diff --git a/docs/tutorial/branches.sh b/docs/tutorial/branches.sh
index cbb9dd353..7f6671604 100755
--- a/docs/tutorial/branches.sh
+++ b/docs/tutorial/branches.sh
@@ -2,11 +2,10 @@
 
 set -e
 
-# 1. First ML model
-
 mkdir myrepo
 cd myrepo
 
+# 1. Set up environment and get code
 git init
 echo "This is an empty readme" > README.md
 git add README.md
@@ -19,30 +18,31 @@ wget -nv -P code/ https://s3-us-west-2.amazonaws.com/dvc-share/so/code/featuriza
         https://s3-us-west-2.amazonaws.com/dvc-share/so/code/split_train_test.py \
         https://s3-us-west-2.amazonaws.com/dvc-share/so/code/xml_to_tsv.py \
         https://s3-us-west-2.amazonaws.com/dvc-share/so/code/requirements.txt
-#pip install -U -r code/requirements.txt
-# Edit eval file format
+pip install -U -r code/requirements.txt
 git add code/
 git commit -m 'Download code'
 dvc init
 git commit -m 'Init DVC'
 
+# 2. First steps in 100K dataset
 git checkout -b input_100K
 mkdir data
-#wget https://s3-us-west-2.amazonaws.com/dvc-share/so/100K/Posts.xml.tgz -O data/Posts.xml.tgz
-cp ../stackoverflow_small_xml/100K/Posts.xml.tgz data/
+wget https://s3-us-west-2.amazonaws.com/dvc-share/so/100K/Posts.xml.tgz -O data/Posts.xml.tgz
+#cp ../stackoverflow_small_xml/100K/Posts.xml.tgz data/
 dvc add data/Posts.xml.tgz
 dvc run -o data/Posts.xml -d data/Posts.xml.tgz tar zxf data/Posts.xml.tgz -C data/
 dvc run -d code/xml_to_tsv.py -d data/Posts.xml -o data/Posts.tsv python code/xml_to_tsv.py data/Posts.xml data/Posts.tsv python
 git add .
 git commit -m 'Extract TSV for 100K dataset'
 
+# 3. Define full pipeline for 25K dataset
 git checkout master
 dvc checkout
 git checkout -b input_25K
 dvc checkout
 mkdir data
-#wget https://s3-us-west-2.amazonaws.com/dvc-share/so/25K/Posts.xml.tgz -O data/Posts.xml.tgz
-cp ../stackoverflow_small_xml/25K/Posts.xml.tgz data/
+wget https://s3-us-west-2.amazonaws.com/dvc-share/so/25K/Posts.xml.tgz -O data/Posts.xml.tgz
+#cp ../stackoverflow_small_xml/25K/Posts.xml.tgz data/
 dvc add data/Posts.xml.tgz
 dvc run -o data/Posts.xml -d data/Posts.xml.tgz tar zxf data/Posts.xml.tgz -C data/
 dvc run -d code/xml_to_tsv.py -d data/Posts.xml -o data/Posts.tsv python code/xml_to_tsv.py data/Posts.xml data/Posts.tsv python
@@ -59,7 +59,7 @@ git status
 git add .
 git commit -m 'Full pipeline'
 
-
+# 4. Integrate the 25K dataset pipeline into 100K branch
 git checkout input_100K
 dvc checkout
 git merge -X ours input_25K # You can also merge and resolve conflicts by hands!!!
@@ -68,14 +68,12 @@ dvc repro
 git add .
 git commit -m 'Repro'
 
-# Improve the model:
+# 5. Improve the 25K model
 git checkout input_25K
 dvc checkout
-vi code/train_model.py  # Change: estimators=500
-git commit -am 'estimators=500'
-vi code/train_model.py  # Change: n_jobs=6
-git commit -am 'n_jobs=6'
+vi code/train_model.py  # Change: estimators=500 and n_jobs=6
 dvc repro
+git commit -am 'estimators=500'
 cat data/eval_auc.txt
 # 0.619262
 
@@ -85,18 +83,19 @@ git commit -am 'Add bigrams'
 cat data/eval_auc.txt
 # 0.628989
 
-vi code/featurization.py
+vi code/featurization.py # Change: ngram_range=(1, 3)
 dvc repro
-git commit -am 'Add three-grams' # Change: ngram_range=(1, 3)
+git commit -am 'Add three-grams'
 cat data/eval_auc.txt
 # 0.630682
 
-vi code/featurization.py
+vi code/featurization.py  # Change: ngram_range=(1, 4)
 dvc repro
-git commit -am 'Add 4-grams'    # Change: ngram_range=(1, 4)
+git commit -am 'Add 4-grams'
 cat data/eval_auc.txt
 # 0.621002
 
+# 6. Revert the last step back
 # Create a branch for unsuccessful commit
 git checkout -b four_grams
 dvc checkout
@@ -107,13 +106,12 @@ git branch -f input_25K `git log --pretty=oneline | grep -v "DVC repro-run: " |
 git checkout input_25K
 dvc checkout
 
-# Continue to optimize the target metrics
-vi code/train_model.py  # Change: min_samples_split=5
-dvc repro
-git commit -am 'min_samples_split=5'
-
+# 7. Integrate the 25K model improvements into the 100K model
 git checkout input_100K
 dvc checkout
 git merge -X theirs input_25K
 dvc repro
+git commit -am 'Final model for 100K dataset'
+cat data/eval_auc.txt
+# 0.652154