diff --git a/docs/docs/index.md b/docs/docs/index.md
index 198182e..3b29b3e 100644
--- a/docs/docs/index.md
+++ b/docs/docs/index.md
@@ -70,7 +70,7 @@ Starting a new project is as easy as running this command at the command line. N
 │
 ├── docs               <- A default Sphinx project; see sphinx-doc.org for details
 │
-├── models             <- trained and serialized models, model predictions, or model summaries
+├── models             <- Trained and serialized models, model predictions, or model summaries
 │
 ├── notebooks          <- Jupyter notebooks. Naming convention is a number (for ordering),
 │                         the creator's initials, and a short `-` delimited description, e.g.
@@ -93,12 +93,15 @@ Starting a new project is as easy as running this command at the command line. N
 │   ├── features       <- Scripts to turn raw data into features for modeling
 │   │   └── build_features.py
 │   │
-│   └── models         <- scripts to train models and then use trained models to make
-│       │                 predictions
-│       ├── predict_model.py
-│       └── train_model.py
+│   ├── models         <- Scripts to train models and then use trained models to make
+│   │   │                 predictions
+│   │   ├── predict_model.py
+│   │   └── train_model.py
+│   │
+│   └── visualization  <- Scripts to create exploratory and results oriented visualizations
+│       └── visualize.py
 │
-└── tox.ini           <- tox file with settings for running tox; see tox.testrun.org
+└── tox.ini            <- tox file with settings for running tox; see tox.testrun.org
 ```
 
 ## Opinions
diff --git a/{{ cookiecutter.repo_name }}/README.md b/{{ cookiecutter.repo_name }}/README.md
index 8ca70b4..0d9a104 100644
--- a/{{ cookiecutter.repo_name }}/README.md	
+++ b/{{ cookiecutter.repo_name }}/README.md	
@@ -17,7 +17,7 @@ Project Organization
     │
     ├── docs               <- A default Sphinx project; see sphinx-doc.org for details
     │
-    ├── models             <- trained and serialized models, model predictions, or model summaries
+    ├── models             <- Trained and serialized models, model predictions, or model summaries
     │
     ├── notebooks          <- Jupyter notebooks. Naming convention is a number (for ordering),
     │                         the creator's initials, and a short `-` delimited description, e.g.
@@ -40,11 +40,12 @@ Project Organization
     │   ├── features       <- Scripts to turn raw data into features for modeling
     │   │   └── build_features.py
     │   │
-    │   └── models         <- scripts to train models and then use trained models to make
-    │       │                 predictions
-    │       ├── predict_model.py
-    │       └── train_model.py
+    │   ├── models         <- Scripts to train models and then use trained models to make
+    │   │   │                 predictions
+    │   │   ├── predict_model.py
+    │   │   └── train_model.py
+    │   │
+    │   └── visualization  <- Scripts to create exploratory and results oriented visualizations
+    │       └── visualize.py
     │
-    └── tox.ini           <- tox file with settings for running tox; see tox.testrun.org
-
-
+    └── tox.ini            <- tox file with settings for running tox; see tox.testrun.org
diff --git a/{{ cookiecutter.repo_name }}/src/visualization/.gitkeep b/{{ cookiecutter.repo_name }}/src/visualization/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/{{ cookiecutter.repo_name }}/src/visualization/visualize.py b/{{ cookiecutter.repo_name }}/src/visualization/visualize.py
new file mode 100644
index 0000000..e69de29