From a3fe3b992925f58fc7e441eda7101e75a7218ce7 Mon Sep 17 00:00:00 2001
From: Sean Bradley <seanwasere@gmail.com>
Date: Tue, 7 Sep 2021 11:15:46 +0100
Subject: [PATCH 01/18] updates

---
 img/dp_python_250.jpg     | Bin 36123 -> 34027 bytes
 img/dp_typescript_250.jpg | Bin 0 -> 41820 bytes
 2 files changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 img/dp_typescript_250.jpg

diff --git a/img/dp_python_250.jpg b/img/dp_python_250.jpg
index 93e2230abd536b77f0c04fcae15fa69c137fffaa..1419039c5f336643309e41a92ae106a93f03efb5 100644
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From e495e6cd718aff3d47e1aeb965044ac2115fbb04 Mon Sep 17 00:00:00 2001
From: Sean Bradley <seanwasere@gmail.com>
Date: Tue, 7 Sep 2021 11:18:52 +0100
Subject: [PATCH 02/18] updates

---
 img/dp_python_125.gif | Bin 25198 -> 18496 bytes
 img/dp_python_250.jpg | Bin 34027 -> 34027 bytes
 2 files changed, 0 insertions(+), 0 deletions(-)

diff --git a/img/dp_python_125.gif b/img/dp_python_125.gif
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diff --git a/img/dp_python_250.jpg b/img/dp_python_250.jpg
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delta 84
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From 4661329d074b5cfdc53e69d91e1325f7095af4f2 Mon Sep 17 00:00:00 2001
From: Sean Bradley <seanwasere@gmail.com>
Date: Tue, 7 Sep 2021 11:20:26 +0100
Subject: [PATCH 03/18] updates

---
 ...design_patterns_in_python_book_125x178.jpg | Bin 11218 -> 11655 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/img/design_patterns_in_python_book_125x178.jpg b/img/design_patterns_in_python_book_125x178.jpg
index a9e180f5bfc08f90fdcfdf2b4eb8cc9760a3f2ae..0cf8aaa3bfa6a4868b48ff73c2fc86f1c4ffa661 100644
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From 7db433020e85072dc09ec7f95c06215b2ea8c27d Mon Sep 17 00:00:00 2001
From: Sean Bradley <seanwasere@gmail.com>
Date: Sun, 10 Oct 2021 09:07:31 +0100
Subject: [PATCH 04/18] updates

---
 README.md                         |  6 ++++++
 abstract_factory/README.md        |  8 ++++----
 adapter/README.md                 | 10 +++++-----
 bridge/README.md                  | 10 +++++-----
 builder/README.md                 | 10 +++++-----
 chain_of_responsibility/README.md | 10 +++++-----
 command/README.md                 | 10 +++++-----
 composite/README.md               | 10 +++++-----
 decorator/README.md               |  8 ++++----
 facade/README.md                  |  6 +++---
 factory/README.md                 | 10 +++++-----
 flyweight/README.md               | 10 +++++-----
 interpreter/README.md             | 10 +++++-----
 iterator/README.md                | 10 +++++-----
 mediator/README.md                | 10 +++++-----
 memento/README.md                 | 10 +++++-----
 observer/README.md                | 10 +++++-----
 prototype/README.md               |  8 ++++----
 proxy/README.md                   |  8 ++++----
 singleton/README.md               |  8 ++++----
 state/README.md                   | 10 +++++-----
 strategy/README.md                | 10 +++++-----
 template/README.md                | 10 +++++-----
 visitor/README.md                 | 10 +++++-----
 24 files changed, 114 insertions(+), 108 deletions(-)

diff --git a/README.md b/README.md
index 2b4e1c6..207dde5 100644
--- a/README.md
+++ b/README.md
@@ -35,6 +35,12 @@ There are 4 possible ways to access the video content in this course,
 
 All the code examples in the book can be found in these pages.
 
