diff --git a/docs/source/installation.rst b/docs/source/installation.rst
index 53ab81a..6f6bd0a 100644
--- a/docs/source/installation.rst
+++ b/docs/source/installation.rst
@@ -13,7 +13,7 @@ It is recommended that you clone the repository, rather than just downloading th
 Step 2: Install Dependencies
 ----------------------------
 
-The dependencies for CDTools can be installed, if you are managing your environment with anaconda, by running
+The dependencies for CDTools can be installed, if you are managing your environment with anaconda, by running the following command in the top level directory of the package:
 
 .. code:: bash
 	  
diff --git a/examples/simple_ptycho_model.py b/examples/simple_ptycho_model.py
index ca51d3d..012af2c 100644
--- a/examples/simple_ptycho_model.py
+++ b/examples/simple_ptycho_model.py
@@ -105,3 +105,23 @@ class SimplePtycho(CDIModel):
     
 if __name__ == '__main__':
     
+    from basic_ptycho_dataset import BasicPtychoDataset
+    from h5py import File
+    from matplotlib import pyplot as plt
+    
+    filename = 'example_data/lab_ptycho_data.cxi'
+    with File(filename, 'r') as f:
+        dataset = BasicPtychoDataset.from_cxi(f)
+        
+        
+    model = SimplePtycho.from_dataset(dataset)
+    
+    #model.to(device='cuda')
+    #dataset.get_as(device='cuda')
+
+    for i, loss in enumerate(model.Adam_optimize(100, dataset)):
+        model.inspect(dataset)
+        print(i,loss)
+        
+    model.compare(dataset)
+    plt.show()