(): + return content + + m_files = sorted(list(path.glob("*.m"))) + + if len(m_files) > 0: + title = return_title(path=path, parent_folder=parent_folder) + content += title + + for file in m_files: + + if file.stem in file_ignore_list: + continue + + content += f".. _{file.stem}:\n" + if parent_folder is None: + function_name = f"+bids.{path.name}.{file.stem}" + else: + function_name = f"src.{parent_folder}.{path.name}.{file.stem}" + content += f".. autofunction:: {function_name}\n" + + print(function_name) + + if recursive and path.is_dir(): + print(path) + for subpath in path.iterdir(): + content = append_dir_content( + subpath, content, parent_folder=path.name, recursive=recursive + ) + + return content + + +def main(): + + with bidspm_file.open("w", encoding="utf8") as f: + + content = """.. AUTOMATICALLY GENERATED + +.. _dev_doc: + +developer documentation +*********************** +""" + + subfolders = sorted(list(code_src.iterdir())) + + for path in subfolders: + + if path.name in dir_ignore_list: + continue + + if path.is_dir(): + content = append_dir_content( + path, content, parent_folder=None, recursive=True + ) + + print(content, file=f) + + with bidspm_file.open("r", encoding="utf8") as f: + content = f.read() + + # print(content) + + +if __name__ == "__main__": + main() diff --git a/docs/requirements.txt b/docs/requirements.txt index fc4281ce..54a2fca5 100644 --- a/docs/requirements.txt +++ b/docs/requirements.txt @@ -4,3 +4,4 @@ sphinxcontrib-napoleon sphinx_rtd_theme sphinx-copybutton myst-parser +rich diff --git a/docs/source/dev_doc.rst b/docs/source/dev_doc.rst new file mode 100644 index 00000000..6d8edb8d --- /dev/null +++ b/docs/source/dev_doc.rst @@ -0,0 +1,68 @@ +.. AUTOMATICALLY GENERATED + +.. _dev_doc: + +developer documentation +*********************** + + +.. _+internal: + ++internal +========= +.. _add_missing_field: +.. autofunction:: +bids.+internal.add_missing_field +.. _append_to_layout: +.. autofunction:: +bids.+internal.append_to_layout +.. _camel_case: +.. autofunction:: +bids.+internal.camel_case +.. _create_unordered_list: +.. autofunction:: +bids.+internal.create_unordered_list +.. _download: +.. autofunction:: +bids.+internal.download +.. _ends_with: +.. autofunction:: +bids.+internal.ends_with +.. _error_handling: +.. autofunction:: +bids.+internal.error_handling +.. _file_utils: +.. autofunction:: +bids.+internal.file_utils +.. _format_path: +.. autofunction:: +bids.+internal.format_path +.. _get_meta_list: +.. autofunction:: +bids.+internal.get_meta_list +.. _get_metadata: +.. autofunction:: +bids.+internal.get_metadata +.. _get_version: +.. autofunction:: +bids.+internal.get_version +.. _is_github_ci: +.. autofunction:: +bids.+internal.is_github_ci +.. _is_octave: +.. autofunction:: +bids.+internal.is_octave +.. _is_valid_fieldname: +.. autofunction:: +bids.+internal.is_valid_fieldname +.. _keep_file_for_query: +.. autofunction:: +bids.+internal.keep_file_for_query +.. _list_all_trial_types: +.. autofunction:: +bids.+internal.list_all_trial_types +.. _match_structure_fields: +.. autofunction:: +bids.+internal.match_structure_fields +.. _parse_filename: +.. autofunction:: +bids.+internal.parse_filename +.. _plot_diagnostic_table: +.. autofunction:: +bids.+internal.plot_diagnostic_table +.. _regexify: +.. autofunction:: +bids.+internal.regexify +.. _replace_placeholders: +.. autofunction:: +bids.+internal.replace_placeholders +.. _return_file_index: +.. autofunction:: +bids.+internal.return_file_index +.. _return_file_info: +.. autofunction:: +bids.+internal.return_file_info +.. _return_subject_index: +.. autofunction:: +bids.+internal.return_subject_index +.. _root_dir: +.. autofunction:: +bids.+internal.root_dir +.. _starts_with: +.. autofunction:: +bids.+internal.starts_with +.. _url: +.. autofunction:: +bids.+internal.url diff --git a/docs/source/function_description.rst b/docs/source/function_description.rst index 67bf0f9b..99df322b 100644 --- a/docs/source/function_description.rst +++ b/docs/source/function_description.rst @@ -22,10 +22,10 @@ Function description .. figure:: images/MultisubjectMultimodalFaceProcessing.png :align: center - output of ``diagsnotic`` + output of ``diagnostic`` .. _fig_diagsnotic_task: .. figure:: images/MultisubjectMultimodalFaceProcessing_splitby-task.png :align: center - output of ``diagsnotic`` split by task + output of ``diagnostic`` split by task diff --git a/docs/source/images/plot_events_ds001.png b/docs/source/images/plot_events_ds001.png new file mode 100644 index 0000000000000000000000000000000000000000..6878a447a9fbc6a373869be876e0da266ac90c6d GIT binary patch literal 49573 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zb<(CMsvD;nL4%>nrhRT)%dz-De%>S4(Y6E5qu*gsBDAY0rKD-&hc!`coji#lOR7i! z)6n1~rkf*COBX%?cr#<3rXw8^9tP|S;;7(N%XmE|%ZQ7Dbz1ZF&MsvLQyJNJ?7(@L zOQgd9MuB7z7hKgi0+Mf0TC!%<^(JAx@N~dHFpy3o_@XEWCaVM7?SPoE$s+$38a8D1 z%?~)hU;%_5gAkx}xXTFdaP_Qf6USk`VwC;Qjsz{+9n$PTP5ezm)4)2Wl?*!k=;66m%vucG4 zio;C^90kLu6o_*z`H$~I%-JXsL(>JrILLBA(6;Di07ms(`+{8)A()S0z%40h0QLoq zD^k>@ui}tS)XL_A*^`3>rWmW@l}-G{BL%n#XtVP9#PzY|DTv<&3>;X zynGRgvcH`o*3DlWWdFx+>3j-{7}+hw^wm=0x| Date: Thu, 29 Dec 2022 22:29:40 +0100 Subject: [PATCH 319/340] add diagnostic for events --- +bids/+internal/list_all_trial_types.m | 13 ++- +bids/+internal/list_events.m | 124 ++++++++++++++++++++++++ +bids/+internal/plot_diagnostic_table.m | 4 + +bids/diagnostic.m | 55 +++++++++-- tests/test_diagnostic.m | 2 +- tests/tests_private/test_list_events.m | 41 ++++++++ 6 files changed, 224 insertions(+), 15 deletions(-) create mode 100644 +bids/+internal/list_events.m create mode 100644 tests/tests_private/test_list_events.m diff --git a/+bids/+internal/list_all_trial_types.m b/+bids/+internal/list_all_trial_types.m index 74563a6a..e4832dac 100644 --- a/+bids/+internal/list_all_trial_types.m +++ b/+bids/+internal/list_all_trial_types.m @@ -19,6 +19,8 @@ args = inputParser(); addRequired(args, 'BIDS', is_dir_or_struct); addRequired(args, 'task'); + addParameter(args, 'modality', '.*', @ischar); + addParameter(args, 'trial_type_col', 'trial_type', @ischar); addParameter(args, 'tolerant', default_tolerant); addParameter(args, 'verbose', default_verbose); @@ -26,6 +28,8 @@ BIDS = args.Results.BIDS; task = args.Results.task; + modality = args.Results.modality; + trial_type_col = args.Results.trial_type_col; tolerant = args.Results.tolerant; verbose = args.Results.verbose; @@ -49,8 +53,8 @@ no_trial_type_column = true; for i = 1:size(event_files, 1) content = bids.util.tsvread(event_files{i, 1}); - if isfield(content, 'trial_type') - trial_type = content.trial_type; + if isfield(content, trial_type_col) + trial_type = content.(trial_type_col); no_trial_type_column = false; if ~iscell(trial_type) && all(isnumeric(trial_type)) trial_type = cellstr(num2str(trial_type)); @@ -61,7 +65,8 @@ end if no_trial_type_column - msg = sprintf('No trial_type column found in files:%s', ... + msg = sprintf('No "%s" column found in files:%s', ... + trial_type_col, ... bids.internal.create_unordered_list(bids.internal.format_path(event_files))); bids.internal.error_handling(mfilename(), 'noTrialTypeColumn', ... msg, ... @@ -71,7 +76,7 @@ end trial_type_list = unique(trial_type_list); - idx = ismember(trial_type_list, 'trial_type'); + idx = ismember(trial_type_list, trial_type_col); if any(idx) trial_type_list{idx} = []; end diff --git a/+bids/+internal/list_events.m b/+bids/+internal/list_events.m new file mode 100644 index 00000000..e3a436e9 --- /dev/null +++ b/+bids/+internal/list_events.m @@ -0,0 +1,124 @@ +function [data, headers, y_labels] = list_events(varargin) + % + % returns summary of all events for a given task + % + % USAGE:: + % + % [data, headers, y_labels] = bids.internal.list_events(BIDS, ... + % modality, ... + % task, ... + % 'filter', struct(), ... + % 'trial_type_col', 'trial_type') + % + % + + % (C) Copyright 2022 Remi Gau + + is_dir_or_struct = @(x) (isstruct(x) || isdir(x)); + + args = inputParser(); + addRequired(args, 'BIDS', is_dir_or_struct); + addRequired(args, 'modality'); + addRequired(args, 'task'); + addParameter(args, 'filter', struct(), @isstruct); + addParameter(args, 'trial_type_col', 'trial_type', @ischar); + + parse(args, varargin{:}); + + BIDS = args.Results.BIDS; + modality = args.Results.modality; + task = args.Results.task; + trial_type_col = args.Results.trial_type_col; + filter = args.Results.filter; + + BIDS = bids.layout(BIDS); + + this_filter = filter; + this_filter.task = task; + this_filter.modality = modality; + subjects = bids.query(BIDS, 'subjects', this_filter); + + y_labels = {}; + headers = {}; + data = []; + + if isempty(subjects) + return + end + + trial_type_list = bids.internal.list_all_trial_types(BIDS, task, ... + 'tolerant', true, 'verbose', true); + + if isempty(trial_type_list) + data = []; + return + end + + % get number of events file to initialize table + this_filter = get_clean_filter(filter, subjects, modality, task); + event_files = bids.query(BIDS, 'data', this_filter); + data = zeros(numel(event_files), numel(trial_type_list)); + + for i = 1:numel(trial_type_list) + headers{i}.modality{1} = strrep(trial_type_list{i}, '_', ' '); + end + + row = 1; + for i_sub = 1:numel(subjects) + + this_filter = get_clean_filter(filter, subjects{i_sub}, modality, task); + + sessions = bids.query(BIDS, 'sessions', this_filter); + if isempty(sessions) + sessions = {''}; + end + + for i_sess = 1:numel(sessions) + + this_filter = get_clean_filter(filter, subjects{i_sub}, modality, task); + this_filter.ses = sessions{i_sess}; + + event_files = bids.query(BIDS, 'data', this_filter); + + for i_file = 1:size(event_files, 1) + + this_label = bids.internal.file_utils(event_files{i_file, 1}, 'basename'); + this_label = strrep(this_label, '_', ' '); + this_label = strrep(this_label, ' events', ''); + y_labels{end + 1, 1} = this_label; %#ok<*AGROW> + + content = bids.util.tsvread(event_files{i_file, 1}); + + if ~isfield(content, trial_type_col) + row = row + 1; + continue + end + + trials = content.(trial_type_col); + if ~iscell(trials) && all(isnumeric(trials)) + trials = cellstr(num2str(trials)); + end + + for i_trial_type = 1:numel(trial_type_list) + tmp = ismember(trials, trial_type_list{i_trial_type}); + data(row, i_trial_type) = sum(tmp); + end + + row = row + 1; + + end + + end + + end + +end + +function this_filter = get_clean_filter(filter, sub, modality, task) + this_filter = filter; + this_filter.sub = sub; + this_filter.task = task; + this_filter.modality = modality; + this_filter.suffix = 'events'; + this_filter.extension = '.tsv'; +end diff --git a/+bids/+internal/plot_diagnostic_table.m b/+bids/+internal/plot_diagnostic_table.m index 808e93a4..d0ec9dd6 100644 --- a/+bids/+internal/plot_diagnostic_table.m +++ b/+bids/+internal/plot_diagnostic_table.m @@ -4,6 +4,10 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) % (C) Copyright 2022 BIDS-MATLAB developers + if isempty(diagnostic_table) + return + end + if ~all(size(diagnostic_table) == [numel(yticklabel), numel(headers)]) bids.internal.error_handling(mfilename(), ... diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index d40d9ab6..806ca060 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -61,6 +61,8 @@ %% BIDS = bids.layout(args.Results.BIDS, 'use_schema', args.Results.use_schema); + output_path = args.Results.output_path; + filter = args.Results.filter; subjects = bids.query(BIDS, 'subjects', filter); @@ -122,26 +124,59 @@ end %% - fig_name = BIDS.description.Name; - if isempty(fig_name) || strcmp(fig_name, ' ') - fig_name = 'this_dataset'; - end + fig_name = base_fig_name(BIDS); if ~cellfun('isempty', args.Results.split_by) - fig_name = [fig_name ' - split_by ' strjoin(args.Results.split_by, '-')]; + fig_name = [base_fig_name(BIDS) ' - split_by ' strjoin(args.Results.split_by, '-')]; end bids.internal.plot_diagnostic_table(diagnostic_table, headers, sub_ses, ... strrep(fig_name, '_', ' ')); - if ~isempty(args.Results.output_path) - if exist(args.Results.output_path, 'dir') - bids.util.mkdir(args.Results.output_path); - print(fullfile(args.Results.output_path, fig_name), '-dpng'); + print_figure(output_path, fig_name); + + %% events + modalities = bids.query(BIDS, 'modalities', filter); + tasks = bids.query(BIDS, 'tasks', filter); + + for i_modality = 1:numel(modalities) + + for i_task = 1:numel(tasks) + + [data, headers, y_labels] = bids.internal.list_events(BIDS, ... + modalities{i_modality}, ... + tasks{i_task}, ... + 'filter', filter); + + fig_name = [base_fig_name(BIDS), ' - ', modalities{i_modality}, ' - ', tasks{i_task}]; + fig_name = strrep(fig_name, '_', ' '); + + bids.internal.plot_diagnostic_table(data, ... + headers, ... + y_labels, ... + fig_name); + end + end end +function fig_name = base_fig_name(BIDS) + fig_name = BIDS.description.Name; + if isempty(fig_name) || strcmp(fig_name, ' ') + fig_name = 'this_dataset'; + end +end + +function print_figure(output_path, fig_name) + if ~isempty(output_path) + if exist(output_path, 'dir') + bids.util.mkdir(output_path); + print(fullfile(output_path, fig_name), '-dpng'); + end + end +end + function headers = get_headers(BIDS, filter, split_by) % % Get the headers to include in the output table @@ -173,7 +208,7 @@ if ismember('task', split_by) headers = add_task_based_headers(BIDS, headers, this_filter, this_header, split_by); else - headers{end + 1} = this_header; + headers{end + 1} = this_header; %#ok<*AGROW> end end diff --git a/tests/test_diagnostic.m b/tests/test_diagnostic.m index 2ab91352..6cbf1c2f 100644 --- a/tests/test_diagnostic.m +++ b/tests/test_diagnostic.m @@ -14,7 +14,7 @@ function test_diagnostic_basic() pth_bids_example = get_test_data_dir(); - data_sets_to_test = '^ds000.*[0-9]$'; % '^ds.*[0-9]$' + data_sets_to_test = '^ds00[1357]$'; % '^ds.*[0-9]$' examples = bids.internal.file_utils('FPList', get_test_data_dir(), 'dir', data_sets_to_test); for i = 1:size(examples, 1) diff --git a/tests/tests_private/test_list_events.m b/tests/tests_private/test_list_events.m new file mode 100644 index 00000000..23e57753 --- /dev/null +++ b/tests/tests_private/test_list_events.m @@ -0,0 +1,41 @@ +function test_suite = test_list_events %#ok<*STOUT> + + close all; + + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + initTestSuite; + +end + +function test_list_events_basic() + + pth_bids_example = get_test_data_dir(); + + data_sets_to_test = '^ds00.*[0-9]$'; % '^ds.*[0-9]$' + examples = bids.internal.file_utils('FPList', get_test_data_dir(), 'dir', data_sets_to_test); + + for i = 1:size(examples, 1) + + BIDS = bids.layout(deblank(examples(i, :))); + + tasks = bids.query(BIDS, 'tasks'); + + for j = 1:numel(tasks) + + [bids.internal.file_utils(BIDS.pth, 'basename'), ' - ', tasks{j}]; + + [data, headers, y_labels] = bids.internal.list_events(BIDS, 'func', tasks{j}); + + bids.internal.plot_diagnostic_table(data, ... + headers, ... + y_labels, ... + [bids.internal.file_utils(BIDS.pth, 'basename'), ... + ' - ', ... + tasks{j}]); + end + + end +end From 96929def4a110ad3548724eb4e4bd85bb059e15c Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 29 Dec 2022 23:09:32 +0100 Subject: [PATCH 320/340] improve figure saving --- +bids/diagnostic.m | 22 ++++++++++++++---- docs/source/function_description.rst | 11 ++++++--- .../images/Simon-task_func_Simontask.png | Bin 0 -> 255747 bytes tests/test_diagnostic.m | 2 +- 4 files changed, 27 insertions(+), 8 deletions(-) create mode 100644 docs/source/images/Simon-task_func_Simontask.png diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index 806ca060..cc03f470 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -134,6 +134,8 @@ print_figure(output_path, fig_name); + close(gcf); + %% events modalities = bids.query(BIDS, 'modalities', filter); tasks = bids.query(BIDS, 'tasks', filter); @@ -146,6 +148,9 @@ modalities{i_modality}, ... tasks{i_task}, ... 