From 932c89c80214eaf97183edd5bb052010996e0532 Mon Sep 17 00:00:00 2001
From: Umar Farooq Ghumman <46414488+mail4umar@users.noreply.github.com>
Date: Mon, 21 Oct 2024 11:08:37 -0400
Subject: [PATCH] Example finalizing (#1321)

* added main pages for examples

* Update examples_business_battery.rst
---
 docs/source/examples.rst                      | 10 ++++----
 docs/source/examples_business.rst             | 23 +++++++++++++++++++
 docs/source/examples_business_battery.rst     |  3 ++-
 docs/source/examples_learn.rst                |  8 +++++--
 docs/source/examples_understand.rst           | 15 ++++++++++++
 ... examples_understand_africa_education.rst} |  0
 6 files changed, 51 insertions(+), 8 deletions(-)
 create mode 100644 docs/source/examples_business.rst
 create mode 100644 docs/source/examples_understand.rst
 rename docs/source/{examples_business_africa_education.rst => examples_understand_africa_education.rst} (100%)

diff --git a/docs/source/examples.rst b/docs/source/examples.rst
index 947033450..2c593aa7e 100644
--- a/docs/source/examples.rst
+++ b/docs/source/examples.rst
@@ -12,13 +12,13 @@ Examples
     .. grid-item::
     
       .. card:: Business
-          :link: examples.learn
+          :link: examples.business
           :link-type: ref
           :text-align: center
           :class-card: custom-card-8
           :class-footer: user_guide_footer
 
-          11 Notebooks
+          10 Notebooks
           ^^^^^^^^^^^^^^
           Variety of actual buiness use cases.
           
@@ -31,20 +31,20 @@ Examples
           :class-card: custom-card-8
           :class-footer: user_guide_footer
 
-          11 Notebooks
+          5 Notebooks
           ^^^^^^^^^^^^^^
           Learn the fundamentals of VerticaPy.
 
       .. grid-item::
     
       .. card:: Understand
-          :link: examples.learn
+          :link: examples.understand
           :link-type: ref
           :text-align: center
           :class-card: custom-card-8
           :class-footer: user_guide_footer
 
-          11 Notebooks
+          3 Notebooks
           ^^^^^^^^^^^^^^
           Understand basic data science concepts.
           
diff --git a/docs/source/examples_business.rst b/docs/source/examples_business.rst
new file mode 100644
index 000000000..ceee62651
--- /dev/null
+++ b/docs/source/examples_business.rst
@@ -0,0 +1,23 @@
+.. _examples.business:
+
+
+=========
+Business
+=========
+
+
+          
+.. toctree::
+  :maxdepth: 1
+  
+  examples_business_base_station
+  examples_business_battery
+  examples_business_booking
+  examples_business_churn
+  examples_business_credit_card_fraud
+  examples_business_football
+  examples_business_insurance
+  examples_business_movies
+  examples_business_smart_meters
+  examples_business_spam
+  examples_business_spotify
diff --git a/docs/source/examples_business_battery.rst b/docs/source/examples_business_battery.rst
index 9460e443d..9fc2d38e7 100644
--- a/docs/source/examples_business_battery.rst
+++ b/docs/source/examples_business_battery.rst
@@ -675,7 +675,8 @@ We can now define the model using those hyperparameters and train it.
         params.pop("C")
     if "max_features" in params:
         params.pop("max_features")
-        
+    if "max_leaf_nodes" in params:
+        params.pop("max_leaf_nodes")        
     vp.drop("btr_lr1")
     model_rf = LinearRegression(name = "btr_lr1", **params)
     model_rf.fit(
diff --git a/docs/source/examples_learn.rst b/docs/source/examples_learn.rst
index dc7bc3a7e..234948b1b 100644
--- a/docs/source/examples_learn.rst
+++ b/docs/source/examples_learn.rst
@@ -1,13 +1,17 @@
 .. _examples.learn:
 
 
-=======
+======
 Learn
-=======
+======
 
 
           
 .. toctree::
   :maxdepth: 1
   
+  examples_learn_commodities
+  examples_learn_iris
+  examples_learn_pokemon
+  examples_learn_titanic
   examples_learn_winequality
\ No newline at end of file
diff --git a/docs/source/examples_understand.rst b/docs/source/examples_understand.rst
new file mode 100644
index 000000000..469760554
--- /dev/null
+++ b/docs/source/examples_understand.rst
@@ -0,0 +1,15 @@
+.. _examples.understand:
+
+
+===========
+Understand
+===========
+
+
+          
+.. toctree::
+  :maxdepth: 1
+  
+  examples_understand_africa_education
+  examples_understand_amazon
+  examples_understand_covid19
diff --git a/docs/source/examples_business_africa_education.rst b/docs/source/examples_understand_africa_education.rst
similarity index 100%
rename from docs/source/examples_business_africa_education.rst
rename to docs/source/examples_understand_africa_education.rst