minor changes

SubhadityaMukherjee · SubhadityaMukherjee · commit 33acd4f64dd5 · 2025-07-04T16:54:21.000+02:00
diff --git a/docs/contributing.md b/docs/contributing.md
@@ -15,7 +15,7 @@ In particular, a few ways to contribute to openml-python are:
     information, see also [extensions](extensions.md).
 -   Bug reports. If something doesn't work for you or is cumbersome,
     please open a new issue to let us know about the problem.
--   [Cite OpenML](https://www.openml.org/cite) if you use it in a
+-   [Cite OpenML](https://www.openml.org/terms) if you use it in a
     scientific publication.
 -   Visit one of our [hackathons](https://www.openml.org/meet).
 -   Contribute to another OpenML project, such as [the main OpenML
diff --git a/examples/Advanced/create_upload_tutorial.py b/examples/Advanced/create_upload_tutorial.py
@@ -23,8 +23,7 @@
 # * A pandas sparse dataframe
 
 # %% [markdown]
-# Dataset is a numpy array
-# ========================
+# ## Dataset is a numpy array
 # A numpy array can contain lists in the case of dense data or it can contain
 # OrderedDicts in the case of sparse data.
 #
@@ -61,7 +60,7 @@
 paper_url = "https://web.stanford.edu/~hastie/Papers/LARS/LeastAngle_2002.pdf"
 
 # %% [markdown]
-# # Create the dataset object
+# ## Create the dataset object
 # The definition of all fields can be found in the XSD files describing the
 # expected format:
 #
@@ -232,8 +231,7 @@
 print(f"URL for dataset: {weather_dataset.openml_url}")
 
 # %% [markdown]
-# Dataset is a sparse matrix
-# ==========================
+# ## Dataset is a sparse matrix
 
 # %%
 sparse_data = coo_matrix(
diff --git a/mkdocs.yml b/mkdocs.yml
@@ -62,7 +62,7 @@ nav:
 
 
   - Extensions: extensions.md
-  - Details: details.md
+  - Advanced User Guide: details.md
   - API: reference/
   - Contributing: contributing.md
 