'filter', filter); + if isempty(data) + continue + end fig_name = [base_fig_name(BIDS), ' - ', modalities{i_modality}, ' - ', tasks{i_task}]; fig_name = strrep(fig_name, '_', ' '); @@ -155,6 +160,8 @@ y_labels, ... fig_name); + print_figure(output_path, fig_name); + end end @@ -170,10 +177,17 @@ function print_figure(output_path, fig_name) if ~isempty(output_path) - if exist(output_path, 'dir') - bids.util.mkdir(output_path); - print(fullfile(output_path, fig_name), '-dpng'); - end + + bids.util.mkdir(output_path); + + filename = regexprep([fig_name, '.png'], ' - ', '_'); + filename = regexprep(filename, ' ', '-'); + filename = regexprep(filename, '[\(\)]', ''); + filename = fullfile(output_path, filename); + + print(filename, '-dpng'); + fprintf('Figure saved:\n\t%s\n', filename); + end end diff --git a/docs/source/function_description.rst b/docs/source/function_description.rst index 99df322b..a41d06cc 100644 --- a/docs/source/function_description.rst +++ b/docs/source/function_description.rst @@ -17,14 +17,19 @@ Function description .. autofunction:: diagnostic - -.. _fig_diagsnotic: +.. _fig_diagnostic: .. figure:: images/MultisubjectMultimodalFaceProcessing.png :align: center output of ``diagnostic`` -.. _fig_diagsnotic_task: +.. _fig_diagnostic_events: +.. figure:: images/Simon-task_func_Simontask.png + :align: center + + output of ``diagnostic`` for events + +.. _fig_diagnostic_task: .. figure:: images/MultisubjectMultimodalFaceProcessing_splitby-task.png :align: center diff --git a/docs/source/images/Simon-task_func_Simontask.png b/docs/source/images/Simon-task_func_Simontask.png new file mode 100644 index 0000000000000000000000000000000000000000..169055eda717a10be86bcb3290d876a040692bb4 GIT binary patch literal 255747 zcmeFZbyU>*-!D4q78OCHOF&1E21QEJ7(hU}8>G8C)veM9(kar7bb}~e(p}QsUH3ii z=lT7fv!46Mxo6#V*I8%X*?X_ez`)G+6Yuw{K3^YcNfB&JGE4*lfi3zHC5u2@UqT?R z23@}l-*LKDO~eL^Hx6Pf*Mh zAzxtiOuimlE^iR~(bs6#IB#M<8J*s%xgb>Pf=P 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zkVk%cDjrep?di*eNcArz!z*YS{5%3Y0;tw0W7Pcm!sWybZ90ei3lt`=(3et1QIZk< z)+KlA7VnKq%Z<1*2i@tb&rzx*eL46~AUf5o8-S7YlMUbT!xbT2D5gK+ta&VWHUaGf z#Bo{4rO<^#t%b>rm{kXycp6a^ki%W?_vk(0$3-xEwxLk7z8k#G`07{H;1;34&LqD~ zhJ%9eX};Aq#>Tl=7d@T|ko2JZ+^~K_$3XL~ z8$wS$f}sr#f`9XHB7}}X2$il;Q=Av3`S-wpz|$^6XZCUW0A&zvX}&rww2a*nzjo{( z{z?-u_?ED*k^&3y>MTZ0vF#*_<#RCC>hHBDalnE&<(+Da|i&g&@9rYpMD4@^+H zU_6bx5~%fiRKYLX9+j5vq@uOgTlpkzt0V;hXAQwTPV;}qaN9~3EESca5OW&zR~p8t zt)n3EC6)Mif0#`-m5tcLySHz@`D6*EA669Rg}pl%GFFUJ@;=DD;tzxFrW63WeO^V_ z#{v+*g619){<}wBJV0TLO~YfbH_+F_)XdEC^Q1lE^E{QpGbY3)(4AAuFe4Q9BnXc3 z7<)8#{*N36+sB%}eSXqk!=it`J%3Je_y@A*-)|V{p9a1E&wh|>m{KK)H2OLQ^Psfp{q-{!yf=D+XFe|#~JyB!`X$4DJbBG#NX&48M@ I!}iC&0qV%Z-2eap literal 0 HcmV?d00001 diff --git a/tests/test_diagnostic.m b/tests/test_diagnostic.m index 6cbf1c2f..697d81b3 100644 --- a/tests/test_diagnostic.m +++ b/tests/test_diagnostic.m @@ -14,7 +14,7 @@ function test_diagnostic_basic() pth_bids_example = get_test_data_dir(); - data_sets_to_test = '^ds00[1357]$'; % '^ds.*[0-9]$' + data_sets_to_test = '^ds10[13579]$'; % '^ds.*[0-9]$' examples = bids.internal.file_utils('FPList', get_test_data_dir(), 'dir', data_sets_to_test); for i = 1:size(examples, 1) From fa601d81a171973d50a846753fbb8602120c50bd Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 29 Dec 2022 23:43:10 +0100 Subject: [PATCH 321/340] update doc --- +bids/+internal/list_all_trial_types.m | 26 ++++++++++++++++++++++--- +bids/+internal/list_events.m | 21 +++++++++++++++++++- +bids/+internal/plot_diagnostic_table.m | 18 +++++++++++++++++ +bids/Model.m | 9 ++++----- +bids/diagnostic.m | 18 ++++++++++++++--- README.md | 5 +++-- docs/Makefile | 15 ++++++++++++++ docs/source/utility_functions.rst | 24 +++++++++++------------ 8 files changed, 110 insertions(+), 26 deletions(-) diff --git a/+bids/+internal/list_all_trial_types.m b/+bids/+internal/list_all_trial_types.m index e4832dac..32fc3e51 100644 --- a/+bids/+internal/list_all_trial_types.m +++ b/+bids/+internal/list_all_trial_types.m @@ -1,11 +1,31 @@ function trial_type_list = list_all_trial_types(varargin) % - % list all the *events.tsv files for that task - % and make a list of all the trial_type + % List all the trial_types in all the events.tsv files for a task. % % USAGE:: % - % trial_type_list = bids.internal.list_all_trial_types(BIDS, task) + % trial_type_list = bids.internal.list_all_trial_types(BIDS, , ... + % task, ... + % 'trial_type_col', 'trial_type', ... + % 'tolerant', true, ... + % 'verbose', false) + % + % + % :param BIDS: BIDS directory name or BIDS structure (from ``bids.layout``) + % :type BIDS: structure or string + % + % :param task: name of the task + % :type task: char + % + % :param trial_type_col: Optional. Name of the column containing the trial type. + % Defaults to ``'trial_type'``. + % :type trial_type_col: char + % + % :param tolerant: Optional. Default to ``true``. + % :type tolerant: logical + % + % :param verbose: Optional. Default to ``false``. + % :type verbose: logical % % diff --git a/+bids/+internal/list_events.m b/+bids/+internal/list_events.m index e3a436e9..b56d9cb4 100644 --- a/+bids/+internal/list_events.m +++ b/+bids/+internal/list_events.m @@ -1,6 +1,6 @@ function [data, headers, y_labels] = list_events(varargin) % - % returns summary of all events for a given task + % Returns summary of all events for a given task. % % USAGE:: % @@ -11,6 +11,25 @@ % 'trial_type_col', 'trial_type') % % + % :param BIDS: BIDS directory name or BIDS structure (from ``bids.layout``) + % :type BIDS: structure or string + % + % :param modality: name of the modality + % :type modality: char + % + % :param task: name of the task + % :type task: char + % + % :param filter: Optional. List of filters to choose what files to copy + % (see bids.query). Default to ``struct()``. + % :type filter: structure or cell + % + % :param trial_type_col: Optional. Name of the column containing the trial type. + % Defaults to ``'trial_type'``. + % :type trial_type_col: char + % + % See also: bids.diagnostic, bids.internal.plot_diagnostic_table + % % (C) Copyright 2022 Remi Gau diff --git a/+bids/+internal/plot_diagnostic_table.m b/+bids/+internal/plot_diagnostic_table.m index d0ec9dd6..82c1c37b 100644 --- a/+bids/+internal/plot_diagnostic_table.m +++ b/+bids/+internal/plot_diagnostic_table.m @@ -1,4 +1,22 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) + % + % Plot a diagnostic table to see the number of files per subject or of trials per run. + % + % USAGE:: + % + % plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) + % + % :param diagnostic_table: table to plot + % :type diagnostic_table: n X m array of integers + % + % :param headers: Used to created the column names + % :type headers: n X 1 cell of struct + % + % :param yticklabel: + % :type yticklabel: m X 1 cellstr + % + % :param fig_name: + % :type fig_name: str % % diff --git a/+bids/Model.m b/+bids/Model.m index 94611f1f..a4762765 100644 --- a/+bids/Model.m +++ b/+bids/Model.m @@ -242,12 +242,11 @@ function [value, idx] = get_nodes(obj, varargin) % - % Get a specific node from the model given its Level and / or Name + % Get a specific node from the model given its Level and / or Name. % % USAGE:: % - % [value, idx] = bm.get_nodes('Level', '', ... - % 'Name', '') + % [value, idx] = bm.get_nodes('Level', '', 'Name', '') % % % :param Level: Must be one of ``Run``, ``Session``, ``Subject``, ``Dataset``. @@ -258,8 +257,7 @@ % :type file: path % % - % Returns: value - Node(s) as struct if there is only one or a cell if - % more + % Returns: value - Node(s) as struct if there is only one or a cell if more % idx - Node index % % @@ -276,6 +274,7 @@ % % Get the "Negative" node % bm.get_nodes('Name', 'negative') % + % if isempty(varargin) value = obj.Nodes; idx = 1:numel(value); diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index cc03f470..440cfb1f 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -1,6 +1,11 @@ function [diagnostic_table, sub_ses, headers] = diagnostic(varargin) % - % Create figure listing the number of files for each subject + % Create a diagnostic figure for a dataset. + % + % - list the number of files for each subject split by: + % - modality + % - task (optional) + % - list the number of trials for each event type % % USAGE:: % @@ -30,6 +35,10 @@ % :param filter: list of filters to choose what files to copy (see bids.query) % :type filter: structure or cell % + % :param trial_type_col: Optional. Name of the column containing the trial type. + % Defaults to ``'trial_type'``. + % :type trial_type_col: char + % % Examples:: % % BIDS = bids.layout(path_to_dataset); @@ -55,6 +64,7 @@ addParameter(args, 'output_path', default_output_path, @ischar); addParameter(args, 'filter', default_filter, @isstruct); addParameter(args, 'split_by', default_split, @iscell); + addParameter(args, 'trial_type_col', 'trial_type', @ischar); parse(args, varargin{:}); @@ -70,7 +80,8 @@ headers = get_headers(BIDS, filter, args.Results.split_by); diagnostic_table = nan(numel(subjects), numel(headers)); - % events_table = nan(numel(subjects), numel(tasks)); + + trial_type_col = args.Results.trial_type_col; row = 1; @@ -147,7 +158,8 @@ [data, headers, y_labels] = bids.internal.list_events(BIDS, ... modalities{i_modality}, ... tasks{i_task}, ... - 'filter', filter); + 'filter', filter, ... + 'trial_type_col', trial_type_col); if isempty(data) continue end diff --git a/README.md b/README.md index 27771752..bec4d6f5 100644 --- a/README.md +++ b/README.md @@ -107,8 +107,9 @@ git checkout upstream/dev anatomical MRI, functional MRI, diffusion weighted imaging, field map data (see `bids.report`) -- create summary figures listing the number of files for each subject / session and - and imaging modality (see `bids.diagnostic`) +- `bids.diagnostic` creates summary figures listing: + - the number of files for each subject / session and imaging modality + - the number of trials for each trial type in each events.tsv file for a given task - read and write JSON files (see `bids.util.jsondecode` and `bids.util.jsonwrite`) provided that the right diff --git a/docs/Makefile b/docs/Makefile index d0c3cbf1..a359dce0 100644 --- a/docs/Makefile +++ b/docs/Makefile @@ -1,6 +1,17 @@ # Minimal makefile for Sphinx documentation # +define BROWSER_PYSCRIPT +import os, webbrowser, sys + +from urllib.request import pathname2url + +webbrowser.open("file://" + pathname2url(os.path.abspath(sys.argv[1]))) +endef +export BROWSER_PYSCRIPT + +BROWSER := python -c "$$BROWSER_PYSCRIPT" + # You can set these variables from the command line, and also # from the environment for the first two. SPHINXOPTS ?= @@ -18,3 +29,7 @@ help: # "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). %: Makefile @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + + +view: + $(BROWSER) build/html/index.html diff --git a/docs/source/utility_functions.rst b/docs/source/utility_functions.rst index d4db74cd..a5087bce 100644 --- a/docs/source/utility_functions.rst +++ b/docs/source/utility_functions.rst @@ -3,16 +3,16 @@ Utility functions .. automodule:: +bids.+util -.. autofunction:: create_data_dict.m -.. autofunction:: create_participants_tsv.m -.. autofunction:: create_readme.m -.. autofunction:: create_scans_tsv.m -.. autofunction:: create_sessions_tsv.m -.. autofunction:: download_ds.m -.. autofunction:: jsondecode.m -.. autofunction:: jsonencode.m -.. autofunction:: mkdir.m -.. autofunction:: plot_events.m +.. autofunction:: create_data_dict +.. autofunction:: create_participants_tsv +.. autofunction:: create_readme +.. autofunction:: create_scans_tsv +.. autofunction:: create_sessions_tsv +.. autofunction:: download_ds +.. autofunction:: jsondecode +.. autofunction:: jsonencode +.. autofunction:: mkdir +.. autofunction:: plot_events .. _fig_diagsnotic: .. figure:: images/plot_events_ds001.png @@ -20,5 +20,5 @@ Utility functions output of ``plot_events`` -.. autofunction:: tsvread.m -.. autofunction:: tsvwrite.m +.. autofunction:: tsvread +.. autofunction:: tsvwrite From 0984d59f5fc2137dc440fca4f1180f417a0fc201 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 5 Jan 2023 11:34:35 +0100 Subject: [PATCH 322/340] rename transformers tests --- .../test_transformers_compute.m | 82 ++++++++++--- .../test_transformers_munge.m | 116 ++++++++++-------- 2 files changed, 127 insertions(+), 71 deletions(-) diff --git a/tests/test_transformers/test_transformers_compute.m b/tests/test_transformers/test_transformers_compute.m index 3ec6d6c6..749faec9 100644 --- a/tests/test_transformers/test_transformers_compute.m +++ b/tests/test_transformers/test_transformers_compute.m @@ -16,7 +16,7 @@ %% multi step -function test_add_subtract_with_output +function test_multi_add_subtract_with_output % GIVEN transformers(1).Name = 'Subtract'; @@ -41,7 +41,7 @@ %% single step -function test_basic_to_specific_rows +function test_Add_to_specific_rows %% GIVEN transformers(1).Name = 'Add'; transformers(1).Input = 'onset'; @@ -54,6 +54,10 @@ % THEN assertEqual(new_content.onset, [5; 4; 8; 8]); +end + +function test_Subtract_to_specific_rows + %% GIVEN transformers(1).Name = 'Subtract'; transformers(1).Input = 'onset'; @@ -68,7 +72,7 @@ end -function test_add_coerce_value +function test_Add_coerce_value %% GIVEN transformers(1).Name = 'Add'; @@ -95,7 +99,7 @@ end -function test_constant() +function test_Constant_basic() %% GIVEN transformers = struct('Name', 'Constant', ... @@ -106,6 +110,10 @@ function test_constant() assertEqual(new_content.cst, ones(4, 1)); +end + +function test_Constant_with_value() + %% GIVEN transformers = struct('Name', 'Constant', ... 'Value', 2, ... @@ -118,7 +126,7 @@ function test_constant() end -function test_divide_several_inputs +function test_Divide_several_inputs % GIVEN transformers(1).Name = 'Divide'; @@ -134,7 +142,7 @@ function test_constant() end -function test_mean() +function test_Mean() % GIVEN transformers = struct('Name', 'Mean', ... @@ -146,7 +154,10 @@ function test_mean() % THEN assertEqual(new_content.age_mean, nan); - % omit nan not implemented in octave +end + +function test_Mean_with_output() + if bids.internal.is_octave return end @@ -165,7 +176,7 @@ function test_mean() end -function test_product() +function test_Product() % GIVEN transformers = struct('Name', 'Product', ... @@ -180,7 +191,7 @@ function test_product() end -function test_std() +function test_StdDev() % GIVEN transformers = struct('Name', 'StdDev', ... @@ -192,7 +203,10 @@ function test_std() % THEN assertEqual(new_content.age_std, nan); - % omit nan not implemented in octave +end + +function test_StdDev_omitnan() + if bids.internal.is_octave return end @@ -211,7 +225,7 @@ function test_std() end -function test_sum() +function test_Sum() % GIVEN transformers = struct('Name', 'Sum', ... @@ -224,6 +238,10 @@ function test_sum() % THEN assertEqual(new_content.onset_plus_duration, [4; 6; 8; 10]); +end + +function test_Sum_with_weights() + % GIVEN transformers = struct('Name', 'Sum', ... 'Input', {{'onset', 'duration'}}, ... @@ -238,7 +256,7 @@ function test_sum() end -function test_power +function test_Power %% GIVEN transformers.Name = 'Power'; @@ -250,6 +268,9 @@ function test_sum() % THEN assertEqual(new_content.intensity, [4; 16]); +end + +function test_Power_with_output %% GIVEN transformers.Name = 'Power'; @@ -265,7 +286,7 @@ function test_sum() end -function test_scale() +function test_Scale() % omit nan not implemented in octave if bids.internal.is_octave @@ -284,6 +305,15 @@ function test_scale() [-0.1769; -0.3699; 1.4315; -0.8846; nan], ... 'absolute', 1e-3); +end + +function test_Scale_all_options() + + % omit nan not implemented in octave + if bids.internal.is_octave + return + end + %% GIVEN transformers = struct('Name', 'Scale', ... 'Input', {{'age'}}, ... @@ -301,7 +331,7 @@ function test_scale() 'absolute', 1e-3); end -function test_scale_nan_after() +function test_multi_Scale_nan_after() % omit nan not implemented in octave if bids.internal.is_octave @@ -345,7 +375,7 @@ function test_scale_nan_after() 'absolute', 1e-3); end -function test_scale_nan_before() +function test_multi_scale_nan_before() % omit nan not implemented in octave if bids.internal.is_octave @@ -383,7 +413,7 @@ function test_scale_nan_before() 'absolute', 1e-3); end -function test_subtract +function test_Subtract % GIVEN transformers(1).Name = 'Subtract'; @@ -398,7 +428,7 @@ function test_scale_nan_before() end -function test_threshold_output() +function test_Threshold_with_output() transformers = struct('Name', 'Threshold', ... 'Input', 'to_threshold', ... @@ -410,7 +440,7 @@ function test_threshold_output() end -function test_threshold() +function test_Threshold() %% WHEN transformers = struct('Name', 'Threshold', ... @@ -421,6 +451,10 @@ function test_threshold() % THEN assertEqual(new_content.to_threshold, [1; 2; 0; 0]); +end + +function test_Threshold_with_threshold_specified() + %% WHEN transformers = struct('Name', 'Threshold', ... 'Input', 'to_threshold', ... @@ -431,6 +465,10 @@ function test_threshold() % THEN assertEqual(new_content.to_threshold, [0; 2; 0; 0]); +end + +function test_Threshold_binarize() + %% WHEN transformers = struct('Name', 'Threshold', ... 'Input', 'to_threshold', ... @@ -441,6 +479,10 @@ function test_threshold() % THEN assertEqual(new_content.to_threshold, [1; 1; 0; 0]); +end + +function test_Threshold_binarize_above() + %% WHEN transformers = struct('Name', 'Threshold', ... 'Input', 'to_threshold', ... @@ -452,6 +494,10 @@ function test_threshold() % THEN assertEqual(new_content.to_threshold, [0; 0; 1; 1]); +end + +function test_Threshold_binarize_above_singed() + %% WHEN transformers = struct('Name', 'Threshold', ... 