+<!-- prettier-ignore -->
+>  **Note**
+   If you just want to read my design pattern articles and you don't need to access the videos, then you can read them via [Medium Membership](https://sean-bradley.medium.com/membership)
+
+
+
 ## Overview
 
 A Design Pattern is a description or template that can be repeatedly applied to a commonly recurring problem in software design.
diff --git a/abstract_factory/README.md b/abstract_factory/README.md
index 9432996..1dec563 100644
--- a/abstract_factory/README.md
+++ b/abstract_factory/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Abstract Factory UML Diagram
 
@@ -36,7 +36,7 @@ python ./abstract_factory/abstract_factory_concept.py
 
 ## Abstract Factory Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Abstract Factory Example UML Diagram
 
@@ -117,4 +117,4 @@ Python Errors and Exceptions : [https://docs.python.org/3/tutorial/errors.html](
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/adapter/README.md b/adapter/README.md
index 1e033bf..2a8800c 100644
--- a/adapter/README.md
+++ b/adapter/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Adapter UML Diagram
 
@@ -29,7 +29,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Output
 
@@ -43,7 +43,7 @@ method B
 
 ## Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Example UML Diagram
 
@@ -143,4 +143,4 @@ When executing [/adapter/cube_a.py](/adapter/cube_a.py) you will notice that the
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/bridge/README.md b/bridge/README.md
index c5ee0d9..fef2a84 100644
--- a/bridge/README.md
+++ b/bridge/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Bridge UML Diagram
 
@@ -29,7 +29,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Output
 
@@ -43,7 +43,7 @@ c
 
 ## Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Example UML Diagram
 
@@ -121,4 +121,4 @@ PS> python
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/builder/README.md b/builder/README.md
index 0c9fb25..719cdbe 100644
--- a/builder/README.md
+++ b/builder/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Builder UML Diagram
 
@@ -28,7 +28,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Output
 
@@ -39,7 +39,7 @@ python ./builder/builder_concept.py
 
 ## Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Example UML Diagram
 
@@ -113,4 +113,4 @@ This line, creates a list at runtime including the strings 'SmallChair', 'Medium
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/chain_of_responsibility/README.md b/chain_of_responsibility/README.md
index 2ddcd9b..2e90d00 100644
--- a/chain_of_responsibility/README.md
+++ b/chain_of_responsibility/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Chain of Responsibility UML Diagram
 
@@ -29,7 +29,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Output
 
@@ -47,7 +47,7 @@ Finished result = -1.5
 
 ## Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Example UML Diagram
 
@@ -111,4 +111,4 @@ See PEP-3111 : [https://www.python.org/dev/peps/pep-3111/](https://www.python.or
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/command/README.md b/command/README.md
index 758771d..6bce730 100644
--- a/command/README.md
+++ b/command/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Command Pattern UML Diagram
 
@@ -28,7 +28,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Output
 
@@ -42,7 +42,7 @@ Executing Command 2
 
 ## Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Example UML Diagram
 
@@ -78,4 +78,4 @@ It is just a useful construct that you will see developers use as a recommendati
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/composite/README.md b/composite/README.md
index 9e419cb..d5eb2f2 100644
--- a/composite/README.md
+++ b/composite/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Composite UML Diagram
 
@@ -28,7 +28,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Output
 
@@ -48,7 +48,7 @@ COMPOSITE_2     id:2050574298128
 
 ## Composite Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Composite Example UML Diagram
 
@@ -124,4 +124,4 @@ Visit [https://docs.python.org/3/reference/expressions.html#conditional-expressi
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/decorator/README.md b/decorator/README.md
index d43e32f..fa6c65a 100644
--- a/decorator/README.md
+++ b/decorator/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Builder UML Diagram
 
@@ -37,7 +37,7 @@ Decorator Method(Component Method)
 
 ## Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Example UML Diagram
 
@@ -133,4 +133,4 @@ The `__str__` dunder was also overridden in the [/prototype/prototype_concept.py
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/facade/README.md b/facade/README.md
index 90cdb6f..9eaf5bb 100644
--- a/facade/README.md
+++ b/facade/README.md
@@ -17,7 +17,7 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Facade UML Diagram
 
@@ -37,7 +37,7 @@ B
 
 ## Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Example UML Diagram
 
@@ -170,4 +170,4 @@ Found 2 errors in 2 files (checked 1 source file)
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/factory/README.md b/factory/README.md
index 5f2d0da..32b2924 100644
--- a/factory/README.md
+++ b/factory/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Factory UML Diagram
 
@@ -28,7 +28,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Output
 
@@ -39,7 +39,7 @@ ConcreteProductB
 
 ## Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Factory Example UML Diagram
 
@@ -93,4 +93,4 @@ See PEP 3119 : [https://www.python.org/dev/peps/pep-3119/](https://www.python.or
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/flyweight/README.md b/flyweight/README.md
index ed2ffda..1791752 100644
--- a/flyweight/README.md
+++ b/flyweight/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Flyweight UML Diagram
 
