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--- a/README.md
+++ b/README.md
@@ -1,96 +1,94 @@
-# Spine Generic Public Database (Multi-Subject)
-[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.4299140.svg)](https://doi.org/10.5281/zenodo.4299140)
-[![BIDS Validator](https://github.com/spine-generic/data-multi-subject/workflows/BIDS%20Validator/badge.svg)](https://github.com/spine-generic/data-multi-subject/actions?query=workflow%3A%22Dataset+Validator%22)
-
-## About this dataset
-
-This dataset was acquired using the [spine-generic protocol](http://spinalcordmri.org/protocols)
-on multiple subjects, multiple sites and multiple MRI vendors and models. The list of subjects
-is available in [participants.tsv](./participants.tsv).
-
-This dataset follows the [BIDS](https://bids.neuroimaging.io/) convention.
-The contributors have the necessary ethics & permissions to share the data publicly.
-
-The dataset does not include any identifiable personal health information, including names,
-zip codes, dates of birth, facial features on structural scans.
-
-The entire dataset is about **26GB**.
-
-## Download
-
-We are using a tool to manage large datasets called `git-annex`. To download this dataset, you need to have `git` installed, and also [install `git-annex`](https://github.com/neuropoly/data-management/blob/master/git-annex.md#installation)
-
-> ⚠️  Make sure you have at least **version 8** by running:
->
-> ```
-> git annex version | head -n 1
-> # the answer should show something like: git-annex version: 8.20200330
-> ```
-
-
-Then this will download the dataset:
-
-```
-git clone https://github.com/spine-generic/data-multi-subject && \
-cd data-multi-subject && \
-git annex init && \
-git annex get .
-```
-
-You may **substitute** `git annex get` with more specific commands if you are only interested in certain subjects. For example:
-
-```
-git annex get sub-nwu01/ sub-nwu03/ sub-nwu04/ sub-oxfordFmrib04/ sub-tokyoSkyra*/
-```
-
-If you with to update an already-cloned repository, run:
-
-```
-git pull && git annex get .
-```
-
-See more at [the official documentation](https://git-annex.branchable.com/walkthrough/) and take note of our [in-lab troubleshooting](https://github.com/neuropoly/data-management/blob/master/git-annex.md).
-
-## Working from a forked repository
-
-> ⚠️ For advanced users only. Normally the instructions under [Download](#Download) should be enough.
-
-If you have forked this repository on Github (so that you have a copy `your-user-name/data-multi-subject` of `spine-generic/data-multi-subject`), you will need to take a few extra synchronization steps to get the latest data with `git annex get`. Otherwise, you may get an error message like:
-```
-get some-file-name.nii.gz (not available)
-  No other repository is known to contain the file.
-
-  (Note that these git remotes have annex-ignore set: origin)
-failed
-```
-
-1. In your local clone of `your-user-name/data-multi-subject`, make sure that `spine-generic/data-multi-subject` is also configured as a remote:
-   ```
-   git remote -v
-   # the answer should show both your-user-name/data-multi-subject.git (probably named "origin")
-   # and spine-generic/data-multi-subject (probably named "upstream")
-   ```
-
-   If `spine-generic/data-multi-subject` is missing, you can add it with:
-   ```
-   git remote add upstream https://github.com/spine-generic/data-multi-subject.git
-   git config remote.upstream.annex-readonly true
-   ```
-
-2. Then, to update your local clone, make sure to fetch the `git-annex` branch from `spine-generic/data-multi-subject` before running `git annex get`:
-   ```
-   git fetch upstream +refs/heads/git-annex:refs/remotes/upstream/git-annex
-   git pull && git annex get .
-   ```
-
-## Analysis
-
-The instructions to process this dataset are available in the [spine-generic documentation](https://spine-generic.readthedocs.io/en/latest/analysis-pipeline.html).
-
-## Help
-
-If you have problems downloading the dataset, please post an [issue](https://github.com/spine-generic/data-multi-subject/issues). Document your steps as much as possible and copy/paste the content of your Terminal.