'Input', 'to_threshold', ... diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index f84c264c..b60b22e5 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -71,7 +71,7 @@ function test_get_query() %% LOGICAL -function test_and() +function test_And() % GIVEN transformers = struct('Name', 'And', ... @@ -86,7 +86,7 @@ function test_and() end -function test_and_nan() +function test_And_nan() % GIVEN transformers = struct('Name', 'And', ... @@ -101,7 +101,7 @@ function test_and_nan() end -function test_or() +function test_Or() % GIVEN transformers = struct('Name', 'Or', ... @@ -116,7 +116,7 @@ function test_or() end -function test_not() +function test_Not() % GIVEN transformers = struct('Name', 'Not', ... @@ -135,7 +135,7 @@ function test_not() %% multi step -function test_touch() +function test_multi_touch() % GIVEN tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-TouchBefore_events.tsv'); @@ -165,7 +165,7 @@ function test_touch() end -function test_combine_columns() +function test_multi_combine_columns() % GIVEN tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionBefore_events.tsv'); @@ -200,7 +200,7 @@ function test_combine_columns() end -function test_complex_filter_with_and() +function test_multi_complex_filter_with_and() %% GIVEN tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionBefore_events.tsv'); @@ -242,7 +242,7 @@ function test_complex_filter_with_and() % ordered alphabetically -function test_assign_with_target_attribute() +function test_Assign_with_target_attribute() transformers = struct('Name', 'Assign', ... 'Input', 'response_time', ... @@ -272,7 +272,7 @@ function test_assign_with_target_attribute() end -function test_assign() +function test_Assign() transformers = struct('Name', 'Assign', ... 'Input', 'response_time', ... @@ -287,7 +287,7 @@ function test_assign() end -function test_assign_with_output() +function test_Assign_with_output() transformers = struct('Name', 'Assign', ... 'Input', 'response_time', ... @@ -303,7 +303,7 @@ function test_assign_with_output() end -function test_assign_with_output_and_input_attribute() +function test_Assign_with_output_and_input_attribute() transformers = struct('Name', 'Assign', ... 'Input', 'response_time', ... @@ -320,7 +320,7 @@ function test_assign_with_output_and_input_attribute() end -function test_assign_missing_target() +function test_Assign_missing_target() transformers = struct('Name', 'Assign', ... 'Input', 'response_time', ... @@ -331,7 +331,7 @@ function test_assign_missing_target() end -function test_concatenate() +function test_Concatenate() % GIVEN tsvFile = fullfile(dummy_data_dir(), ... @@ -350,7 +350,7 @@ function test_concatenate() end -function test_concatenate_strings() +function test_Concatenate_strings() % GIVEN transformers = struct('Name', 'Concatenate', ... @@ -366,7 +366,7 @@ function test_concatenate_strings() end -function test_concatenate_numbers() +function test_Concatenate_numbers() % GIVEN transformers = struct('Name', 'Concatenate', ... @@ -384,7 +384,7 @@ function test_concatenate_numbers() end -function test_copy() +function test_Copy() % GIVEN tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionBefore_events.tsv'); @@ -401,7 +401,7 @@ function test_copy() end -function test_delete_select() +function test_Delete() % GIVEN tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionBefore_events.tsv'); @@ -414,19 +414,9 @@ function test_delete_select() assert(~(ismember({'face_type'}, fieldnames(new_content)))); - % GIVEN - transformers = struct('Name', 'Select', ... - 'Input', 'face_type'); - - new_content = bids.transformers(transformers, tsv_content); - - assertEqual(fieldnames(new_content), { 'face_type' - 'onset' - 'duration'}); - end -function test_drop_na() +function test_DropNA() % GIVEN transformers = struct('Name', 'DropNA', ... @@ -441,7 +431,7 @@ function test_drop_na() end -function test_factor() +function test_Factor() % GIVEN transformers = struct('Name', 'Factor', ... @@ -458,7 +448,7 @@ function test_factor() end -function test_factor_numeric() +function test_Factor_numeric() % GIVEN transformers = struct('Name', 'Factor', ... @@ -475,7 +465,7 @@ function test_factor_numeric() end -function test_filter_numeric() +function test_Filter_numeric() types = {'>=', '<=', '==', '>', '<', '~='}; expected = [nan 2 1.56 2.1 @@ -485,6 +475,8 @@ function test_filter_numeric() 1.5 nan nan nan 1.5 2 nan 2.1]; + error('need to take care of parametrization'); + for i = 1:numel(types) % GIVEN @@ -502,7 +494,7 @@ function test_filter_numeric() end -function test_filter_string() +function test_Filter_string() % GIVEN transformers = struct('Name', 'Filter', ... @@ -517,7 +509,7 @@ function test_filter_string() end -function test_filter_string_unequal() +function test_Filter_string_unequal() % GIVEN transformers = struct('Name', 'Filter', ... @@ -532,7 +524,7 @@ function test_filter_string_unequal() end -function test_filter_string_output() +function test_Filter_string_output() % GIVEN transformers = struct('Name', 'Filter', ... @@ -552,7 +544,7 @@ function test_filter_string_output() end -function test_filter_string_output_across_columns() +function test_Filter_string_output_across_columns() % GIVEN transformers = struct('Name', 'Filter', ... @@ -568,7 +560,7 @@ function test_filter_string_output_across_columns() end -function test_filter_across_columns() +function test_Filter_across_columns() transformers = struct('Name', 'Filter', ... 'Input', 'familiarity', ... @@ -584,7 +576,7 @@ function test_filter_across_columns() end -function test_filter_several_inputs() +function test_Filter_several_inputs() transformers = struct('Name', 'Filter', ... 'Input', {{'repetition', 'response_time'}}, ... @@ -599,7 +591,7 @@ function test_filter_several_inputs() end -function test_label_identical_rows +function test_LabelIdenticalRows_rows transformers(1).Name = 'LabelIdenticalRows'; transformers(1).Input = {'trial_type', 'stim_type', 'other_type'}; @@ -616,7 +608,7 @@ function test_filter_several_inputs() end -function test_label_identical_rows_cumulative +function test_LabelIdenticalRows_rows_cumulative transformers(1).Name = 'LabelIdenticalRows'; transformers(1).Input = {'trial_type'}; @@ -630,7 +622,7 @@ function test_filter_several_inputs() end -function test_merge_identical_rows_cellstr +function test_MergeIdenticalRows_rows_cellstr transformers(1).Name = 'MergeIdenticalRows'; transformers(1).Input = {'trial_type'}; @@ -649,7 +641,7 @@ function test_filter_several_inputs() end -function test_merge_identical_rows_numeric +function test_MergeIdenticalRows_rows_numeric transformers(1).Name = 'MergeIdenticalRows'; transformers(1).Input = {'trial_type'}; @@ -668,7 +660,7 @@ function test_filter_several_inputs() end -function test_replace() +function test_Replace() %% GIVEN transformers(1).Name = 'Replace'; @@ -684,7 +676,7 @@ function test_replace() end -function test_replace_regexp() +function test_Replace_regexp() %% GIVEN transformers(1).Name = 'Replace'; @@ -699,7 +691,7 @@ function test_replace_regexp() end -function test_replace_string_by_numeric() +function test_Replace_string_by_numeric() %% GIVEN transformers(1).Name = 'Replace'; @@ -716,7 +708,7 @@ function test_replace_string_by_numeric() end -function test_replace_with_output() +function test_Replace_with_output() %% GIVEN transformers(1).Name = 'Replace'; @@ -736,7 +728,7 @@ function test_replace_with_output() end -function test_replace_string_in_numeric_output() +function test_Replace_string_in_numeric_output() %% GIVEN data.fruits = {'apple'; 'banana'; 'elusive'}; @@ -762,7 +754,7 @@ function test_replace_string_in_numeric_output() end -function test_rename() +function test_Rename() % GIVEN tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionBefore_events.tsv'); @@ -780,7 +772,7 @@ function test_rename() end -function test_select() +function test_Select() % GIVEN transformers = struct('Name', 'Select', ... @@ -794,7 +786,25 @@ function test_select() end -function test_select_event() +function test_Select_events_file() + + % GIVEN + tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionBefore_events.tsv'); + tsv_content = bids.util.tsvread(tsvFile); + + % GIVEN + transformers = struct('Name', 'Select', ... + 'Input', 'face_type'); + + new_content = bids.transformers(transformers, tsv_content); + + assertEqual(fieldnames(new_content), {'face_type' + 'onset' + 'duration'}); + +end + +function test_Select_events_file_2() % GIVEN transformers = struct('Name', 'Select', ... @@ -808,7 +818,7 @@ function test_select_event() end -function test_split_empty_by() +function test_Split_empty_by() % GIVEN transformers = struct('Name', 'Split', ... @@ -823,7 +833,7 @@ function test_split_empty_by() end -function test_split_simple() +function test_Split_simple() % GIVEN transformers = struct('Name', 'Split', ... @@ -839,7 +849,7 @@ function test_split_simple() end -function test_split_simple_string() +function test_Split_simple_string() % GIVEN transformers = struct('Name', 'Split', ... @@ -855,7 +865,7 @@ function test_split_simple_string() end -function test_split_nested() +function test_Split_nested() % GIVEN transformers = struct('Name', 'Split', ... From b946fc9220df18dbdf51f54e0c2bc21b9397fa46 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 5 Jan 2023 12:10:06 +0100 Subject: [PATCH 323/340] refactor tests --- .../test_transformers_compute.m | 140 ++++++-- .../test_transformers_munge.m | 334 ++++++++---------- .../test_transformers_munge_multi.m | 135 +++++++ .../test_transformers_side_functions.m | 70 ++++ tests/utils/write_test_definition_to_file.m | 23 ++ 5 files changed, 483 insertions(+), 219 deletions(-) create mode 100644 tests/test_transformers/test_transformers_munge_multi.m create mode 100644 tests/test_transformers/test_transformers_side_functions.m create mode 100644 tests/utils/write_test_definition_to_file.m diff --git a/tests/test_transformers/test_transformers_compute.m b/tests/test_transformers/test_transformers_compute.m index 749faec9..30c7b6a4 100644 --- a/tests/test_transformers/test_transformers_compute.m +++ b/tests/test_transformers/test_transformers_compute.m @@ -14,6 +14,11 @@ %% COMPUTE +function write_definition(input, output, trans, stack) + test_name = stack.name; + write_test_definition_to_file(input, output, trans, test_name, 'compute'); +end + %% multi step function test_multi_add_subtract_with_output @@ -30,7 +35,10 @@ transformers(2).Output = 'onset_plus_1'; % WHEN - new_content = bids.transformers(transformers, vis_motion_events()); + data = vis_motion_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assert(all(ismember({'onset_plus_1'; 'onset_minus_3'}, fieldnames(new_content)))); @@ -49,7 +57,10 @@ transformers(1).Value = 3; % WHEN - new_content = bids.transformers(transformers, face_rep_events()); + data = face_rep_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.onset, [5; 4; 8; 8]); @@ -65,7 +76,10 @@ transformers(1).Value = 1; % WHEN - new_content = bids.transformers(transformers, face_rep_events()); + data = face_rep_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.onset, [1; 4; 4; 8]); @@ -80,7 +94,10 @@ transformers(1).Value = '3'; % WHEN - new_content = bids.transformers(transformers, vis_motion_events()); + data = vis_motion_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.onset, [5; 7]); @@ -106,7 +123,10 @@ function test_Constant_basic() 'Output', 'cst'); % WHEN - new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); + data = vis_motion_to_threshold_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assertEqual(new_content.cst, ones(4, 1)); @@ -120,7 +140,10 @@ function test_Constant_with_value() 'Output', 'cst'); % WHEN - new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); + data = vis_motion_to_threshold_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assertEqual(new_content.cst, ones(4, 1) * 2); @@ -134,7 +157,10 @@ function test_Constant_with_value() transformers(1).Value = 2; % WHEN - new_content = bids.transformers(transformers, vis_motion_events()); + data = vis_motion_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.onset, [1; 2]); @@ -149,7 +175,10 @@ function test_Mean() 'Input', {{'age'}}); % WHEN - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.age_mean, nan); @@ -169,7 +198,10 @@ function test_Mean_with_output() 'OmitNan', true); % WHEN - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.age_mean_omitnan, 23.75); @@ -184,7 +216,10 @@ function test_Product() 'Output', 'onset_times_duration'); % WHEN - new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); + data = vis_motion_to_threshold_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.onset_times_duration, [4; 8; 12; 16]); @@ -198,7 +233,10 @@ function test_StdDev() 'Input', {{'age'}}); % WHEN - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.age_std, nan); @@ -218,7 +256,10 @@ function test_StdDev_omitnan() 'OmitNan', true); % WHEN - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertElementsAlmostEqual(new_content.age_std_omitnan, 15.543, 'absolute', 1e-3); @@ -233,7 +274,10 @@ function test_Sum() 'Output', 'onset_plus_duration'); % WHEN - new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); + data = vis_motion_to_threshold_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.onset_plus_duration, [4; 6; 8; 10]); @@ -249,7 +293,10 @@ function test_Sum_with_weights() 'Output', 'onset_plus_duration_with_weight'); % WHEN - new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); + data = vis_motion_to_threshold_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.onset_plus_duration_with_weight, [6; 10; 14; 18]); @@ -264,7 +311,10 @@ function test_Sum_with_weights() transformers.Value = 2; % WHEN - new_content = bids.transformers(transformers, vis_motion_events()); + data = vis_motion_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.intensity, [4; 16]); @@ -279,7 +329,10 @@ function test_Sum_with_weights() transformers.Output = 'intensity_cubed'; % WHEN - new_content = bids.transformers(transformers, vis_motion_events()); + data = vis_motion_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.intensity_cubed, [8; -64]); @@ -298,7 +351,10 @@ function test_Scale() 'Input', {{'age'}}); % WHEN - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertElementsAlmostEqual(new_content.age, ... @@ -323,7 +379,10 @@ function test_Scale_all_options() 'Output', {{'age_demeaned_centered'}}); % WHEN - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertElementsAlmostEqual(new_content.age_demeaned_centered, ... @@ -358,7 +417,10 @@ function test_multi_Scale_nan_after() 'Demean', false, ... 'Output', {{'age_not_demeaned_after'}}); % WHEN - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertElementsAlmostEqual(new_content.age_not_rescaled, ... @@ -399,7 +461,10 @@ function test_multi_scale_nan_before() 'Output', {{'age_not_demeaned_before'}}); % WHEN - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertElementsAlmostEqual(new_content.age_before, ... @@ -421,7 +486,10 @@ function test_multi_scale_nan_before() transformers(1).Value = 3; % WHEN - new_content = bids.transformers(transformers, vis_motion_events()); + data = vis_motion_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.onset, [-1; 1]); @@ -434,7 +502,10 @@ function test_Threshold_with_output() 'Input', 'to_threshold', ... 'Output', 'tmp'); - new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); + data = vis_motion_to_threshold_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assertEqual(new_content.tmp, [1; 2; 0; 0]); @@ -446,7 +517,10 @@ function test_Threshold() transformers = struct('Name', 'Threshold', ... 'Input', 'to_threshold'); - new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); + data = vis_motion_to_threshold_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.to_threshold, [1; 2; 0; 0]); @@ -460,7 +534,10 @@ function test_Threshold_with_threshold_specified() 'Input', 'to_threshold', ... 'Threshold', 1); - new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); + data = vis_motion_to_threshold_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.to_threshold, [0; 2; 0; 0]); @@ -474,7 +551,10 @@ function test_Threshold_binarize() 'Input', 'to_threshold', ... 'Binarize', true); - new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); + data = vis_motion_to_threshold_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.to_threshold, [1; 1; 0; 0]); @@ -489,7 +569,10 @@ function test_Threshold_binarize_above() 'Binarize', true, ... 