diff --git a/MANIFEST.in b/MANIFEST.in
index bb18bef..94e842a 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -33,8 +33,8 @@ include lauetoolsnn/example_notebook_scripts/*.ipynb
 include lauetoolsnn/example_notebook_scripts/*.md
 include lauetoolsnn/example_notebook_scripts/py_scripts/*.py
 include lauetoolsnn/example_notebook_scripts/automated_script/*.py
-include lauetoolsnn/example_notebook_scripts/multi_mat_LaueNN/*.py
-include lauetoolsnn/example_notebook_scripts/multi_mat_LaueNN/*.md
+include lauetoolsnn/example_notebook_scripts/multi_material_LaueNN/*.py
+include lauetoolsnn/example_notebook_scripts/multi_material_LaueNN/*.md
 
 include lauetoolsnn/util_scripts/*.py
 include lauetoolsnn/util_scripts/*.m
diff --git a/lauetoolsnn/multi_material_LaueNN/README.md b/lauetoolsnn/example_notebook_scripts/multi_material_LaueNN/README.md
similarity index 100%
rename from lauetoolsnn/multi_material_LaueNN/README.md
rename to lauetoolsnn/example_notebook_scripts/multi_material_LaueNN/README.md
diff --git a/lauetoolsnn/multi_material_LaueNN/__init__.py b/lauetoolsnn/example_notebook_scripts/multi_material_LaueNN/__init__.py
similarity index 100%
rename from lauetoolsnn/multi_material_LaueNN/__init__.py
rename to lauetoolsnn/example_notebook_scripts/multi_material_LaueNN/__init__.py
diff --git a/lauetoolsnn/multi_material_LaueNN/multi_mat_Prediction_LaueNN_interfaceGUI.py b/lauetoolsnn/example_notebook_scripts/multi_material_LaueNN/multi_mat_Prediction_LaueNN_interfaceGUI.py
similarity index 100%
rename from lauetoolsnn/multi_material_LaueNN/multi_mat_Prediction_LaueNN_interfaceGUI.py
rename to lauetoolsnn/example_notebook_scripts/multi_material_LaueNN/multi_mat_Prediction_LaueNN_interfaceGUI.py
diff --git a/lauetoolsnn/multi_material_LaueNN/multi_mat_generation_training_LaueNN.py b/lauetoolsnn/example_notebook_scripts/multi_material_LaueNN/multi_mat_generation_training_LaueNN.py
similarity index 100%
rename from lauetoolsnn/multi_material_LaueNN/multi_mat_generation_training_LaueNN.py
rename to lauetoolsnn/example_notebook_scripts/multi_material_LaueNN/multi_mat_generation_training_LaueNN.py
diff --git a/lauetoolsnn/multi_material_LaueNN/multi_mat_simulatedata_LaueNN.py b/lauetoolsnn/example_notebook_scripts/multi_material_LaueNN/multi_mat_simulatedata_LaueNN.py
similarity index 100%
rename from lauetoolsnn/multi_material_LaueNN/multi_mat_simulatedata_LaueNN.py
rename to lauetoolsnn/example_notebook_scripts/multi_material_LaueNN/multi_mat_simulatedata_LaueNN.py
diff --git a/lauetoolsnn/multi_material_LaueNN/multi_mat_verifyPrediction_LaueNN.py b/lauetoolsnn/example_notebook_scripts/multi_material_LaueNN/multi_mat_verifyPrediction_LaueNN.py
similarity index 100%
rename from lauetoolsnn/multi_material_LaueNN/multi_mat_verifyPrediction_LaueNN.py
rename to lauetoolsnn/example_notebook_scripts/multi_material_LaueNN/multi_mat_verifyPrediction_LaueNN.py