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Merge pull request #355 from VisLab/develop
Fixed links broken due to matlab repo reorganization
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docs/source/FileRemodelingQuickstart.md

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### Jupyter notebooks for remodeling
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Three Jupyter remodeling notebooks are available at
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[**Jupyter notebooks for remodeling**](https://github.com/hed-standard/hed-examples/tree/main/hedcode/jupyter_notebooks/remodeling).
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[**Jupyter notebooks for remodeling**](https://github.com/hed-standard/hed-examples/tree/main/src/jupyter_notebooks/remodeling).
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These notebooks are wrappers that create the backup as well as run restructuring operations on data files.
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If you do not have access to a Jupyter notebook facility, the article

docs/source/HedMatlabTools.md

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| ------ |-----------------|-----------|
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| Overall | [**runAllDemos.m**](https://raw.githubusercontent.com/hed-standard/hed-matlab/main/hedmat/web_services/runAllDemos.m) | Harness for running all demos. |
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| Overall | [**demoGetServices.m**](https://raw.githubusercontent.com/hed-standard/hed-matlab/main/hedmat/web_services/demoGetServices.m) | List available services. |
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| Events | [**demoEventServices.m**](https://raw.githubusercontent.com/hed-standard/hed-examples/main/hedcode/matlab_scripts/web_services/testEventServices.m) | Validation, conversion, sidecar generation. |
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| Events | [**demoEventServices.m**](https://raw.githubusercontent.com/hed-standard/hed-examples/main/hedcode/matlab_scripts/web_services/demoEventServices.m) | Validation, conversion, sidecar generation. |
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| Events | [**demoEventSearchServices.m**](https://raw.githubusercontent.com/hed-standard/hed-matlab/main/hedmat/web_services/demoEventSearchServices.m) | Search, assembly. |
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| Schema | *in progress* | For schema library developers. |
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| Sidecars | [**demoSidecarServices.m**](https://raw.githubusercontent.com/hed-standard/hed-matlab/main/hedmat/web_services/demoSidecarServices.m) | Validation, conversion, extraction, merging. |
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The most difficult part of the process for users who are unfamiliar with Python is
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getting Python connected to MATLAB.
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Once that is done, many of the standard `hedtools` functions have
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[**MATLAB wrapper functions**](https://github.com/hed-standard/hed-examples/tree/main/hedcode/matlab_scripts/hedtools_wrappers),
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[**MATLAB HED tool wrapper functions**](https://github.com/hed-standard/hed-matlab/tree/main/hedmat/hedtools_wrappers),
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which take MATLAB variables as arguments and return MATLAB variables.
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Thus, once the setup is done, you don't have to learn any additional Python syntax to use the tools.
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You should only have to do this setup once, since MATLAB retains the setup information
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functions in the HEDTools suite.
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The following example shows the MATLAB wrapper function
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[**validateHedInBids.m**](https://raw.githubusercontent.com/hed-standard/hed-examples/main/hedcode/matlab_scripts/hedtools_wrappers/validateHedInBids.m),
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[**validateHedInBids.m**](https://raw.githubusercontent.com/hed-standard/hed-matlab/main/hedmat/hedtools_wrappers/validateHedInBids.m),
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which contains the underlying calls to HEDTools Python BIDs validation.
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docs/source/HedOnlineTools.md