'Above', false); - new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); + data = vis_motion_to_threshold_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.to_threshold, [0; 0; 1; 1]); @@ -506,7 +589,10 @@ function test_Threshold_binarize_above_singed() 'Above', true, ... 'Signed', false); - new_content = bids.transformers(transformers, vis_motion_to_threshold_events()); + data = vis_motion_to_threshold_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.to_threshold, [0; 1; 0; 1]); diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index b60b22e5..e3ea6a78 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -12,60 +12,13 @@ end -%% +function write_definition(input, output, trans, stack, suffix) -function test_no_transformation() - - transformers = struct([]); - - [new_content, json] = bids.transformers(transformers, participants()); - - assertEqual(new_content, participants()); - - assertEqual(json, struct('Transformer', ['bids-matlab_' bids.internal.get_version], ... - 'Instructions', struct([]))); - -end - -%% SIDE FUNCTIONS - -function test_get_input() - - %% GIVEN - transformers = struct('Input', {{'onset'}}); - data = vis_motion_to_threshold_events(); - - % WHEN - inputs = bids.transformers_list.get_input(transformers, data); - - assertEqual(inputs, {'onset'}); - - %% GIVEN - transformers = struct('Input', {{'onset', 'foo', 'bar'}}, 'tolerant', false); - data = vis_motion_to_threshold_events(); - - % WHEN - assertExceptionThrown(@()bids.transformers_list.get_input(transformers, data), ... - 'check_field:missingInput'); - -end - -function status = test_is_run_level() - - data = struct('onset', [], 'duration', [], 'foo', 'bar'); - assert(bids.transfomers.is_run_level(data)); - -end - -function test_get_query() - - transformer.Query = 'R T == 1'; - - [left, type, right] = bids.transformers_list.get_query(transformer); - - assertEqual(type, '=='); - assertEqual(left, 'R T'); - assertEqual(right, '1'); + test_name = stack.name; + if nargin == 5 + test_name = [test_name '_' suffix]; + end + write_test_definition_to_file(input, output, trans, test_name, 'munge'); end @@ -79,7 +32,10 @@ function test_And() 'Output', 'men_gt_twenty'); % WHEN - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.men_gt_twenty, [true; false; false; false; false]); @@ -94,7 +50,10 @@ function test_And_nan() 'Output', 'age_or_hand'); % WHEN - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.age_or_hand, [true; true; false; true; false]); @@ -109,7 +68,10 @@ function test_Or() 'Output', 'men_or_gt_twenty'); % WHEN - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.men_or_gt_twenty, [true; true; true; false; false]); @@ -124,120 +86,16 @@ function test_Not() 'Output', 'ager_lt_twenty'); % WHEN - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.ager_lt_twenty, [false; true; false; true; true]); end -%% MUNGE - -%% multi step - -function test_multi_touch() - - % GIVEN - tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-TouchBefore_events.tsv'); - tsv_content = bids.util.tsvread(tsvFile); - - transformers{1} = struct('Name', 'Threshold', ... - 'Input', 'duration', ... - 'Binarize', true, ... - 'Output', 'tmp'); - transformers{2} = struct('Name', 'Replace', ... - 'Input', 'tmp', ... - 'Output', 'duration', ... - 'Attribute', 'duration', ... - 'Replace', struct('key', 1, ... - 'value', 1)); - transformers{3} = struct('Name', 'Delete', ... - 'Input', {{'tmp'}}); - - % WHEN - [new_content, json] = bids.transformers(transformers, tsv_content); - - % THEN - % TODO assert whole content - assertEqual(fieldnames(tsv_content), fieldnames(new_content)); - assertEqual(json, struct('Transformer', ['bids-matlab_' bids.internal.get_version], ... - 'Instructions', {transformers})); - -end - -function test_multi_combine_columns() - - % GIVEN - tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionBefore_events.tsv'); - tsv_content = bids.util.tsvread(tsvFile); - - transformers{1} = struct('Name', 'Filter', ... - 'Input', 'face_type', ... - 'Query', 'face_type==famous', ... - 'Output', 'Famous'); - transformers{2} = struct('Name', 'Filter', ... - 'Input', 'repetition_type', ... - 'Query', 'repetition_type==1', ... - 'Output', 'FirstRep'); - transformers{3} = struct('Name', 'And', ... - 'Input', {{'Famous', 'FirstRep'}}, ... - 'Output', 'tmp'); - transformers{4} = struct('Name', 'Replace', ... - 'Input', 'tmp', ... - 'Output', 'trial_type', ... - 'Replace', struct('key', 'tmp_1', ... - 'value', 'FamousFirstRep')); - transformers{5} = struct('Name', 'Delete', ... - 'Input', {{'tmp', 'Famous', 'FirstRep'}}); - - % WHEN - new_content = bids.transformers(transformers, tsv_content); - - % THEN - % TODO assert whole content - assertEqual(fieldnames(tsv_content), fieldnames(new_content)); - assertEqual(unique(new_content.trial_type), {'face'}); - -end - -function test_multi_complex_filter_with_and() - - %% GIVEN - tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionBefore_events.tsv'); - tsv_content = bids.util.tsvread(tsvFile); - - transformers{1} = struct('Name', 'Filter', ... - 'Input', 'face_type', ... - 'Query', 'face_type==famous', ... - 'Output', 'Famous'); - transformers{2} = struct('Name', 'Filter', ... - 'Input', 'repetition_type', ... - 'Query', 'repetition_type==1', ... - 'Output', 'FirstRep'); - - % WHEN - new_content = bids.transformers(transformers, tsv_content); - - % THEN - assert(all(ismember({'Famous'; 'FirstRep'}, fieldnames(new_content)))); - assertEqual(sum(strcmp(new_content.Famous, 'famous')), 52); - if ~bids.internal.is_octave - assertEqual(nansum(new_content.FirstRep), 52); - end - - %% GIVEN - transformers{3} = struct('Name', 'And', ... - 'Input', {{'Famous', 'FirstRep'}}, ... - 'Output', 'FamousFirstRep'); - - % WHEN - new_content = bids.transformers(transformers, tsv_content); - - % THEN - assertEqual(sum(new_content.FamousFirstRep), 26); - -end - %% single step % ordered alphabetically @@ -253,6 +111,8 @@ function test_Assign_with_target_attribute() data.Face = [1; 1; 1; 1]; new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % check non involved fields are padded correctly expected.familiarity = cat(1, data.familiarity, repmat({nan}, 4, 1)); @@ -282,6 +142,8 @@ function test_Assign() data.Face = [1; 1; 1; 1]; new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assertEqual(new_content.Face, new_content.response_time); @@ -298,6 +160,8 @@ function test_Assign_with_output() data.Face = [1; 1; 1; 1]; new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assertEqual(new_content.new_face, new_content.response_time); @@ -315,6 +179,8 @@ function test_Assign_with_output_and_input_attribute() data.Face = [1; 1; 1; 1]; new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assertEqual(new_content.new_face, new_content.onset); @@ -343,7 +209,10 @@ function test_Concatenate() 'Output', 'trial_type'); % WHEN - new_content = bids.transformers(transformers, tsv_content); + data = tsv_content; + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assertEqual(unique(new_content.trial_type), ... {'famous_1'; 'famous_2'; 'unfamiliar_1'; 'unfamiliar_2'}); @@ -358,7 +227,10 @@ function test_Concatenate_strings() 'Output', 'trial_type'); % WHEN - new_content = bids.transformers(transformers, face_rep_events()); + data = face_rep_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assertEqual(unique(new_content.trial_type), ... {'Face_Famous face'; ... @@ -374,7 +246,10 @@ function test_Concatenate_numbers() 'Output', 'trial_type'); % WHEN - new_content = bids.transformers(transformers, face_rep_events()); + data = face_rep_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assertEqual(unique(new_content.trial_type), ... {'2_1.5' @@ -393,7 +268,10 @@ function test_Copy() transformers = struct('Name', 'Copy', ... 'Input', {{'face_type', 'repetition_type'}}, ... 'Output', {{'foo', 'bar'}}); - new_content = bids.transformers(transformers, tsv_content); + data = tsv_content; + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assert(all(ismember({'foo'; 'bar'}, fieldnames(new_content)))); assertEqual(new_content.foo, new_content.face_type); @@ -410,7 +288,10 @@ function test_Delete() transformers = struct('Name', 'Delete', ... 'Input', 'face_type'); - new_content = bids.transformers(transformers, tsv_content); + data = tsv_content; + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assert(~(ismember({'face_type'}, fieldnames(new_content)))); @@ -423,7 +304,10 @@ function test_DropNA() 'Input', {{'age', 'handedness'}}); % WHEN - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.age, [21; 18; 46; 10]); @@ -438,7 +322,10 @@ function test_Factor() 'Input', {{'familiarity'}}); % WHEN - new_content = bids.transformers(transformers, face_rep_events()); + data = face_rep_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assert(isfield(new_content, 'familiarity_1')); @@ -455,7 +342,10 @@ function test_Factor_numeric() 'Input', {{'age'}}); % WHEN - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assert(isfield(new_content, 'age_10')); @@ -475,8 +365,6 @@ function test_Filter_numeric() 1.5 nan nan nan 1.5 2 nan 2.1]; - error('need to take care of parametrization'); - for i = 1:numel(types) % GIVEN @@ -485,7 +373,10 @@ function test_Filter_numeric() 'Query', [' response_time ' types{i} ' 1.56']); % WHEN - new_content = bids.transformers(transformers, face_rep_events()); + data = face_rep_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st, types{i}); % THEN assertEqual(new_content.response_time, expected(i, :)'); @@ -502,7 +393,10 @@ function test_Filter_string() 'Query', ' familiarity == Famous face '); % WHEN - new_content = bids.transformers(transformers, face_rep_events()); + data = face_rep_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.familiarity, {'Famous face'; nan; 'Famous face'; nan}); @@ -517,7 +411,10 @@ function test_Filter_string_unequal() 'Query', ' familiarity ~= Famous face '); % WHEN - new_content = bids.transformers(transformers, face_rep_events()); + data = face_rep_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.familiarity, {nan; 'Unfamiliar face'; nan; 'Unfamiliar face'}); @@ -533,7 +430,10 @@ function test_Filter_string_output() 'Output', 'famous_face'); % WHEN - new_content = bids.transformers(transformers, face_rep_events()); + data = face_rep_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.familiarity, {'Famous face' @@ -553,7 +453,10 @@ function test_Filter_string_output_across_columns() 'Output', 'new'); % WHEN - new_content = bids.transformers(transformers, face_rep_events()); + data = face_rep_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.new, [2; nan; 5; nan]); @@ -583,7 +486,10 @@ function test_Filter_several_inputs() 'Query', 'repetition>1'); % WHEN - new_content = bids.transformers(transformers, face_rep_events); + data = face_rep_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assertEqual(new_content.repetition, [nan; nan; 2; 2]); @@ -601,6 +507,8 @@ function test_Filter_several_inputs() data.other_type = {'face'; 1; 1; 2; nan; 'chair'; 'chair'; nan}; new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assertEqual(new_content.trial_type_label, [1; 2; 1; 2; 3; 4; 5; 1]); assertEqual(new_content.stim_type_label, [1; 2; 3; 1; 1; 1; 1; 1]); @@ -617,6 +525,8 @@ function test_Filter_several_inputs() data.trial_type = {'face'; 'face'; 'house'; 'house'; 'face'; 'house'; 'chair'}; new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assertEqual(new_content.trial_type_label, [1; 2; 1; 2; 3; 3; 1]); @@ -633,6 +543,8 @@ function test_Filter_several_inputs() data.stim_type = {'delete'; 'delete'; 'keep'; 'keep'; 'keep'; 'delete'; 'delete'}; new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assertEqual(new_content.trial_type, {'face'; 'house'; 'chair'}); assertEqual(new_content.stim_type, {'keep'; 'keep'; 'keep'}); @@ -652,6 +564,8 @@ function test_Filter_several_inputs() data.stim_type = {'keep'; 'delete'; 'keep'; 'keep'; 'keep'; 'keep'; 'keep'}; new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assertEqual(new_content.trial_type, [2; 1; 3; nan; 3; 1]); assertEqual(new_content.stim_type, {'keep'; 'keep'; 'keep'; 'keep'; 'keep'; 'keep'}); @@ -669,7 +583,10 @@ function test_Replace() transformers(1).Replace(2) = struct('key', 'Unfamiliar face', 'value', 'bar'); % WHEN - new_content = bids.transformers(transformers, face_rep_events()); + data = face_rep_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.familiarity, {'foo'; 'bar'; 'foo'; 'bar'}); @@ -684,7 +601,10 @@ function test_Replace_regexp() transformers(1).Replace(1) = struct('key', '.*face', 'value', 'foo'); % WHEN - new_content = bids.transformers(transformers, face_rep_events()); + data = face_rep_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.familiarity, {'foo'; 'foo'; 'foo'; 'foo'}); @@ -701,7 +621,10 @@ function test_Replace_string_by_numeric() transformers(1).Attribute = 'duration'; % WHEN - new_content = bids.transformers(transformers, face_rep_events()); + data = face_rep_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.duration, [1; 2; 1; 2]); @@ -719,7 +642,10 @@ function test_Replace_with_output() transformers(1).Attribute = 'all'; % WHEN - new_content = bids.transformers(transformers, face_rep_events()); + data = face_rep_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.tmp, {1; 'Unfamiliar face'; 1; 'Unfamiliar face'}); @@ -763,7 +689,10 @@ function test_Rename() transformers = struct('Name', 'Rename', ... 'Input', {{'face_type', 'repetition_type'}}, ... 'Output', {{'foo', 'bar'}}); - new_content = bids.transformers(transformers, tsv_content); + data = tsv_content; + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assert(all(ismember({'foo'; 'bar'}, fieldnames(new_content)))); assert(all(~ismember({'face_type'; 'repetition_type'}, fieldnames(new_content)))); @@ -779,7 +708,10 @@ function test_Select() 'Input', {{'age'}}); % WHEN' - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(fieldnames(new_content), {'age'}); @@ -796,7 +728,10 @@ function test_Select_events_file() transformers = struct('Name', 'Select', ... 'Input', 'face_type'); - new_content = bids.transformers(transformers, tsv_content); + data = tsv_content; + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); assertEqual(fieldnames(new_content), {'face_type' 'onset' @@ -811,7 +746,10 @@ function test_Select_events_file_2() 'Input', {{'familiarity'}}); % WHEN' - new_content = bids.transformers(transformers, face_rep_events()); + data = face_rep_events(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(fieldnames(new_content), {'familiarity'; 'onset'; 'duration'}); @@ -826,7 +764,10 @@ function test_Split_empty_by() 'By', {{}}); % WHEN' - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content, participants); @@ -841,7 +782,10 @@ function test_Split_simple() 'By', {{'sex'}}); % WHEN' - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.age_BY_sex_M, [21; 18; nan; nan; nan]); @@ -857,7 +801,10 @@ function test_Split_simple_string() 'By', {{'sex'}}); % WHEN' - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assertEqual(new_content.handedness_BY_sex_F, {nan; nan; nan; 'left'; 'right'}); @@ -873,7 +820,10 @@ function test_Split_nested() 'By', {{'sex', 'handedness'}}); % WHEN' - new_content = bids.transformers(transformers, participants()); + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); % THEN assert(isfield(new_content, 'age_BY_handedness_left_BY_sex_M')); diff --git a/tests/test_transformers/test_transformers_munge_multi.m b/tests/test_transformers/test_transformers_munge_multi.m new file mode 100644 index 00000000..cc58d31e --- /dev/null +++ b/tests/test_transformers/test_transformers_munge_multi.m @@ -0,0 +1,135 @@ +function test_suite = test_transformers_munge_multi %#ok<*STOUT> + % + + % (C) Copyright 2022 Remi Gau + + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + + initTestSuite; + +end + +%% MUNGE + +%% multi step + +function test_multi_touch() + + % GIVEN + tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-TouchBefore_events.tsv'); + tsv_content = bids.util.tsvread(tsvFile); + + transformers{1} = struct('Name', 'Threshold', ... + 'Input', 'duration', ... + 'Binarize', true, ... + 'Output', 'tmp'); + transformers{2} = struct('Name', 'Replace', ... + 'Input', 'tmp', ... + 'Output', 'duration', ... + 'Attribute', 'duration', ... + 'Replace', struct('key', 1, ... + 'value', 1)); + transformers{3} = struct('Name', 'Delete', ... + 'Input', {{'tmp'}}); + + % WHEN + [new_content, json] = bids.transformers(transformers, tsv_content); + + % THEN + % TODO assert whole content + assertEqual(fieldnames(tsv_content), fieldnames(new_content)); + assertEqual(json, struct('Transformer', ['bids-matlab_' bids.internal.get_version], ... + 'Instructions', {transformers})); + +end + +function test_multi_combine_columns() + + % GIVEN + tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionBefore_events.tsv'); + tsv_content = bids.util.tsvread(tsvFile); + + transformers{1} = struct('Name', 'Filter', ... + 'Input', 'face_type', ... + 'Query', 'face_type==famous', ... + 'Output', 'Famous'); + transformers{2} = struct('Name', 'Filter', ... + 'Input', 'repetition_type', ... + 'Query', 'repetition_type==1', ... + 'Output', 'FirstRep'); + transformers{3} = struct('Name', 'And', ... + 'Input', {{'Famous', 'FirstRep'}}, ... + 'Output', 'tmp'); + transformers{4} = struct('Name', 'Replace', ... + 'Input', 'tmp', ... + 'Output', 'trial_type', ... + 'Replace', struct('key', 'tmp_1', ... + 'value', 'FamousFirstRep')); + transformers{5} = struct('Name', 'Delete', ... + 'Input', {{'tmp', 'Famous', 'FirstRep'}}); + + % WHEN + data = tsv_content; + new_content = bids.transformers(transformers, data); + + % THEN + % TODO assert whole content + assertEqual(fieldnames(tsv_content), fieldnames(new_content)); + assertEqual(unique(new_content.trial_type), {'face'}); + +end + +function test_multi_complex_filter_with_and() + + %% GIVEN + tsvFile = fullfile(dummy_data_dir(), 'sub-01_task-FaceRepetitionBefore_events.tsv'); + tsv_content = bids.util.tsvread(tsvFile); + + transformers{1} = struct('Name', 'Filter', ... + 'Input', 'face_type', ... + 'Query', 'face_type==famous', ... + 'Output', 'Famous'); + transformers{2} = struct('Name', 'Filter', ... + 'Input', 'repetition_type', ... + 'Query', 'repetition_type==1', ... + 'Output', 'FirstRep'); + + % WHEN + data = tsv_content; + new_content = bids.transformers(transformers, data); + + % THEN + assert(all(ismember({'Famous'; 'FirstRep'}, fieldnames(new_content)))); + assertEqual(sum(strcmp(new_content.Famous, 'famous')), 52); + if ~bids.internal.is_octave + assertEqual(nansum(new_content.FirstRep), 52); + end + + %% GIVEN + transformers{3} = struct('Name', 'And', ... + 'Input', {{'Famous', 'FirstRep'}}, ... + 'Output', 'FamousFirstRep'); + + % WHEN + data = tsv_content; + new_content = bids.transformers(transformers, data); + + % THEN + assertEqual(sum(new_content.FamousFirstRep), 26); + +end + +%% Helper functions + +function cfg = set_up() + cfg = set_test_cfg(); + cfg.this_path = fileparts(mfilename('fullpath')); +end + +function value = dummy_data_dir() + cfg = set_up(); + value = fullfile(cfg.this_path, '..', 'data', 'tsv_files'); +end diff --git a/tests/test_transformers/test_transformers_side_functions.m b/tests/test_transformers/test_transformers_side_functions.m new file mode 100644 index 00000000..e39ee5d9 --- /dev/null +++ b/tests/test_transformers/test_transformers_side_functions.m @@ -0,0 +1,70 @@ +function test_suite = test_transformers_side_functions %#ok<*STOUT> + % + + % (C) Copyright 2022 Remi Gau + + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + + initTestSuite; + +end + +%% + +function test_no_transformation() + + transformers = struct([]); + + [new_content, json] = bids.transformers(transformers, participants()); + + assertEqual(new_content, participants()); + + assertEqual(json, struct('Transformer', ['bids-matlab_' bids.internal.get_version], ... + 'Instructions', struct([]))); + +end + +%% SIDE FUNCTIONS + +function test_get_input() + + %% GIVEN + transformers = struct('Input', {{'onset'}}); + data = vis_motion_to_threshold_events(); + + % WHEN + inputs = bids.transformers_list.get_input(transformers, data); + + assertEqual(inputs, {'onset'}); + + %% GIVEN + transformers = struct('Input', {{'onset', 'foo', 'bar'}}, 'tolerant', false); + data = vis_motion_to_threshold_events(); + + % WHEN + assertExceptionThrown(@()bids.transformers_list.get_input(transformers, data), ... + 'check_field:missingInput'); + +end + +function status = test_is_run_level() + + data = struct('onset', [], 'duration', [], 'foo', 'bar'); + assert(bids.transfomers.is_run_level(data)); + +end + +function test_get_query() + + transformer.Query = 'R T == 1'; + + [left, type, right] = bids.transformers_list.get_query(transformer); + + assertEqual(type, '=='); + assertEqual(left, 'R T'); + assertEqual(right, '1'); + +end diff --git a/tests/utils/write_test_definition_to_file.m b/tests/utils/write_test_definition_to_file.m new file mode 100644 index 00000000..2a0960fb --- /dev/null +++ b/tests/utils/write_test_definition_to_file.m @@ -0,0 +1,23 @@ +function write_test_definition_to_file(input, output, trans, test_name, test_type) + + if strfind(test_name, 'multi') %#ok + return + end + + test_name = strrep(test_name, 'test_', ''); + + output_dir = fullfile(pwd, 'tmp', test_type, test_name); + bids.util.mkdir(output_dir); + + input_file = fullfile(output_dir, 'input.tsv'); + bids.util.tsvwrite(input_file, input); + + input_file = fullfile(output_dir, 'output.tsv'); + bids.util.tsvwrite(input_file, output); + + trans_file = fullfile(output_dir, 'transformation.json'); + content = struct('Description', strrep(test_name, '_', ''), ... + 'Instruction', trans); + bids.util.jsonencode(trans_file, content); + +end From a9b572a0069bb7025ee1a72c6b3e6fbaae53aebe Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 5 Jan 2023 12:10:59 +0100 Subject: [PATCH 324/340] silence writing tranformers test definitions --- tests/test_transformers/test_transformers_compute.m | 2 +- tests/test_transformers/test_transformers_munge.m | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/test_transformers/test_transformers_compute.m b/tests/test_transformers/test_transformers_compute.m index 30c7b6a4..d4496475 100644 --- a/tests/test_transformers/test_transformers_compute.m +++ b/tests/test_transformers/test_transformers_compute.m @@ -16,7 +16,7 @@ function write_definition(input, output, trans, stack) test_name = stack.name; - write_test_definition_to_file(input, output, trans, test_name, 'compute'); + % write_test_definition_to_file(input, output, trans, test_name, 'compute'); end %% multi step diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index e3ea6a78..8190f7cf 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -18,7 +18,7 @@ function write_definition(input, output, trans, stack, suffix) if nargin == 5 test_name = [test_name '_' suffix]; end - write_test_definition_to_file(input, output, trans, test_name, 'munge'); + % write_test_definition_to_file(input, output, trans, test_name, 'munge'); end From 5ac8db0b28f276a1e47fc76ebfff49080a5ed551 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 5 Jan 2023 13:05:37 +0100 Subject: [PATCH 325/340] move logical operation as compute opertion --- .../test_transformers_compute_logical.m | 97 +++++++++++++++++++ .../test_transformers_munge.m | 74 -------------- tests/utils/write_test_definition_to_file.m | 2 +- 3 files changed, 98 insertions(+), 75 deletions(-) create mode 100644 tests/test_transformers/test_transformers_compute_logical.m diff --git a/tests/test_transformers/test_transformers_compute_logical.m b/tests/test_transformers/test_transformers_compute_logical.m new file mode 100644 index 00000000..54fa82a7 --- /dev/null +++ b/tests/test_transformers/test_transformers_compute_logical.m @@ -0,0 +1,97 @@ +function test_suite = test_transformers_compute_logical %#ok<*STOUT> + % + + % (C) Copyright 2022 Remi Gau + + try % assignment of 'localfunctions' is necessary in Matlab >= 2016 + test_functions = localfunctions(); %#ok<*NASGU> + catch % no problem; early Matlab versions can use initTestSuite fine + end + + initTestSuite; + +end + +function write_definition(input, output, trans, stack, suffix) + + test_name = stack.name; + if nargin == 5 + test_name = [test_name '_' suffix]; + end + % write_test_definition_to_file(input, output, trans, test_name, 'compute'); + +end + +%% LOGICAL + +function test_And() + + % GIVEN + transformers = struct('Name', 'And', ... + 'Input', {{'sex_m', 'age_gt_twenty'}}, ... + 'Output', 'men_gt_twenty'); + + % WHEN + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); + + % THEN + assertEqual(new_content.men_gt_twenty, [true; false; false; false; false]); + +end + +function test_And_nan() + + % GIVEN + transformers = struct('Name', 'And', ... + 'Input', {{'handedness', 'age'}}, ... + 'Output', 'age_or_hand'); + + % WHEN + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); + + % THEN + assertEqual(new_content.age_or_hand, [true; true; false; true; false]); + +end + +function test_Or() + + % GIVEN + transformers = struct('Name', 'Or', ... + 'Input', {{'sex_m', 'age_gt_twenty'}}, ... + 'Output', 'men_or_gt_twenty'); + + % WHEN + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); + + % THEN + assertEqual(new_content.men_or_gt_twenty, [true; true; true; false; false]); + +end + +function test_Not() + + % GIVEN + transformers = struct('Name', 'Not', ... + 'Input', {{'age_gt_twenty'}}, ... + 'Output', 'ager_lt_twenty'); + + % WHEN + data = participants(); + new_content = bids.transformers(transformers, data); + st = dbstack; + write_definition(data, new_content, transformers, st); + + % THEN + assertEqual(new_content.ager_lt_twenty, [false; true; false; true; true]); + +end diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 8190f7cf..829e71b1 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -22,80 +22,6 @@ function write_definition(input, output, trans, stack, suffix) end -%% LOGICAL - -function test_And() - - % GIVEN - transformers = struct('Name', 'And', ... - 'Input', {{'sex_m', 'age_gt_twenty'}}, ... - 'Output', 'men_gt_twenty'); - - % WHEN - data = participants(); - new_content = bids.transformers(transformers, data); - st = dbstack; - write_definition(data, new_content, transformers, st); - - % THEN - assertEqual(new_content.men_gt_twenty, [true; false; false; false; false]); - -end - -function test_And_nan() - - % GIVEN - transformers = struct('Name', 'And', ... - 'Input', {{'handedness', 'age'}}, ... - 'Output', 'age_or_hand'); - - % WHEN - data = participants(); - new_content = bids.transformers(transformers, data); - st = dbstack; - write_definition(data, new_content, transformers, st); - - % THEN - assertEqual(new_content.age_or_hand, [true; true; false; true; false]); - -end - -function test_Or() - - % GIVEN - transformers = struct('Name', 'Or', ... - 'Input', {{'sex_m', 'age_gt_twenty'}}, ... - 'Output', 'men_or_gt_twenty'); - - % WHEN - data = participants(); - new_content = bids.transformers(transformers, data); - st = dbstack; - write_definition(data, new_content, transformers, st); - - % THEN - assertEqual(new_content.men_or_gt_twenty, [true; true; true; false; false]); - -end - -function test_Not() - - % GIVEN - transformers = struct('Name', 'Not', ... - 'Input', {{'age_gt_twenty'}}, ... - 'Output', 'ager_lt_twenty'); - - % WHEN - data = participants(); - new_content = bids.transformers(transformers, data); - st = dbstack; - write_definition(data, new_content, transformers, st); - - % THEN - assertEqual(new_content.ager_lt_twenty, [false; true; false; true; true]); - -end - %% single step % ordered alphabetically diff --git a/tests/utils/write_test_definition_to_file.m b/tests/utils/write_test_definition_to_file.m index 2a0960fb..295e69ad 100644 --- a/tests/utils/write_test_definition_to_file.m +++ b/tests/utils/write_test_definition_to_file.m @@ -16,7 +16,7 @@ function write_test_definition_to_file(input, output, trans, test_name, test_typ bids.util.tsvwrite(input_file, output); trans_file = fullfile(output_dir, 'transformation.json'); - content = struct('Description', strrep(test_name, '_', ''), ... + content = struct('Description', strrep(test_name, '_', ' '), ... 'Instruction', trans); bids.util.jsonencode(trans_file, content); From 0480e5e04c35a923d62da843e650fbd8a7d47350 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Thu, 5 Jan 2023 13:14:51 +0100 Subject: [PATCH 326/340] update transformer test description --- tests/test_transformers/test_transformers_compute.m | 2 +- tests/test_transformers/test_transformers_compute_logical.m | 2 +- tests/test_transformers/test_transformers_munge.m | 2 +- tests/utils/write_test_definition_to_file.m | 2 +- 4 files changed, 4 insertions(+), 4 deletions(-) diff --git a/tests/test_transformers/test_transformers_compute.m b/tests/test_transformers/test_transformers_compute.m index d4496475..67c043be 100644 --- a/tests/test_transformers/test_transformers_compute.m +++ b/tests/test_transformers/test_transformers_compute.m @@ -16,7 +16,7 @@ function write_definition(input, output, trans, stack) test_name = stack.name; - % write_test_definition_to_file(input, output, trans, test_name, 'compute'); + % write_test_definition_to_file(input, output, trans, test_name, 'compute'); end %% multi step diff --git a/tests/test_transformers/test_transformers_compute_logical.m b/tests/test_transformers/test_transformers_compute_logical.m index 54fa82a7..ce503ffc 100644 --- a/tests/test_transformers/test_transformers_compute_logical.m +++ b/tests/test_transformers/test_transformers_compute_logical.m @@ -18,7 +18,7 @@ function write_definition(input, output, trans, stack, suffix) if nargin == 5 test_name = [test_name '_' suffix]; end - % write_test_definition_to_file(input, output, trans, test_name, 'compute'); + % write_test_definition_to_file(input, output, trans, test_name, 'compute'); end diff --git a/tests/test_transformers/test_transformers_munge.m b/tests/test_transformers/test_transformers_munge.m index 829e71b1..b3718a3a 100644 --- a/tests/test_transformers/test_transformers_munge.m +++ b/tests/test_transformers/test_transformers_munge.m @@ -18,7 +18,7 @@ function write_definition(input, output, trans, stack, suffix) if nargin == 5 test_name = [test_name '_' suffix]; end - % write_test_definition_to_file(input, output, trans, test_name, 'munge'); + % write_test_definition_to_file(input, output, trans, test_name, 'munge'); end diff --git a/tests/utils/write_test_definition_to_file.m b/tests/utils/write_test_definition_to_file.m index 295e69ad..923da053 100644 --- a/tests/utils/write_test_definition_to_file.m +++ b/tests/utils/write_test_definition_to_file.m @@ -17,7 +17,7 @@ function write_test_definition_to_file(input, output, trans, test_name, test_typ trans_file = fullfile(output_dir, 'transformation.json'); content = struct('Description', strrep(test_name, '_', ' '), ... - 'Instruction', trans); + 'Instruction', {{trans}}); bids.util.jsonencode(trans_file, content); end From f2730dd7c1fb28e4959bdc36d27e2741f5917447 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Fri, 6 Jan 2023 16:24:43 +0100 Subject: [PATCH 327/340] update facerep --- demos/.gitignore | 1 + demos/spm/facerep/code/convert_facerep_ds.m | 2 +- demos/spm/facerep/code/spm_facerep.m | 20 ++++++++++++-------- 3 files changed, 14 insertions(+), 9 deletions(-) diff --git a/demos/.gitignore b/demos/.gitignore index 4e488ab9..5e73d3e3 100644 --- a/demos/.gitignore +++ b/demos/.gitignore @@ -6,6 +6,7 @@ */*/derivatives spm/moae/MoAEpilot +spm/facerep/raw *.mat *.nii* diff --git a/demos/spm/facerep/code/convert_facerep_ds.m b/demos/spm/facerep/code/convert_facerep_ds.m index 173f2fd4..01a8751b 100644 --- a/demos/spm/facerep/code/convert_facerep_ds.m +++ b/demos/spm/facerep/code/convert_facerep_ds.m @@ -123,7 +123,7 @@ function create_events_tsv_file(input_dir, output_dir, task_name, repetition_tim tsv_content = struct('onset', onset_column, ... 'duration', duration_column, ... - 'event_type', {cellstr(event_type_column)}, .... + 'trial_type', {cellstr(event_type_column)}, .... 'repetition_type', repetition_type_column, ... 'face_type', {cellstr(face_type_column)}, ... 