diff --git a/docs/Tutorials.md b/docs/Tutorials.md
index 089ba34ab..909d4f435 100644
--- a/docs/Tutorials.md
+++ b/docs/Tutorials.md
@@ -39,8 +39,9 @@ This is also working with colab and jupyter lab notebooks.
 
 ```python
 import base64
-
-graphbytes = graph.encode("ascii")
+import requests, io
+from PIL import Image
+import matplotlib.pyplot as plt
 
 graph = """
 graph LR;
@@ -51,16 +52,13 @@ graph LR;
     E--> B & C & D;
 """
 
+graphbytes = graph.encode("ascii")
 base64_bytes = base64.b64encode(graphbytes)
 base64_string = base64_bytes.decode("ascii")
-
-import requests, io
-from PIL import Image
-import matplotlib.pyplot as plt
-
 img = Image.open(io.BytesIO(requests.get('https://mermaid.ink/img/' + base64_string).content))
 plt.imshow(img)
 ```
+
 **Output**
 
 ![image](img/python-mermaid-integration.png)
diff --git a/docs/n00b-overview.md b/docs/n00b-overview.md
index 1c2ee9f05..556e071ba 100644
--- a/docs/n00b-overview.md
+++ b/docs/n00b-overview.md
@@ -63,7 +63,7 @@ Being based on markdown, mermaid can be used, not only by accomplished front-end
 In fact one can pick up the syntax for it quite easily from the examples given and there are many tutorials in the internet.
 
 ## Mermaid is for everyone.
-Video [Tutorials](./getting-started/Tutorials.md) are also available for the mermaid [live editor](https://mermaid-js.github.io/mermaid-live-editor/).
+Video [Tutorials](https://mermaid-js.github.io/mermaid/#/./Tutorials) are also available for the mermaid [live editor](https://mermaid-js.github.io/mermaid-live-editor/).
 
 For information on how to use mermaid, click [here](https://mermaid-js.github.io/mermaid/#/n00b-gettingStarted).
 Alternatively, you could also view the [integrations and uses](https://mermaid-js.github.io/mermaid/#/./integrations), to see how mermaid is used.