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brain datasets, including MRI.
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The common naming convention and folder structure allow researchers to easily reuse BIDS datasets, re-apply analysis protocols, and run standardized automatic data preprocessing pipelines (and particularly, BIDS Apps).
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The [BIDS starter-kit](https://github.com/bids-standard/bids-starter-kit) contains a wide collection of educational resources.
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Validity of the structure can be assessed with the online [BIDS-Validator](https://bids-standard.github.io/bidsvalidator/).
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Validity of the structure can be assessed with the online [BIDS-Validator](https://bids-standard.github.io/bids-validator/).
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The tree of a typical, valid (*BIDS-compliant*) dataset is shown below:
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## Handling environment variables
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Singularity by default [exposes all environment variables from the host inside the container](https://github.com/singularityware/singularity/issues/445).
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Singularity by default [exposes all environment variables from the host inside the container](https://github.com/apptainer/singularity/issues/445).
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Because of this, your host libraries (e.g., [NiPype](https://nipype.readthedocs.io) or a Python environment) could be accidentally used instead of the ones inside the
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container. To avoid such a situation, we strongly **recommend** using the
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`--cleanenv` argument in all scenarios. For example:
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