diff --git a/.gitignore b/.gitignore
index 1712230..95c2d89 100644
--- a/.gitignore
+++ b/.gitignore
@@ -4,6 +4,4 @@ __pycache__
 
 env_python_rewrite
 
-visuals
-
-output_files/training_data/
\ No newline at end of file
+output_files/training_data/
diff --git a/visuals/single_neuron.png b/visuals/single_neuron.png
new file mode 100644
index 0000000..365d41d
Binary files /dev/null and b/visuals/single_neuron.png differ