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tutorials/README.md

@@ -2,27 +2,27 @@
 
 There are notebook tutorials for the each step in the analysis pipeline.
 
-1. `1_tutorial_preprocessing.ipynb`
+### `1_tutorial_preprocessing.ipynb`
 - input: folders with respective 80 `.mrc` files and a `populations.txt` file
 - output: anonymized `submission_?.pt` files with aligned populations
 This notebok walks through how to align the raw submissions, and the various options in this step.
 
-2. `2_tutorial_svd.ipynb`
+### `2_tutorial_svd.ipynb`
 - input: `submission_?.pt` files
 - output: `svd_results.pt`
 
 This notebook walks through generating and analyzing (plots) the SVD results
 
-3. `3_tutorial_map2map.ipynb`
+### `3_tutorial_map2map.ipynb`
 - input: one `submission_?.pt` file
 - output: a `.pkl` file
 
 This notebook walks through generating and analyzing (plots) the map to map distance matrix results
 
-4. `4_tutorial_distribution2distribution.ipynb`
+### `4_tutorial_distribution2distribution.ipynb`
 - input: one `.pkl` file from the map2map step
 - output: a `.pkl` file
 
-4. `5_tutorial_plotting.ipynb`
+### `5_tutorial_plotting.ipynb`
 
 This notebook walks through parsing and analyzing (plots) the map to map and distribution to distribution results.