'lag', lag_column); diff --git a/demos/spm/facerep/code/spm_facerep.m b/demos/spm/facerep/code/spm_facerep.m index 107e51a5..991d66f5 100644 --- a/demos/spm/facerep/code/spm_facerep.m +++ b/demos/spm/facerep/code/spm_facerep.m @@ -7,6 +7,7 @@ clear; +download = true; force = true; verbose = true; use_schema = true; @@ -24,12 +25,15 @@ rmdir(fullfile(pwd, '..', 'face_rep'), 's'); end -pth = bids.util.download_ds('source', 'spm', ... - 'demo', 'facerep', ... - 'force', true, ... - 'verbose', verbose, ... - 'out_path', fullfile(pwd, '..', 'sourcedata')); - +if download + pth = bids.util.download_ds('source', 'spm', ... + 'demo', 'facerep', ... + 'force', false, ... + 'verbose', verbose, ... + 'out_path', fullfile(pwd, '..', 'sourcedata')); +else + pth = fullfile(pwd, '..', 'raw'); +end %% Move file into source folder source_path = fullfile(pwd, '..', 'sourcedata'); raw_path = fullfile(pwd, '..', 'raw'); @@ -56,7 +60,7 @@ % prepare folder for stats stats_pth = fullfile(derivatives_pth, stats_pipeline_name); folders = struct('subjects', {{subject_label}}, ... - 'modalities', {{'stats-categorical'}}); + 'modalities', {{'statsCategorical'}}); is_derivative = true; bids.init(stats_pth, 'folders', folders, 'is_derivative', is_derivative); @@ -191,7 +195,7 @@ events = bids.util.tsvread(events{1}); data_path = fullfile(stats_pth, ['sub-' subject_label]); -subj_stats_pth = fullfile(data_path, 'stats-categorical'); +subj_stats_pth = fullfile(data_path, 'statsCategorical'); SPM_mat = fullfile(subj_stats_pth, 'SPM.mat'); clear matlabbatch; From 2eaeb13bf13d10195146c3066d1878970b008d9a Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 18 Jan 2023 20:16:26 +0100 Subject: [PATCH 328/340] add versbosity options to reports --- +bids/+internal/plot_diagnostic_table.m | 10 ++++++++-- +bids/diagnostic.m | 16 ++++++++++++++-- +bids/report.m | 4 ++++ 3 files changed, 26 insertions(+), 4 deletions(-) diff --git a/+bids/+internal/plot_diagnostic_table.m b/+bids/+internal/plot_diagnostic_table.m index 82c1c37b..71f0551a 100644 --- a/+bids/+internal/plot_diagnostic_table.m +++ b/+bids/+internal/plot_diagnostic_table.m @@ -1,4 +1,4 @@ -function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) +function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name, visible) % % Plot a diagnostic table to see the number of files per subject or of trials per run. % @@ -22,6 +22,10 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) % (C) Copyright 2022 BIDS-MATLAB developers + if nargin < 5 + visible = 'on'; + end + if isempty(diagnostic_table) return end @@ -43,7 +47,9 @@ function plot_diagnostic_table(diagnostic_table, headers, yticklabel, fig_name) nb_rows = size(diagnostic_table, 1); nb_cols = size(diagnostic_table, 2); - figure('name', 'diagnostic_table', 'position', [1000 1000 50 + 350 * nb_cols 50 + 100 * nb_rows]); + figure('name', 'diagnostic_table', ... + 'position', [1000 1000 50 + 350 * nb_cols 50 + 100 * nb_rows], ... + 'visible', visible); hold on; diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index 440cfb1f..9f9d4c31 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -39,6 +39,10 @@ % Defaults to ``'trial_type'``. % :type trial_type_col: char % + % :param verbose: Optional. Set to false to not show the figure. + % Defaults to ``true``. + % :type verbose: logical + % % Examples:: % % BIDS = bids.layout(path_to_dataset); @@ -54,17 +58,19 @@ default_filter = struct(); default_split = {''}; default_output_path = ''; + default_verbose = true; args = inputParser; charOrStruct = @(x) ischar(x) || isstruct(x); addOptional(args, 'BIDS', default_BIDS, charOrStruct); - addParameter(args, 'use_schema', default_schema); + addParameter(args, 'use_schema', default_schema, @islogical); addParameter(args, 'output_path', default_output_path, @ischar); addParameter(args, 'filter', default_filter, @isstruct); addParameter(args, 'split_by', default_split, @iscell); addParameter(args, 'trial_type_col', 'trial_type', @ischar); + addParameter(args, 'verbose', default_verbose, @islogical); parse(args, varargin{:}); @@ -83,6 +89,11 @@ trial_type_col = args.Results.trial_type_col; + visible = 'on'; + if ~verbose + visible = 'off'; + end + row = 1; %% @@ -141,7 +152,8 @@ end bids.internal.plot_diagnostic_table(diagnostic_table, headers, sub_ses, ... - strrep(fig_name, '_', ' ')); + strrep(fig_name, '_', ' '), ... + visible); print_figure(output_path, fig_name); diff --git a/+bids/report.m b/+bids/report.m index bbcdb8da..d15df6e1 100644 --- a/+bids/report.m +++ b/+bids/report.m @@ -14,17 +14,21 @@ % % :param BIDS: Path to BIDS dataset or output of bids.layout [Default = pwd] % :type BIDS: string or structure + % % :param filter: Specifies which the subject, session, ... to take as template. % [Default = struct('sub', '', 'ses', '')]. See bids.query % for more information. % :type filter: structure + % % :param output_path: Folder where the report should be printed. If empty % (default) then the output is sent to the prompt. % :type output_path: string + % % :param read_nifti: If set to ``true`` (default) the function will try to read the % NIfTI file to get more information. This relies on the % ``spm_vol.m`` function from SPM. % :type read_nifti: logical + % % :param verbose: If set to ``false`` (default) the function does not % output anything to the prompt. % :type verbose: logical From a53fcba992cabe63b777fdfa23a5cc08b986685e Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Wed, 18 Jan 2023 21:23:22 +0100 Subject: [PATCH 329/340] add flag to all figures --- +bids/diagnostic.m | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/+bids/diagnostic.m b/+bids/diagnostic.m index 9f9d4c31..6b2b1eea 100644 --- a/+bids/diagnostic.m +++ b/+bids/diagnostic.m @@ -89,6 +89,8 @@ trial_type_col = args.Results.trial_type_col; + verbose = args.Results.verbose; + visible = 'on'; if ~verbose visible = 'off'; @@ -157,8 +159,9 @@ print_figure(output_path, fig_name); - close(gcf); - + if verbose + close(gcf); + end %% events modalities = bids.query(BIDS, 'modalities', filter); tasks = bids.query(BIDS, 'tasks', filter); @@ -182,7 +185,8 @@ bids.internal.plot_diagnostic_table(data, ... headers, ... y_labels, ... - fig_name); + fig_name, ... + visible); print_figure(output_path, fig_name); From e2029f41afd54aff8c6cdb12351f941de617e7ba Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 22 Jan 2023 17:12:44 +0100 Subject: [PATCH 330/340] add filter to layout to only index certain subjects, sessions, modalities --- +bids/layout.m | 34 +++++++++++++++++++++++++++----- tests/tests_layout/test_layout.m | 24 ++++++++++++++++++++-- 2 files changed, 51 insertions(+), 7 deletions(-) diff --git a/+bids/layout.m b/+bids/layout.m index 66ab55e1..1c82722f 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -8,6 +8,7 @@ % 'use_schema', true, ... % 'index_derivatives', false, ... % 'index_dependencies', true, ... + % 'filter', struct([]), ... % 'tolerant', true, ... % 'verbose', false) % @@ -51,6 +52,7 @@ default_index_derivatives = false; default_index_dependencies = true; default_tolerant = true; + default_filter = struct([]); default_use_schema = true; default_verbose = false; @@ -61,6 +63,7 @@ addOptional(args, 'root', default_root, is_dir_or_struct); addParameter(args, 'index_derivatives', default_index_derivatives); addParameter(args, 'index_dependencies', default_index_dependencies); + addParameter(args, 'filter', default_filter, @isstruct); addParameter(args, 'tolerant', default_tolerant); addParameter(args, 'use_schema', default_use_schema); addParameter(args, 'verbose', default_verbose); @@ -70,6 +73,7 @@ root = args.Results.root; index_derivatives = args.Results.index_derivatives; index_dependencies = args.Results.index_dependencies; + filter = args.Results.filter; tolerant = args.Results.tolerant; use_schema = args.Results.use_schema; verbose = args.Results.verbose; @@ -141,6 +145,11 @@ for iSub = 1:numel(subjects) + if isfield(filter, 'sub') && ... + ~ismember(strrep(subjects{iSub}, 'sub-', ''), filter.sub) + continue + end + if verbose fprintf(1, ' Indexing subject: %s [', subjects{iSub}); end @@ -151,13 +160,19 @@ '^ses-.*$')); for iSess = 1:numel(sessions) + + if isfield(filter, 'ses') && ... + ~ismember(strrep(sessions{iSess}, 'ses-', ''), filter.ses) + continue + end + if isempty(BIDS.subjects) BIDS.subjects = parse_subject(BIDS.pth, subjects{iSub}, sessions{iSess}, ... - schema, tolerant, verbose); + schema, filter, tolerant, verbose); else new_subject = parse_subject(BIDS.pth, subjects{iSub}, sessions{iSess}, ... - schema, tolerant, verbose); + schema, filter, tolerant, verbose); [BIDS.subjects, new_subject] = bids.internal.match_structure_fields(BIDS.subjects, ... new_subject); % TODO: this can be added to "match_structure_fields" @@ -235,7 +250,7 @@ end end -function subject = parse_subject(pth, subjname, sesname, schema, tolerant, verbose) +function subject = parse_subject(pth, subjname, sesname, schema, filter, tolerant, verbose) % % Parse a subject's directory % @@ -271,6 +286,11 @@ % so the parsing is unconstrained for iModality = 1:numel(modalities) + if isfield(filter, 'modality') && ... + ~ismember(modalities{iModality}, filter.modality) + continue + end + switch modalities{iModality} case {'anat', ... @@ -670,8 +690,12 @@ end for iIntended = 1:numel(intended) - dest = fullfile(BIDS.pth, BIDS.subjects(info_src.sub_idx).name, ... - intended{iIntended}); + % TODO: need to better take care of URI + if strfind(intended{iIntended}, ':') + tmp = strsplit(intended{iIntended}, '/'); + this_intended = strjoin(tmp(2:end), '/'); + end + dest = fullfile(BIDS.pth, BIDS.subjects(info_src.sub_idx).name, this_intended); % only throw warning for non-datalad dataset % to avoid excessive warning as sym link are not files if ~exist(dest, 'file') diff --git a/tests/tests_layout/test_layout.m b/tests/tests_layout/test_layout.m index f3fd0956..768462ff 100644 --- a/tests/tests_layout/test_layout.m +++ b/tests/tests_layout/test_layout.m @@ -6,12 +6,32 @@ initTestSuite; end +function test_layout_filter() + + verbose = true; + + BIDS = bids.layout(fullfile(get_test_data_dir(), '7t_trt'), ... + 'verbose', verbose, ... + 'filter', struct('sub', {{'01', '02'}}, ... + 'modality', {{'anat', 'func'}}, ... + 'ses', {{'1'}})); + + subjects = bids.query(BIDS, 'subjects'); + assertEqual(subjects, {'01', '02'}); + + subjects = bids.query(BIDS, 'modalities'); + assertEqual(subjects, {'anat', 'func'}); + + subjects = bids.query(BIDS, 'sessions'); + assertEqual(subjects, {'1'}); + +end + function test_layout_empty_subject_folder_allowed_when_schemaless() verbose = false; - mkdir tmp; - mkdir tmp/sub-01; + bids.util.mkdir(fullfile(pwd, 'tmp/sub-01')); bids.layout(fullfile(pwd, 'tmp'), 'use_schema', false, 'verbose', verbose); rmdir(fullfile(pwd, 'tmp'), 's'); end From 0855b9a08e19bdfd97c4b7c3017615224df87308 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 22 Jan 2023 17:27:05 +0100 Subject: [PATCH 331/340] use filtering of layout --- tests/tests_layout/test_layout.m | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/tests_layout/test_layout.m b/tests/tests_layout/test_layout.m index 768462ff..ad80f6f6 100644 --- a/tests/tests_layout/test_layout.m +++ b/tests/tests_layout/test_layout.m @@ -8,7 +8,7 @@ function test_layout_filter() - verbose = true; + verbose = false; BIDS = bids.layout(fullfile(get_test_data_dir(), '7t_trt'), ... 'verbose', verbose, ... From 9e05c943790f8c05200bbf7f9098c0bc0860ea43 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 22 Jan 2023 18:02:32 +0100 Subject: [PATCH 332/340] fix when no filter --- +bids/layout.m | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/+bids/layout.m b/+bids/layout.m index 1c82722f..99d4a988 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -690,12 +690,16 @@ end for iIntended = 1:numel(intended) + + dest = fullfile(BIDS.pth, BIDS.subjects(info_src.sub_idx).name, ... + intended{iIntended}); % TODO: need to better take care of URI if strfind(intended{iIntended}, ':') tmp = strsplit(intended{iIntended}, '/'); this_intended = strjoin(tmp(2:end), '/'); + dest = fullfile(BIDS.pth, BIDS.subjects(info_src.sub_idx).name, this_intended); end - dest = fullfile(BIDS.pth, BIDS.subjects(info_src.sub_idx).name, this_intended); + % only throw warning for non-datalad dataset % to avoid excessive warning as sym link are not files if ~exist(dest, 'file') From bbfb6c84caf9f2b06d4ebfca79ecd57bb3cc0c9d Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 22 Jan 2023 18:57:32 +0100 Subject: [PATCH 333/340] use regexp --- +bids/layout.m | 4 ++-- tests/tests_layout/test_layout.m | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/+bids/layout.m b/+bids/layout.m index 99d4a988..90ae8f7e 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -146,7 +146,7 @@ for iSub = 1:numel(subjects) if isfield(filter, 'sub') && ... - ~ismember(strrep(subjects{iSub}, 'sub-', ''), filter.sub) + cellfun('isempty', regexp(strrep(subjects{iSub}, 'sub-', ''), filter.sub)) continue end @@ -162,7 +162,7 @@ for iSess = 1:numel(sessions) if isfield(filter, 'ses') && ... - ~ismember(strrep(sessions{iSess}, 'ses-', ''), filter.ses) + cellfun('isempty', regexp(strrep(sessions{iSess}, 'ses-', ''), filter.ses)) continue end diff --git a/tests/tests_layout/test_layout.m b/tests/tests_layout/test_layout.m index ad80f6f6..83388d1e 100644 --- a/tests/tests_layout/test_layout.m +++ b/tests/tests_layout/test_layout.m @@ -12,9 +12,9 @@ function test_layout_filter() BIDS = bids.layout(fullfile(get_test_data_dir(), '7t_trt'), ... 'verbose', verbose, ... - 'filter', struct('sub', {{'01', '02'}}, ... + 'filter', struct('sub', {{'^.*0[12]'}}, ... 'modality', {{'anat', 'func'}}, ... - 'ses', {{'1'}})); + 'ses', {{'[1]'}})); subjects = bids.query(BIDS, 'subjects'); assertEqual(subjects, {'01', '02'}); From d67d110960426bcc08f0c617e511b676a38398e9 Mon Sep 17 00:00:00 2001 From: Remi Gau Date: Sun, 22 Jan 2023 19:58:31 +0100 Subject: [PATCH 334/340] fix when to use regex --- +bids/layout.m | 50 +++++++++++++++++++++++++++++--- tests/tests_layout/test_layout.m | 21 ++++++++++++++ 2 files changed, 67 insertions(+), 4 deletions(-) diff --git a/+bids/layout.m b/+bids/layout.m index 90ae8f7e..e46d96c1 100644 --- a/+bids/layout.m +++ b/+bids/layout.m @@ -32,6 +32,11 @@ % associated TSV files for each file...) % :type index_dependencies: logical % + % :param filter: if ``true`` this will index the dependencies (json files, + % associated TSV files for each file...) + % :type filter: struct with optional fields ``sub``, ``ses``, ``modality``. + % Regular expression can be used for ``sub`` and ``ses``. + % % :param tolerant: Set to ``true`` to turn validation errors into warnings % :type tolerant: logical % @@ -39,6 +44,17 @@ % :type verbose: logical % % + % Example:: + % + % BIDS = bids.layout(fullfile(get_test_data_dir(), '7t_trt'), ... + % 'use_schema', true, ... + % 'verbose', true, ... + % 'index_derivatives', false, ... + % 'filter', struct('sub', {{'^0[12]'}}, ... + % 'modality', {{'anat', 'func'}}, ... + % 'ses', {{'1', '2'}})); + % + % % (C) Copyright 2016-2018 Guillaume Flandin, Wellcome Centre for Human Neuroimaging % @@ -145,8 +161,7 @@ for iSub = 1:numel(subjects) - if isfield(filter, 'sub') && ... - cellfun('isempty', regexp(strrep(subjects{iSub}, 'sub-', ''), filter.sub)) + if exclude_subject(filter, strrep(subjects{iSub}, 'sub-', '')) continue end @@ -161,8 +176,7 @@ for iSess = 1:numel(sessions) - if isfield(filter, 'ses') && ... - cellfun('isempty', regexp(strrep(sessions{iSess}, 'ses-', ''), filter.ses)) + if exclude_session(filter, strrep(sessions{iSess}, 'ses-', '')) continue end @@ -199,6 +213,34 @@ end +function value = exclude(filter, entity, label) + value = false; + % skip if not included in filter + if ~isfield(filter, entity) + return + end + % use regex when filter is a cell of numel 1 + if numel(filter.(entity)) == 1 + if cellfun('isempty', regexp(label, filter.(entity))) + value = true; + end + return + end + % otherwise we just check all elements + if ~ismember(label, filter.(entity)) + value = true; + return + end +end + +function value = exclude_subject(filter, sub_label) + value = exclude(filter, 'sub', sub_label); +end + +function value = exclude_session(filter, ses_label) + value = exclude(filter, 'ses', ses_label); +end + function BIDS = index_root_directory(BIDS) % index json and tsv files in the root directory files_to_exclude = {'participants', ... already done diff --git a/tests/tests_layout/test_layout.m b/tests/tests_layout/test_layout.m index 83388d1e..ec9070f1 100644 --- a/tests/tests_layout/test_layout.m +++ b/tests/tests_layout/test_layout.m @@ -10,6 +10,27 @@ function test_layout_filter() verbose = false; + BIDS = bids.layout(fullfile(get_test_data_dir(), '7t_trt'), ... + 'verbose', verbose, ... + 'filter', struct('sub', {{'01', '02'}}, ... + 'modality', {{'anat', 'func'}}, ... + 'ses', {{'1', '2'}})); + + subjects = bids.query(BIDS, 'subjects'); + assertEqual(subjects, {'01', '02'}); + + subjects = bids.query(BIDS, 'modalities'); + assertEqual(subjects, {'anat', 'func'}); + + subjects = bids.query(BIDS, 'sessions'); + assertEqual(subjects, {'1', '2'}); + +end + +function test_layout_filter_regex() + + verbose = false; + BIDS = bids.layout(fullfile(get_test_data_dir(), '7t_trt'), ... 'verbose', verbose, ... 'filter', struct('sub', {{'^.