diff --git a/docs/conf.py b/docs/conf.py
index 70754138..eb4132d1 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -68,6 +68,18 @@ html_static_path = ["_static"]
 html_theme_options = {"globaltoc_collapse": True, "globaltoc_maxdepth": 2}
 html_copy_source = False
 nbsphinx_allow_errors = False  # set to True to take shortcuts
+html_scaled_image_link = False
+
+# make some stuff easier to read
+nbsphinx_prolog = """
+.. raw:: html
+
+    <style>
+        .stderr {
+            color: #000 !important
+        }
+    </style>
+"""
 
 
 def replace_token(app: Any, docname: Any, source: Any):
diff --git a/docs/source/example_notebooks.rst b/docs/source/example_notebooks.rst
index 4499a00c..f207c601 100644
--- a/docs/source/example_notebooks.rst
+++ b/docs/source/example_notebooks.rst
@@ -12,7 +12,7 @@ There are a few example notebooks included which help with the understanding of
 
 The PrimAITE documentation includes a pre executed example of notebooks. See :ref:`Executed Notebooks`.
 
-The Jupyter notebooks can also be run interactively via the 2 examples below. These assume that the instructions to install PrimAITE from the :ref:`Getting Started <getting-started>` page is completed as a prerequisite.
+In order to run the notebooks interactively, :ref:`install PrimAITE <getting-started>` and follow these steps:
 
 Running Jupyter Notebooks
 -------------------------
diff --git a/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb b/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb
index f09f9ea7..8104149e 100644
--- a/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb
+++ b/src/primaite/notebooks/Data-Manipulation-E2E-Demonstration.ipynb
@@ -15,7 +15,7 @@
     "\n",
     "The network consists of an office subnet and a server subnet. Clients in the office access a website which fetches data from a database. Occasionally, admins need to access the database directly from the clients.\n",
     "\n",
-    "[<img src=\"_package_data/uc2_network.png\" width=\"500\"/>](_package_data/uc2_network.png)\n",
+    "![UC2 Network](./_package_data/uc2_network.png)\n",
     "\n",
     "_(click image to enlarge)_\n",
     "\n",