NOAA-OWP · fernando-aristizabal · Aug 16, 2023 · Aug 11, 2023 · Aug 15, 2023 · Aug 16, 2023
diff --git a/README.MD b/README.MD
@@ -19,10 +19,10 @@ See the full documentation [here](noaa-owp.github.io/gval/).
 
 WARNING:
 
-- Our current public API and output formats are likely to change in
-    the future.
-- Software is provided "AS-IS" without any guarantees. Please QA/QC
-    your metrics carefully until this project matures.
+- Our current public API and output formats are likely to change in the
+  future.
+- Software is provided "AS-IS" without any guarantees. Please QA/QC your
+  metrics carefully until this project matures.
 
 # Installation
 

diff --git a/docs/compile_readme_and_arrange_docs.py b/docs/compile_readme_and_arrange_docs.py
@@ -101,6 +101,11 @@ def compile_readme():
         f"{abs_path}/sphinx/SphinxContinuousTutorial.ipynb",
     )
 
+    shutil.copy(
+        f"{abs_path}/../notebooks/Multi-Class Categorical Statistics.ipynb",
+        f"{abs_path}/sphinx/SphinxMulticatTutorial.ipynb",
+    )
+
     shutil.copy(
         f"{abs_path}/../CONTRIBUTING.MD",
         f"{abs_path}/sphinx/SPHINX_CONTRIBUTING.MD",

diff --git a/docs/sphinx/PYPI_README.MD b/docs/sphinx/PYPI_README.MD
@@ -19,10 +19,10 @@ See the full documentation [here](noaa-owp.github.io/gval/).
 
 WARNING:
 
-- Our current public API and output formats are likely to change in
-    the future.
-- Software is provided "AS-IS" without any guarantees. Please QA/QC
-    your metrics carefully until this project matures.
+- Our current public API and output formats are likely to change in the
+  future.
+- Software is provided "AS-IS" without any guarantees. Please QA/QC your
+  metrics carefully until this project matures.
 
 # Installation
 

diff --git a/docs/sphinx/SPHINX_README.MD b/docs/sphinx/SPHINX_README.MD
@@ -17,10 +17,10 @@ continuous, and probabilistic.
 
 WARNING:
 
-- Our current public API and output formats are likely to change in
-    the future.
-- Software is provided "AS-IS" without any guarantees. Please QA/QC
-    your metrics carefully until this project matures.
+- Our current public API and output formats are likely to change in the
+  future.
+- Software is provided "AS-IS" without any guarantees. Please QA/QC your
+  metrics carefully until this project matures.
 
 # Installation
 

diff --git a/docs/sphinx/SphinxMulticatTutorial.ipynb b/docs/sphinx/SphinxMulticatTutorial.ipynb
diff --git a/docs/sphinx/SphinxTutorial.ipynb b/docs/sphinx/SphinxTutorial.ipynb
@@ -13,7 +13,7 @@
    "id": "a403ee30",
    "metadata": {},
    "source": [
-    "# Categorical Comparisons"
+    "# Two-Class Categorical Comparisons"
    ]
   },
   {
@@ -72,7 +72,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 7,
    "id": "541857a7",
    "metadata": {},
    "outputs": [],

diff --git a/docs/sphinx/index.rst b/docs/sphinx/index.rst
@@ -17,6 +17,7 @@ ___________________________________
    :caption: Table of Contents
 
    SphinxTutorial
+   SphinxMulticatTutorial
    SphinxContinuousTutorial
    api
    contributing

diff --git a/docs/sphinx/tutorials.rst b/docs/sphinx/tutorials.rst
@@ -0,0 +1,10 @@
+Tutorials
+#########
+
+.. toctree::
+   :maxdepth: 1
+   :caption: Table of Contents
+
+   SphinxTutorial
+   SphinxMulticatTutorial
+   SphinxContinuousTutorial
diff --git a/notebooks/Multi-Class Categorical Statistics.ipynb b/notebooks/Multi-Class Categorical Statistics.ipynb
diff --git a/notebooks/Tutorial.ipynb b/notebooks/Tutorial.ipynb
@@ -13,7 +13,7 @@
    "id": "a403ee30",
    "metadata": {},
    "source": [
-    "# Categorical Comparisons"
+    "# Two-Class Categorical Comparisons"
    ]
   },
   {
@@ -72,7 +72,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 7,
    "id": "541857a7",
    "metadata": {},
    "outputs": [],

diff --git a/notebooks/benchmark_map_multi_categorical.tif b/notebooks/benchmark_map_multi_categorical.tif
diff --git a/notebooks/candidate_map_multi_categorical.tif b/notebooks/candidate_map_multi_categorical.tif
diff --git a/notebooks/candidate_raw_elevation_multi_categorical.tif b/notebooks/candidate_raw_elevation_multi_categorical.tif