*0[12]'}}, ... From 43c156f22ef7bbdb1e4a1a01dbd063d20a21b5ba Mon Sep 17 00:00:00 2001 From: CPernet Date: Mon, 30 Jan 2023 10:31:16 +0100 Subject: [PATCH 335/340] compat --- demos/spm/facerep/code/convert_facerep_ds.m | 25 +++++++++------------ 1 file changed, 11 insertions(+), 14 deletions(-) diff --git a/demos/spm/facerep/code/convert_facerep_ds.m b/demos/spm/facerep/code/convert_facerep_ds.m index 173f2fd4..5383343f 100644 --- a/demos/spm/facerep/code/convert_facerep_ds.m +++ b/demos/spm/facerep/code/convert_facerep_ds.m @@ -17,35 +17,32 @@ if nargin < 1 input_dir = fullfile(fileparts(mfilename('fullpath')), '..', 'sourcedata'); end + if nargin < 2 output_dir = fullfile(input_dir, '..'); end - subject = 'sub-01'; - task_name = 'face repetition'; - nb_slices = 24; + subject = 'sub-01'; + task_name = 'face repetition'; + nb_slices = 24; repetition_time = 2; - echo_time = 0.04; - - opt.indent = ' '; + echo_time = 0.04; + opt.indent = ' '; %% Create output folder structure spm_mkdir(output_dir, subject, {'anat', 'func'}); %% Structural MRI - anat_hdr = spm_vol(fullfile(input_dir, 'Structural', 'sM03953_0007.img')); - anat_data = spm_read_vols(anat_hdr); + anat_hdr = spm_vol(fullfile(input_dir, 'Structural', 'sM03953_0007.img')); + anat_data = spm_read_vols(anat_hdr); anat_hdr.fname = fullfile(output_dir, 'sub-01', 'anat', 'sub-01_T1w.nii'); spm_write_vol(anat_hdr, anat_data); %% Functional MRI func_files = spm_select('FPList', fullfile(input_dir, 'RawEPI'), '^sM.*\.img$'); - spm_file_merge( ... - func_files, ... + spm_file_merge(func_files, ... fullfile(output_dir, 'sub-01', 'func', ... - ['sub-01_task-' strrep(task_name, ' ', '') '_bold.nii']), ... - 0, ... - repetition_time); + ['sub-01_task-' strrep(task_name, ' ', '') '_bold.nii'])); delete(fullfile(output_dir, 'sub-01', 'func', ... ['sub-01_task-' strrep(task_name, ' ', '') '_bold.mat'])); @@ -125,7 +122,7 @@ function create_events_tsv_file(input_dir, output_dir, task_name, repetition_tim 'duration', duration_column, ... 'event_type', {cellstr(event_type_column)}, .... 'repetition_type', repetition_type_column, ... - 'face_type', {cellstr(face_type_column)}, ... + 'trial_type', {cellstr(face_type_column)}, ... 'lag', lag_column); spm_save(fullfile(output_dir, 'sub-01', 'func', ... From fd5c4ab814db3569a313797e7fc15ffe8b4e9713 Mon Sep 17 00:00:00 2001 From: CPernet Date: Mon, 30 Jan 2023 10:32:17 +0100 Subject: [PATCH 336/340] all fmap not populated --- demos/fmap_failexemple/participants.tsv | 4 ++++ 1 file changed, 4 insertions(+) create mode 100755 demos/fmap_failexemple/participants.tsv diff --git a/demos/fmap_failexemple/participants.tsv b/demos/fmap_failexemple/participants.tsv new file mode 100755 index 00000000..54d25737 --- /dev/null +++ b/demos/fmap_failexemple/participants.tsv @@ -0,0 +1,4 @@ +participant_id Age Gender Drug DOB +sub-55809 33.97672827 F PSI 27-Aug-86 +sub-57460 28.90896646 M PSI 25-Jul-92 +sub-57507 26.57631759 M PSI 9-Feb-95 \ No newline at end of file From 52928f29e3eab5bfa274d75cb2448e93b9266a8e Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Mon, 30 Jan 2023 09:58:27 +0000 Subject: [PATCH 337/340] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- demos/fmap_failexemple/participants.tsv | 2 +- demos/spm/facerep/code/convert_facerep_ds.m | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/demos/fmap_failexemple/participants.tsv b/demos/fmap_failexemple/participants.tsv index 54d25737..b0da31f7 100755 --- a/demos/fmap_failexemple/participants.tsv +++ b/demos/fmap_failexemple/participants.tsv @@ -1,4 +1,4 @@ participant_id Age Gender Drug DOB sub-55809 33.97672827 F PSI 27-Aug-86 sub-57460 28.90896646 M PSI 25-Jul-92 -sub-57507 26.57631759 M PSI 9-Feb-95 \ No newline at end of file +sub-57507 26.57631759 M PSI 9-Feb-95 diff --git a/demos/spm/facerep/code/convert_facerep_ds.m b/demos/spm/facerep/code/convert_facerep_ds.m index 85369d30..44974eec 100644 --- a/demos/spm/facerep/code/convert_facerep_ds.m +++ b/demos/spm/facerep/code/convert_facerep_ds.m @@ -17,7 +17,7 @@ if nargin < 1 input_dir = fullfile(fileparts(mfilename('fullpath')), '..', 'sourcedata'); end - + if nargin < 2 output_dir = fullfile(input_dir, '..'); end From 6bc24e68124be3a96d8f0d311f53313d4c170a03 Mon Sep 17 00:00:00 2001 From: CPernet Date: Mon, 30 Jan 2023 11:48:24 +0100 Subject: [PATCH 338/340] with files --- .../fmap_failexemple/dataset_description.json | 4 + demos/fmap_failexemple/participants.json | 26 +++++++ ..._ses-Baseline_acq-se_dir-AP_run-1_epi.json | 73 +++++++++++++++++++ ...es-Baseline_acq-se_dir-AP_run-1_epi.nii.gz | 0 ..._ses-Baseline_acq-se_dir-PA_run-1_epi.json | 73 +++++++++++++++++++ ...es-Baseline_acq-se_dir-PA_run-1_epi.nii.gz | 0 ...lowup_acq-gre_dir-AP_run-1_magnitude1.json | 62 ++++++++++++++++ ...wup_acq-gre_dir-AP_run-1_magnitude1.nii.gz | 0 ...lowup_acq-gre_dir-AP_run-1_magnitude2.json | 62 ++++++++++++++++ ...wup_acq-gre_dir-AP_run-1_magnitude2.nii.gz | 0 ...llowup_acq-gre_dir-AP_run-1_phasediff.json | 64 ++++++++++++++++ ...owup_acq-gre_dir-AP_run-1_phasediff.nii.gz | 0 ...lowup_acq-gre_dir-LR_run-1_magnitude1.json | 62 ++++++++++++++++ ...wup_acq-gre_dir-LR_run-1_magnitude1.nii.gz | 0 ...lowup_acq-gre_dir-LR_run-1_magnitude2.json | 62 ++++++++++++++++ ...wup_acq-gre_dir-LR_run-1_magnitude2.nii.gz | 0 ...llowup_acq-gre_dir-LR_run-1_phasediff.json | 64 ++++++++++++++++ ...owup_acq-gre_dir-LR_run-1_phasediff.nii.gz | 0 ..._ses-Baseline_acq-se_dir-AP_run-1_epi.json | 69 ++++++++++++++++++ ...es-Baseline_acq-se_dir-AP_run-1_epi.nii.gz | 0 ..._ses-Baseline_acq-se_dir-AP_run-2_epi.json | 69 ++++++++++++++++++ ...es-Baseline_acq-se_dir-AP_run-2_epi.nii.gz | 0 ..._ses-Baseline_acq-se_dir-PA_run-1_epi.json | 69 ++++++++++++++++++ ...es-Baseline_acq-se_dir-PA_run-1_epi.nii.gz | 0 ..._ses-Baseline_acq-se_dir-PA_run-2_epi.json | 69 ++++++++++++++++++ ...es-Baseline_acq-se_dir-PA_run-2_epi.nii.gz | 0 ...eline_acq-gre_dir-AP_run-1_magnitude1.json | 62 ++++++++++++++++ ...ine_acq-gre_dir-AP_run-1_magnitude1.nii.gz | 0 ...eline_acq-gre_dir-AP_run-1_magnitude2.json | 62 ++++++++++++++++ ...ine_acq-gre_dir-AP_run-1_magnitude2.nii.gz | 0 ...seline_acq-gre_dir-AP_run-1_phasediff.json | 64 ++++++++++++++++ ...line_acq-gre_dir-AP_run-1_phasediff.nii.gz | 0 ...eline_acq-gre_dir-LR_run-1_magnitude1.json | 62 ++++++++++++++++ ...ine_acq-gre_dir-LR_run-1_magnitude1.nii.gz | 0 ...eline_acq-gre_dir-LR_run-1_magnitude2.json | 62 ++++++++++++++++ ...ine_acq-gre_dir-LR_run-1_magnitude2.nii.gz | 0 ...seline_acq-gre_dir-LR_run-1_phasediff.json | 64 ++++++++++++++++ ...line_acq-gre_dir-LR_run-1_phasediff.nii.gz | 0 38 files changed, 1204 insertions(+) create mode 100755 demos/fmap_failexemple/dataset_description.json create mode 100755 demos/fmap_failexemple/participants.json create mode 100644 demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-AP_run-1_epi.json create mode 100644 demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-AP_run-1_epi.nii.gz create mode 100644 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demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude1.nii.gz create mode 100644 demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude2.json create mode 100644 demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude2.nii.gz create mode 100644 demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_phasediff.json create mode 100644 demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_phasediff.nii.gz diff --git a/demos/fmap_failexemple/dataset_description.json b/demos/fmap_failexemple/dataset_description.json new file mode 100755 index 00000000..ae6f4f32 --- /dev/null +++ b/demos/fmap_failexemple/dataset_description.json @@ -0,0 +1,4 @@ +{ + "Name": "FiledMap test", + "BIDSVersion": "1.9.3" +} \ No newline at end of file diff --git a/demos/fmap_failexemple/participants.json b/demos/fmap_failexemple/participants.json new file mode 100755 index 00000000..d19222a3 --- /dev/null +++ b/demos/fmap_failexemple/participants.json @@ -0,0 +1,26 @@ +{ + "participant_id": { + "Description": "Unique participant label" + }, + "Age": { + "Description": "Participant age (at MR baseline scan)", + "Units": "years" + }, + "Gender": { + "Description": "Participant gender", + "Levels": { + "M": "male", + "F": "female" + } + }, + "Drug": { + "Description": "Drug intervention", + "Levels": { + "PSI": "Psilocybin" + } + }, + "DOB": { + "Description": "Date of birth", + "Units": "datetime" + } +} \ No newline at end of file diff --git a/demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-AP_run-1_epi.json b/demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-AP_run-1_epi.json new file mode 100644 index 00000000..8ebc5e82 --- /dev/null +++ b/demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-AP_run-1_epi.json @@ -0,0 +1,73 @@ +{ + "Modality": "MR", + "MagneticFieldStrength": 3, + "ImagingFrequency": 123.251, + "Manufacturer": "Siemens", + "ManufacturersModelName": "Prisma", + "InstitutionName": "Hospital", + "InstitutionalDepartmentName": "Department", + "InstitutionAddress": "Blegdamsvej 9,Copenhagen,District,DK,2100", + "DeviceSerialNumber": "166141", + "StationName": "AWP166141", + "BodyPartExamined": "BRAIN", + "PatientPosition": "HFS", + "ProcedureStepDescription": "NP2^Head", + "SoftwareVersions": "syngo MR E11", + "MRAcquisitionType": "2D", + "SeriesDescription": "SpinEchoFieldMap_AP", + "ProtocolName": "SpinEchoFieldMap_AP", + "ScanningSequence": "EP", + "SequenceVariant": "SK", + "ScanOptions": "FS", + "SequenceName": "epse2d1_104", + "ImageType": [ + "ORIGINAL", + "PRIMARY", + "M", + "ND", + "MOSAIC" + ], + "NonlinearGradientCorrection": false, + "SeriesNumber": 9, + 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end of file diff --git a/demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-AP_run-1_epi.nii.gz b/demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-AP_run-1_epi.nii.gz new file mode 100644 index 00000000..e69de29b diff --git a/demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-PA_run-1_epi.json b/demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-PA_run-1_epi.json new file mode 100644 index 00000000..2d1273c5 --- /dev/null +++ b/demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-PA_run-1_epi.json @@ -0,0 +1,73 @@ +{ + "Modality": "MR", + "MagneticFieldStrength": 3, + "ImagingFrequency": 123.251, + "Manufacturer": "Siemens", + "ManufacturersModelName": "Prisma", + "InstitutionName": "Hospital", + "InstitutionalDepartmentName": "Department", + "InstitutionAddress": "Blegdamsvej 9,Copenhagen,District,DK,2100", + 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b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_magnitude2.nii.gz new file mode 100644 index 00000000..e69de29b diff --git a/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_phasediff.json b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_phasediff.json new file mode 100644 index 00000000..b7e044c7 --- /dev/null +++ b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_phasediff.json @@ -0,0 +1,64 @@ +{ + "Modality": "MR", + "MagneticFieldStrength": 3, + "ImagingFrequency": 123.251, + "Manufacturer": "Siemens", + "ManufacturersModelName": "Prisma", + "InstitutionName": "Rigshospitalet", + "InstitutionalDepartmentName": "Department of Neurology", + "InstitutionAddress": "Blegdamsvej 9,Copenhagen,District,DK,2100", + "DeviceSerialNumber": "166141", + "StationName": "RHRTGSIEMR01", + 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b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_magnitude1.nii.gz new file mode 100644 index 00000000..e69de29b diff --git a/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_magnitude2.json b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_magnitude2.json new file mode 100644 index 00000000..93f53b3b --- /dev/null +++ b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_magnitude2.json @@ -0,0 +1,62 @@ +{ + "Modality": "MR", + "MagneticFieldStrength": 3, + "ImagingFrequency": 123.251, + "Manufacturer": "Siemens", + "ManufacturersModelName": "Prisma", + "InstitutionName": "Rigshospitalet", + "InstitutionalDepartmentName": "Department of Neurology", + "InstitutionAddress": "Blegdamsvej 9,Copenhagen,District,DK,2100", + "DeviceSerialNumber": "166141", + "StationName": 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b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_phasediff.nii.gz new file mode 100644 index 00000000..e69de29b diff --git a/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-AP_run-1_epi.json b/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-AP_run-1_epi.json new file mode 100644 index 00000000..b3e587eb --- /dev/null +++ b/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-AP_run-1_epi.json @@ -0,0 +1,69 @@ +{ + "Modality": "MR", + "MagneticFieldStrength": 3, + "ImagingFrequency": 123.251, + "Manufacturer": "Siemens", + "ManufacturersModelName": "Prisma", + "InstitutionName": "Rigshospitalet", + "InstitutionalDepartmentName": "Department of Neurology", + "InstitutionAddress": "Blegdamsvej 9,Copenhagen,District,DK,2100", + "DeviceSerialNumber": "166141", + "StationName": "RHRTGSIEMR01", + "BodyPartExamined": "BRAIN", + 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mode 100644 index 00000000..e69de29b diff --git a/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-AP_run-2_epi.json b/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-AP_run-2_epi.json new file mode 100644 index 00000000..a8f0a20f --- /dev/null +++ b/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-AP_run-2_epi.json @@ -0,0 +1,69 @@ +{ + "Modality": "MR", + "MagneticFieldStrength": 3, + "ImagingFrequency": 123.251, + "Manufacturer": "Siemens", + "ManufacturersModelName": "Prisma", + "InstitutionName": "Rigshospitalet", + "InstitutionalDepartmentName": "Department of Neurology", + "InstitutionAddress": "Blegdamsvej 9,Copenhagen,District,DK,2100", + "DeviceSerialNumber": "166141", + "StationName": "RHRTGSIEMR01", + "BodyPartExamined": "BRAIN", + "PatientPosition": "HFS", + "ProcedureStepDescription": "MR projekt - neuro", + "SoftwareVersions": "syngo MR E11", + 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mode 100644 index 00000000..e69de29b diff --git a/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-PA_run-2_epi.json b/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-PA_run-2_epi.json new file mode 100644 index 00000000..f46d2e85 --- /dev/null +++ b/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-PA_run-2_epi.json @@ -0,0 +1,69 @@ +{ + "Modality": "MR", + "MagneticFieldStrength": 3, + "ImagingFrequency": 123.251, + "Manufacturer": "Siemens", + "ManufacturersModelName": "Prisma", + "InstitutionName": "Rigshospitalet", + "InstitutionalDepartmentName": "Department of Neurology", + "InstitutionAddress": "Blegdamsvej 9,Copenhagen,District,DK,2100", + "DeviceSerialNumber": "166141", + "StationName": "RHRTGSIEMR01", + "BodyPartExamined": "BRAIN", + "PatientPosition": "HFS", + "ProcedureStepDescription": "MR projekt - neuro", + "SoftwareVersions": "syngo MR E11", + 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"ConversionSoftware": "dcm2niix", + "ConversionSoftwareVersion": "v1.0.20210317", + "generatedfrom": "GRE_FIELD_MAPPING_AP_0016" +} \ No newline at end of file diff --git a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_magnitude2.nii.gz b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_magnitude2.nii.gz new file mode 100644 index 00000000..e69de29b diff --git a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_phasediff.json b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_phasediff.json new file mode 100644 index 00000000..6aadc393 --- /dev/null +++ b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_phasediff.json @@ -0,0 +1,64 @@ +{ + "Modality": "MR", + "MagneticFieldStrength": 3, + "ImagingFrequency": 123.251, + "Manufacturer": "Siemens", + 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+ "ConversionSoftware": "dcm2niix", + "ConversionSoftwareVersion": "v1.0.20210317", + "generatedfrom": "GRE_FIELD_MAPPING_AP_0017" +} \ No newline at end of file diff --git a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_phasediff.nii.gz b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_phasediff.nii.gz new file mode 100644 index 00000000..e69de29b diff --git a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude1.json b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude1.json new file mode 100644 index 00000000..1549f94d --- /dev/null +++ b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude1.json @@ -0,0 +1,62 @@ +{ + "Modality": "MR", + "MagneticFieldStrength": 3, + "ImagingFrequency": 123.251, + "Manufacturer": "Siemens", + 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"v1.0.20210317", + "generatedfrom": "GRE_FIELD_MAPPING_0013" +} \ No newline at end of file diff --git a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude1.nii.gz b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude1.nii.gz new file mode 100644 index 00000000..e69de29b diff --git a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude2.json b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude2.json new file mode 100644 index 00000000..99011201 --- /dev/null +++ b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude2.json @@ -0,0 +1,62 @@ +{ + "Modality": "MR", + "MagneticFieldStrength": 3, + "ImagingFrequency": 