diff --git a/README.md b/README.md
index 1735b09..d5080f8 100644
--- a/README.md
+++ b/README.md
@@ -6,7 +6,7 @@
  
 [![Join us on Discord](https://img.shields.io/discord/823813159592001537?color=5865F2&logo=discord&logoColor=white)](https://discord.gg/xBPBXfcFHd)
 
-This is a fast, minimal implementation of Boris Dayma's [DALL·E Mini](https://github.com/borisdayma/dalle-mini).  It has been stripped for inference and converted to PyTorch.  The only third party dependencies are numpy, requests, pillow and torch.
+This is a fast, minimal implementation of Boris Dayma's [DALL·E Mini](https://github.com/borisdayma/dalle-mini).  It has been stripped down for inference and converted to PyTorch.  The only third party dependencies are numpy, requests, pillow and torch.
 
 To generate a 3x3 grid of DALL·E Mega images it takes
 - **35 seconds** with a P100 in Colab
@@ -23,8 +23,6 @@ $ pip install min-dalle
 
 ## Usage
 
-### Python
-
 Load the model parameters once and reuse the model to generate multiple images.
 
 ```python
@@ -43,11 +41,11 @@ display(image)
 <img src="https://github.com/kuprel/min-dalle/raw/main/examples/avocado_armchair.png" alt="drawing" width="200"/>
 
 ```python
-text = 'court sketch of godzilla on trial'
-image = model.generate_image(text, seed=6, grid_size=3)
+text = 'Dali painting of WallE'
+image = model.generate_image(text, seed=0, grid_size=3)
 display(image)
 ```
-<img src="https://github.com/kuprel/min-dalle/raw/main/examples/godzilla_trial.png" alt="drawing" width="300"/>
+<img src="https://github.com/kuprel/min-dalle/raw/main/examples/dali_walle.png" alt="drawing" width="300"/>
 
 ```python
 text = 'Rusty Iron Man suit found abandoned in the woods being reclaimed by nature'
@@ -56,6 +54,13 @@ display(image)
 ```
 <img src="https://github.com/kuprel/min-dalle/raw/main/examples/ironman.png" alt="drawing" width="300"/>
 
+```python
+text = 'court sketch of godzilla on trial'
+image = model.generate_image(text, seed=6, grid_size=3)
+display(image)
+```
+<img src="https://github.com/kuprel/min-dalle/raw/main/examples/godzilla_trial.png" alt="drawing" width="300"/>
+
 ```python
 text = 'a funeral at Whole Foods'
 image = model.generate_image(text, seed=10, grid_size=3)
diff --git a/examples/dali_walle.png b/examples/dali_walle.png
new file mode 100644
index 0000000..4ba1fe0
Binary files /dev/null and b/examples/dali_walle.png differ
diff --git a/setup.py b/setup.py
index ec38227..8625142 100644
--- a/setup.py
+++ b/setup.py
@@ -16,7 +16,9 @@ setuptools.setup(
     license='MIT',
     install_requires=[
         'torch>=1.10.0',
-        'typing_extensions>=4.1.0'
+        'typing_extensions>=4.1.0',
+        'numpy>=1.21',
+        'pillow>=7.1'
     ],
     keywords = [
         'artificial intelligence',