-
-## Contributing
-
-If you wish to contribute to this dataset please see [the wiki](https://github.com/spine-generic/spine-generic/wiki/git-annex). Thank you for your contribution 🎉 
+# Spine Generic Public Database (Multi-Subject)
+[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.4299140.svg?raw=true)](https://doi.org/10.5281/zenodo.4299140)
+[![BIDS Validator](https://github.com/spine-generic/data-multi-subject/workflows/BIDS%20Validator/badge.svg?raw=true)](https://github.com/spine-generic/data-multi-subject/actions?query=workflow%3A%22Dataset+Validator%22?raw=true)
+
+## About this dataset
+
+This dataset was acquired using the [spine-generic protocol](http://spinalcordmri.org/protocols)
+on multiple subjects, multiple sites and multiple MRI vendors and models. The list of subjects
+is available in [participants.tsv](./participants.tsv).
+
+This dataset follows the [BIDS](https://bids.neuroimaging.io/) convention.
+The contributors have the necessary ethics & permissions to share the data publicly.
+
+The dataset does not include any identifiable personal health information, including names,
+zip codes, dates of birth, facial features on structural scans.
+
+The entire dataset is about **26GB**.
+
+## Download
+
+We are using a tool to manage large datasets called `git-annex`. To download this dataset, you need to have `git` installed, and also [install `git-annex`](https://github.com/neuropoly/data-management/blob/master/git-annex.md#installation)
+
+> ⚠️  Make sure you have at least **version 8** by running:
+> git annex version | head -n 1
+> # the answer should show something like: git-annex version: 8.20200330
+
+
+
+Then this will download the dataset:
+
+```
+git clone https://github.com/spine-generic/data-multi-subject && \
+cd data-multi-subject && \
+git annex init && \
+git annex get .
+```
+
+You may **substitute** `git annex get` with more specific commands if you are only interested in certain subjects. For example:
+
+```
+git annex get sub-nwu01/ sub-nwu03/ sub-nwu04/ sub-oxfordFmrib04/ sub-tokyoSkyra*/
+```
+
+If you with to update an already-cloned repository, run:
+
+```
+git pull && git annex get .
+```
+
+See more at [the official documentation](https://git-annex.branchable.com/walkthrough/) and take note of our [in-lab troubleshooting](https://github.com/neuropoly/data-management/blob/master/git-annex.md).
+
+## Working from a forked repository
+
+###⚠️ For advanced users only. Normally the instructions under [Download](#Download) should be enough.
+
+If you have forked this repository on Github (so that you have a copy `your-user-name/data-multi-subject` of `spine-generic/data-multi-subject`), you will need to take a few extra synchronization steps to get the latest data with `git annex get`. Otherwise, you may get an error message like:
+```
+get some-file-name.nii.gz (not available)
+  No other repository is known to contain the file.
+
+  (Note that these git remotes have annex-ignore set: origin)
+failed
+```
+
+1. In your local clone of `your-user-name/data-multi-subject`, make sure that `spine-generic/data-multi-subject` is also configured as a remote:
+   ```
+   git remote -v
+   # the answer should show both your-user-name/data-multi-subject.git (probably named "origin")
+   # and spine-generic/data-multi-subject (probably named "upstream")
+   ```
+
+   If `spine-generic/data-multi-subject` is missing, you can add it with:
+   ```
+   git remote add upstream https://github.com/spine-generic/data-multi-subject.git
+   git config remote.upstream.annex-readonly true
+   ```
+
+2. Then, to update your local clone, make sure to fetch the `git-annex` branch from `spine-generic/data-multi-subject` before running `git annex get`:
+   ```
+   git fetch upstream +refs/heads/git-annex:refs/remotes/upstream/git-annex
+   git pull && git annex get .
+   ```
+
+## Analysis
+
+The instructions to process this dataset are available in the [spine-generic documentation](https://spine-generic.readthedocs.io/en/latest/analysis-pipeline.html).
+
+## Help
+
+If you have problems downloading the dataset, please post an [issue](https://github.com/spine-generic/data-multi-subject/issues). Document your steps as much as possible and copy/paste the content of your Terminal.
+
+## Contributing
+
+If you wish to contribute to this dataset please see [the wiki](https://github.com/spine-generic/spine-generic/wiki/git-annex). Thank you for your contribution 🎉