diff --git a/tutorials/README.md b/tutorials/README.md
index d3488c7..d427ba5 100644
--- a/tutorials/README.md
+++ b/tutorials/README.md
@@ -3,26 +3,26 @@
 There are notebook tutorials for the each step in the analysis pipeline.
 
 ### `1_tutorial_preprocessing.ipynb`
+This notebok walks through how to align the raw submissions, and the various options in this step.
 - 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_tutorial_svd.ipynb`
+This notebook walks through generating and analyzing (plots) the SVD results.
 - input: `submission_?.pt` files
 - output: `svd_results.pt`
 
-This notebook walks through generating and analyzing (plots) the SVD results
 
 ### `3_tutorial_map2map.ipynb`
+This notebook walks through generating and analyzing (plots) the map to map distance matrix results.
 - 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_tutorial_distribution2distribution.ipynb`
 - input: one `.pkl` file from the map2map step
 - output: a `.pkl` file
 
 ### `5_tutorial_plotting.ipynb`
-
 This notebook walks through parsing and analyzing (plots) the map to map and distribution to distribution results.
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