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The tool does not validate multiple events files at the same time,
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nor does the tool handle inherited sidecars.
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The [validate_bids_dataset.ipynb](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids/validate_bids_dataset.ipynb)
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The [validate_bids_dataset.ipynb](https://github.com/hed-standard/hed-examples/blob/main/src/jupyter_notebooks/bids/validate_bids_dataset.ipynb)
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Python Jupyter notebook is available for validating all the events files
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in a BIDS dataset along with multiple sidecars.
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The Jupyter notebook handles validation with library schema.
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but the template is based only on the particular events file used in the generation.
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For many BIDS datasets, this is sufficient for generating a complete template.
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However, for datasets that have many types of events files, you will want to use the
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[extract_json_template.ipynb](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids/extract_json_template.ipynb)
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[extract_json_template.ipynb](https://github.com/hed-standard/hed-examples/blob/main/src/jupyter_notebooks/bids/extract_json_template.ipynb)
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to generate a JSON sidecar based on all the events files in a BIDS dataset.
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#### Execute remodel script
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If there are any errors, the tool returns a downloadable `.txt` file of error messages,
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otherwise the tool returns a downloadable `.tsv` spreadsheet.
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``````
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The [sidecar_to_spreadsheet.ipynb](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids/sidecar_to_spreadsheet.ipynb) Python Jupyter notebook does the same operation.
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The [sidecar_to_spreadsheet.ipynb](https://github.com/hed-standard/hed-examples/blob/main/src/jupyter_notebooks/bids/sidecar_to_spreadsheet.ipynb) Python Jupyter notebook does the same operation.
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#### Merge a spreadsheet with a sidecar
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If there are any errors, the tool returns a downloadable `.txt` file of error messages,
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otherwise the tool returns a downloadable merged `.json` file.
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``````
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The [bids_merge_spreadsheet_into_sidecar.ipynb](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids/merge_spreadsheet_into_sidecar.ipynb) Python Jupyter notebook does the same operation.
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The [bids_merge_spreadsheet_into_sidecar.ipynb](https://github.com/hed-standard/hed-examples/blob/main/src/jupyter_notebooks/bids/merge_spreadsheet_into_sidecar.ipynb) Python Jupyter notebook does the same operation.
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(spreadsheets-online-tools-anchor)=
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Support is also included for assembling the annotations for a BIDS-style
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events file with a JSON sidecar and for generating a template of a JSON sidecar from a BIDS events file.
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The [**web_services**](https://github.com/hed-standard/hed-examples/tree/main/hedcode/matlab_scripts/web_services)
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The [**web_services**](https://github.com/hed-standard/hed-matlab/tree/main/hedmat/web_servicess)
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directory in the `hed-examples` GitHub repository provides MATLAB examples of how to call these
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services in MATLAB.
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docs/source/HedPythonTools.md

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(find-event-combinations-anchor)=
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### Find event combinations
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The [**find_event_combinations.ipynb**](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids/find_event_combinations.ipynb)
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The [**find_event_combinations.ipynb**](https://github.com/hed-standard/hed-examples/blob/main/src/jupyter_notebooks/bids/find_event_combinations.ipynb)
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Jupyter notebook extracts a spreadsheet containing the unique combination of values in the
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The setup requires the following variables for your dataset:
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It is a good idea to find out what is actually in the dataset
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event files and whether the information is consistent before starting the annotation process.
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The [**summarize_events.ipynb**](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids/summarize_events.ipynb) finds the dataset event files and outputs
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The [**summarize_events.ipynb**](https://github.com/hed-standard/hed-examples/blob/main/src/jupyter_notebooks/bids/summarize_events.ipynb) finds the dataset event files and outputs
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the column names and number of events for each event file.
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You can visually inspect the output to make sure that the event file column names
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### Validate BIDS dataset with libraries
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The [**validate_bids_dataset_with_libraries.ipynb**](https://github.com/hed-standard/hed-examples/blob/main/hedcode/jupyter_notebooks/bids/validate_bids_dataset_with_libraries.ipynb)
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The [**validate_bids_dataset_with_libraries.ipynb**](https://github.com/hed-standard/hed-examples/blob/main/src/jupyter_notebooks/bids/validate_bids_dataset_with_libraries.ipynb)
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Jupyter notebook validates HED in a BIDS dataset using the `validate` method of `BidsDataset`.
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### Validate BIDS datasets
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The [**validate_bids_datasets.ipynb**](https://github.com/hed-standard/hed-examples/blob/main/src/jupyter_notebooks/bids/validate_bids_datasets.ipynb) is similar to the other validation notebooks, but it takes a list of datasets to validate as a convenience.
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docs/source/HedValidationGuide.md

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#### Jupyter notebooks for validation
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Several [**Jupyter notebooks**](https://github.com/hed-standard/hed-examples/tree/main/src/jupyter_notebooks) are available
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as wrappers for calling various Python HED tools.
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For example, the [**validate_bids_datasets.ipynb**](https://github.com/hed-standard/hed-examples/blob/develop/src/jupyter_notebooks/bids/validate_bids_datasets.ipynb) notebook shown in the following example validates an entire BIDS dataset

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