123.251, + "Manufacturer": "Siemens", + "ManufacturersModelName": "Prisma", + "InstitutionName": "Rigshospitalet", + "InstitutionalDepartmentName": "Department of Neurology", + "InstitutionAddress": "Blegdamsvej 9,Copenhagen,District,DK,2100", + "DeviceSerialNumber": "166141", + "StationName": "RHRTGSIEMR01", + "BodyPartExamined": "BRAIN", + "PatientPosition": "HFS", + "ProcedureStepDescription": "MR projekt - neuro", + "SoftwareVersions": "syngo MR E11", + "MRAcquisitionType": "2D", + "SeriesDescription": "gre_field_mapping", + "ProtocolName": "gre_field_mapping", + "ScanningSequence": "GR", + "SequenceVariant": "SP", + "SequenceName": "*fm2d2r", + "ImageType": [ + "ORIGINAL", + "PRIMARY", + "M", + "ND", + "NORM" + ], + "SeriesNumber": 13, + "AcquisitionTime": "09:22:35.452500", + "AcquisitionNumber": 1, + "SliceThickness": 3, + "SpacingBetweenSlices": 3.6, + "SAR": 0.08852649999999999, + "EchoNumber": 2, + "EchoTime": 0.00738, + "RepetitionTime": 0.4, + "FlipAngle": 60, + "PartialFourier": 1, + "BaseResolution": 76, + "ShimSetting": [62,-11422,7976,437,-29,369,-92,-16], + "TxRefAmp": 252.164, + "PhaseResolution": 1, + "ReceiveCoilName": "Head_32", + "ReceiveCoilActiveElements": "HEA;HEP", + "PulseSequenceDetails": "%SiemensSeq%\\gre_field_mapping", + "ConsistencyInfo": "N4_VE11E_LATEST_20181129", + "PercentPhaseFOV": 100, + "PercentSampling": 100, + "PhaseEncodingSteps": 76, + "AcquisitionMatrixPE": 76, + "ReconMatrixPE": 76, + "PixelBandwidth": 290, + "DwellTime": 2.27e-05, + "PhaseEncodingDirection": "i", + "SliceTiming": [0,0.20312,0.00781,0.21875,0.02344,0.22656,0.03125,0.24219,0.04688,0.25,0.05469,0.26562,0.07031,0.27344,0.07811999999999999,0.28125,0.08594,0.29688,0.10156,0.30469,0.11719,0.32031,0.125,0.32812,0.14062,0.34375,0.14844,0.35156,0.15625,0.36719,0.17188,0.375,0.17969,0.39062,0.19531], + "ImageOrientationPatientDICOM": [0.999294,0.0318495,-0.0199537,-0.0362931,0.955685,-0.292144], + "InPlanePhaseEncodingDirectionDICOM": "ROW", + "ConversionSoftware": "dcm2niix", + "ConversionSoftwareVersion": "v1.0.20210317", + "generatedfrom": "GRE_FIELD_MAPPING_0013" +} \ No newline at end of file diff --git a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude2.nii.gz b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude2.nii.gz new file mode 100644 index 00000000..e69de29b diff --git a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_phasediff.json b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_phasediff.json new file mode 100644 index 00000000..c74cb44c --- /dev/null +++ b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_phasediff.json @@ -0,0 +1,64 @@ +{ + "Modality": "MR", + "MagneticFieldStrength": 3, + "ImagingFrequency": 123.251, + "Manufacturer": "Siemens", + "ManufacturersModelName": "Prisma", + "InstitutionName": "Rigshospitalet", + "InstitutionalDepartmentName": "Department of Neurology", + "InstitutionAddress": "Blegdamsvej 9,Copenhagen,District,DK,2100", + "DeviceSerialNumber": "166141", + "StationName": "RHRTGSIEMR01", + "BodyPartExamined": "BRAIN", + "PatientPosition": "HFS", + "ProcedureStepDescription": "MR projekt - neuro", + "SoftwareVersions": "syngo MR E11", + "MRAcquisitionType": "2D", + "SeriesDescription": "gre_field_mapping", + "ProtocolName": "gre_field_mapping", + "ScanningSequence": "GR", + "SequenceVariant": "SP", + "SequenceName": "*fm2d2r", + "ImageType": [ + "ORIGINAL", + "PRIMARY", + "P", + "ND", + "PHASE" + ], + "SeriesNumber": 14, + "AcquisitionTime": "09:22:35.452500", + "AcquisitionNumber": 1, + "SliceThickness": 3, + "SpacingBetweenSlices": 3.6, + "SAR": 0.08852649999999999, + "EchoNumber": 2, + "EchoTime": 0.00738, + "RepetitionTime": 0.4, + "FlipAngle": 60, + "EchoTime1": 0.00492, + "EchoTime2": 0.00738, + "PartialFourier": 1, + "BaseResolution": 76, + "ShimSetting": [62,-11422,7976,437,-29,369,-92,-16], + "TxRefAmp": 252.164, + "PhaseResolution": 1, + "ReceiveCoilName": "Head_32", + "ReceiveCoilActiveElements": "HEA;HEP", + "PulseSequenceDetails": "%SiemensSeq%\\gre_field_mapping", + "ConsistencyInfo": "N4_VE11E_LATEST_20181129", + "PercentPhaseFOV": 100, + "PercentSampling": 100, + "PhaseEncodingSteps": 76, + "AcquisitionMatrixPE": 76, + "ReconMatrixPE": 76, + "PixelBandwidth": 290, + "DwellTime": 2.27e-05, + "PhaseEncodingDirection": "i", + "SliceTiming": [0,0.20312,0.00781,0.21875,0.02344,0.22656,0.03125,0.24219,0.04688,0.25,0.05469,0.26562,0.07031,0.27344,0.07811999999999999,0.28125,0.08594,0.29688,0.10156,0.30469,0.11719,0.32031,0.125,0.32812,0.14062,0.34375,0.14844,0.35156,0.15625,0.36719,0.17188,0.375,0.17969,0.39062,0.19531], + "ImageOrientationPatientDICOM": [0.999294,0.0318495,-0.0199537,-0.0362931,0.955685,-0.292144], + "InPlanePhaseEncodingDirectionDICOM": "ROW", + "ConversionSoftware": "dcm2niix", + "ConversionSoftwareVersion": "v1.0.20210317", + "generatedfrom": "GRE_FIELD_MAPPING_0014" +} \ No newline at end of file diff --git a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_phasediff.nii.gz b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_phasediff.nii.gz new file mode 100644 index 00000000..e69de29b From e916b0a2cd2ef7cbe20fa9c87484a5d95e77e438 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Mon, 30 Jan 2023 10:48:54 +0000 Subject: [PATCH 339/340] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- demos/fmap_failexemple/dataset_description.json | 2 +- demos/fmap_failexemple/participants.json | 4 ++-- .../fmap/sub-55809_ses-Baseline_acq-se_dir-AP_run-1_epi.json | 2 +- .../fmap/sub-55809_ses-Baseline_acq-se_dir-PA_run-1_epi.json | 2 +- ...57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_magnitude1.json | 2 +- ...57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_magnitude2.json | 2 +- ...-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_phasediff.json | 2 +- ...57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_magnitude1.json | 2 +- ...57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_magnitude2.json | 2 +- ...-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_phasediff.json | 2 +- .../fmap/sub-57460_ses-Baseline_acq-se_dir-AP_run-1_epi.json | 2 +- .../fmap/sub-57460_ses-Baseline_acq-se_dir-AP_run-2_epi.json | 2 +- .../fmap/sub-57460_ses-Baseline_acq-se_dir-PA_run-1_epi.json | 2 +- .../fmap/sub-57460_ses-Baseline_acq-se_dir-PA_run-2_epi.json | 2 +- ...ub-57507_ses-Baseline_acq-gre_dir-AP_run-1_magnitude1.json | 2 +- ...ub-57507_ses-Baseline_acq-gre_dir-AP_run-1_magnitude2.json | 2 +- ...sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_phasediff.json | 2 +- ...ub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude1.json | 2 +- ...ub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude2.json | 2 +- ...sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_phasediff.json | 2 +- 20 files changed, 21 insertions(+), 21 deletions(-) diff --git a/demos/fmap_failexemple/dataset_description.json b/demos/fmap_failexemple/dataset_description.json index ae6f4f32..465a9304 100755 --- a/demos/fmap_failexemple/dataset_description.json +++ b/demos/fmap_failexemple/dataset_description.json @@ -1,4 +1,4 @@ { "Name": "FiledMap test", "BIDSVersion": "1.9.3" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/participants.json b/demos/fmap_failexemple/participants.json index d19222a3..d5372c50 100755 --- a/demos/fmap_failexemple/participants.json +++ b/demos/fmap_failexemple/participants.json @@ -16,11 +16,11 @@ "Drug": { "Description": "Drug intervention", "Levels": { - "PSI": "Psilocybin" + "PSI": "Psilocybin" } }, "DOB": { "Description": "Date of birth", "Units": "datetime" } -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-AP_run-1_epi.json b/demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-AP_run-1_epi.json index 8ebc5e82..f83a27db 100644 --- a/demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-AP_run-1_epi.json +++ b/demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-AP_run-1_epi.json @@ -70,4 +70,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20220720", "generatedfrom": "SPINECHOFIELDMAP_AP_0009" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-PA_run-1_epi.json b/demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-PA_run-1_epi.json index 2d1273c5..de0935b1 100644 --- a/demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-PA_run-1_epi.json +++ b/demos/fmap_failexemple/sub-55809/ses-Baseline/fmap/sub-55809_ses-Baseline_acq-se_dir-PA_run-1_epi.json @@ -70,4 +70,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20220720", "generatedfrom": "SPINECHOFIELDMAP_PA_0011" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_magnitude1.json b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_magnitude1.json index eaf7c3e2..50531e73 100644 --- a/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_magnitude1.json +++ b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_magnitude1.json @@ -59,4 +59,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20210317", "generatedfrom": "GRE_FIELD_MAPPING_AP_0016" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_magnitude2.json b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_magnitude2.json index ac31510f..b223970c 100644 --- a/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_magnitude2.json +++ b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_magnitude2.json @@ -59,4 +59,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20210317", "generatedfrom": "GRE_FIELD_MAPPING_AP_0016" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_phasediff.json b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_phasediff.json index b7e044c7..6f3ff0cf 100644 --- a/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_phasediff.json +++ b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-AP_run-1_phasediff.json @@ -61,4 +61,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20210317", "generatedfrom": "GRE_FIELD_MAPPING_AP_0017" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_magnitude1.json b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_magnitude1.json index 1389fafe..ddac02dc 100644 --- a/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_magnitude1.json +++ b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_magnitude1.json @@ -59,4 +59,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20210317", "generatedfrom": "GRE_FIELD_MAPPING_0013" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_magnitude2.json b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_magnitude2.json index 93f53b3b..d85fd01a 100644 --- a/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_magnitude2.json +++ b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_magnitude2.json @@ -59,4 +59,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20210317", "generatedfrom": "GRE_FIELD_MAPPING_0013" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_phasediff.json b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_phasediff.json index 1e197b26..96f70745 100644 --- a/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_phasediff.json +++ b/demos/fmap_failexemple/sub-57460/ses-1wkfollowup/fmap/sub-57460_ses-1wkfollowup_acq-gre_dir-LR_run-1_phasediff.json @@ -61,4 +61,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20210317", "generatedfrom": "GRE_FIELD_MAPPING_0014" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-AP_run-1_epi.json b/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-AP_run-1_epi.json index b3e587eb..176814da 100644 --- a/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-AP_run-1_epi.json +++ b/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-AP_run-1_epi.json @@ -66,4 +66,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20210317", "generatedfrom": "SPINECHOFIELDMAP_AP_0008" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-AP_run-2_epi.json b/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-AP_run-2_epi.json index a8f0a20f..1cccc1c7 100644 --- a/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-AP_run-2_epi.json +++ b/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-AP_run-2_epi.json @@ -66,4 +66,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20210317", "generatedfrom": "SPINECHOFIELDMAP_AP_0026" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-PA_run-1_epi.json b/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-PA_run-1_epi.json index 563f02f6..061a50db 100644 --- a/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-PA_run-1_epi.json +++ b/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-PA_run-1_epi.json @@ -66,4 +66,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20210317", "generatedfrom": "SPINECHOFIELDMAP_PA_0010" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-PA_run-2_epi.json b/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-PA_run-2_epi.json index f46d2e85..fa230d88 100644 --- a/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-PA_run-2_epi.json +++ b/demos/fmap_failexemple/sub-57460/ses-Baseline/fmap/sub-57460_ses-Baseline_acq-se_dir-PA_run-2_epi.json @@ -66,4 +66,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20210317", "generatedfrom": "SPINECHOFIELDMAP_PA_0028" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_magnitude1.json b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_magnitude1.json index fdf852d7..64020348 100644 --- a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_magnitude1.json +++ b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_magnitude1.json @@ -59,4 +59,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20210317", "generatedfrom": "GRE_FIELD_MAPPING_AP_0016" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_magnitude2.json b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_magnitude2.json index 5e03272b..a041a129 100644 --- a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_magnitude2.json +++ b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_magnitude2.json @@ -59,4 +59,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20210317", "generatedfrom": "GRE_FIELD_MAPPING_AP_0016" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_phasediff.json b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_phasediff.json index 6aadc393..bc3614fb 100644 --- a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_phasediff.json +++ b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-AP_run-1_phasediff.json @@ -61,4 +61,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20210317", "generatedfrom": "GRE_FIELD_MAPPING_AP_0017" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude1.json b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude1.json index 1549f94d..a9b0456e 100644 --- a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude1.json +++ b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude1.json @@ -59,4 +59,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20210317", "generatedfrom": "GRE_FIELD_MAPPING_0013" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude2.json b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude2.json index 99011201..29ae286a 100644 --- a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude2.json +++ b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_magnitude2.json @@ -59,4 +59,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20210317", "generatedfrom": "GRE_FIELD_MAPPING_0013" -} \ No newline at end of file +} diff --git a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_phasediff.json b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_phasediff.json index c74cb44c..36313638 100644 --- a/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_phasediff.json +++ b/demos/fmap_failexemple/sub-57507/ses-Baseline/fmap/sub-57507_ses-Baseline_acq-gre_dir-LR_run-1_phasediff.json @@ -61,4 +61,4 @@ "ConversionSoftware": "dcm2niix", "ConversionSoftwareVersion": "v1.0.20210317", "generatedfrom": "GRE_FIELD_MAPPING_0014" -} \ No newline at end of file +} From 1fb21aabdfecd033f8da426be7fb9f225397ab07 Mon Sep 17 00:00:00 2001 From: CPernet Date: Fri, 10 Feb 2023 10:49:43 +0100 Subject: [PATCH 340/340] fix events --- demos/spm/facerep/code/convert_facerep_ds.m | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/demos/spm/facerep/code/convert_facerep_ds.m b/demos/spm/facerep/code/convert_facerep_ds.m index 44974eec..c16777ea 100644 --- a/demos/spm/facerep/code/convert_facerep_ds.m +++ b/demos/spm/facerep/code/convert_facerep_ds.m @@ -120,7 +120,7 @@ function create_events_tsv_file(input_dir, output_dir, task_name, repetition_tim tsv_content = struct('onset', onset_column, ... 'duration', duration_column, ... - 'trial_type', {cellstr(event_type_column)}, .... + 'event_type', {cellstr(event_type_column)}, .... 'repetition_type', repetition_type_column, ... 'trial_type', {cellstr(face_type_column)}, ... 'lag', lag_column);

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