@@ -28,7 +28,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Output
 
@@ -41,7 +41,7 @@ FlyweightFactory has 5 flyweights
 
 ## Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Example UML Diagram
 
@@ -86,4 +86,4 @@ eg,
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/interpreter/README.md b/interpreter/README.md
index 444cb18..15d5d5f 100644
--- a/interpreter/README.md
+++ b/interpreter/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Interpreter UML Diagram
 
@@ -29,7 +29,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Output
 
@@ -43,7 +43,7 @@ python ./interpreter/interpreter_concept.py
 
 ## Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ![Abstract Syntax Tree Example](/img/interpreter_ast_roman_numeral.svg)
 
@@ -171,4 +171,4 @@ Outputs
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/iterator/README.md b/iterator/README.md
index faa5d1a..3985ce4 100644
--- a/iterator/README.md
+++ b/iterator/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Iterator UML Diagram
 
@@ -28,7 +28,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Output
 
@@ -42,7 +42,7 @@ This method has been invoked
 
 ## Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Example UML Diagram
 
@@ -118,4 +118,4 @@ Also note that the list being printed at the end is automatically filled from th
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/mediator/README.md b/mediator/README.md
index e61a680..1c429e9 100644
--- a/mediator/README.md
+++ b/mediator/README.md
@@ -15,11 +15,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Mediator UML Diagram
 
@@ -27,7 +27,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Output
 
@@ -39,7 +39,7 @@ COLLEAGUE2 <--> Here is the Colleague1 specific data you asked for
 
 ## Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Example UML Diagram
 
@@ -62,4 +62,4 @@ Component1: <<< In <<< : data C
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/memento/README.md b/memento/README.md
index 56214e0..c8b1eee 100644
--- a/memento/README.md
+++ b/memento/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Memento UML Diagram
 
@@ -28,7 +28,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ### Output
 
@@ -53,7 +53,7 @@ State #3
 
 ## Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Example UML Diagram
 
@@ -151,4 +151,4 @@ print(example.value) # now raises an AttributeError
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/observer/README.md b/observer/README.md
index 8dbbecf..572da33 100644
--- a/observer/README.md
+++ b/observer/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Observer UML Diagram
 
@@ -28,7 +28,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Output
 
@@ -41,7 +41,7 @@ Observer id:2084220160272 received ('Second Notification', {'A': 1, 'B': 2, 'C':
 
 ## Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Example UML Diagram
 
@@ -88,4 +88,4 @@ Note, if instantiating an empty **Set** then use `my_object = Set()` rather than
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/prototype/README.md b/prototype/README.md
index 069acd9..494327d 100644
--- a/prototype/README.md
+++ b/prototype/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Prototype UML Diagram
 
@@ -28,8 +28,8 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/proxy/README.md b/proxy/README.md
index 693ced3..84f6398 100644
--- a/proxy/README.md
+++ b/proxy/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Proxy UML Diagram
 
@@ -40,7 +40,7 @@ pulling data from Proxy cache
 
 ## Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Example UML Diagram
 
@@ -101,4 +101,4 @@ See the [Lion](/proxy/lion.py), [Serpent](/proxy/serpent.py) and [Leopard](/prox
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/singleton/README.md b/singleton/README.md
index 92164e1..d2c2bb4 100644
--- a/singleton/README.md
+++ b/singleton/README.md
@@ -16,7 +16,7 @@ Cover | Links |
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Singleton UML Diagram
 
@@ -32,11 +32,11 @@ id(OBJECT2)     = 2164775087968
 id(OBJECT3)     = 2164775087968
 ```
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Example UML Diagram
 
@@ -133,4 +133,4 @@ PS> python
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/state/README.md b/state/README.md
index 436853d..fe92635 100644
--- a/state/README.md
+++ b/state/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## State UML Diagram
 
@@ -28,7 +28,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ### Output
 
@@ -43,7 +43,7 @@ I am ConcreteStateC
 
 ## State Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## State Example Use Case UML Diagram
 
@@ -92,4 +92,4 @@ EXAMPLE() # function now gets called by default
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/strategy/README.md b/strategy/README.md
index a0dcbb4..2cfec06 100644
--- a/strategy/README.md
+++ b/strategy/README.md
@@ -15,11 +15,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Strategy UML Diagram
 
@@ -27,7 +27,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Output
 
@@ -40,7 +40,7 @@ I am ConcreteStrategyC
 
 ## Strategy Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Strategy Example Use Case UML Diagram
 
@@ -57,4 +57,4 @@ I am Crawling. New position = [3.5, 0]
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/template/README.md b/template/README.md
index 8b3e0b3..9c5072f 100644
--- a/template/README.md
+++ b/template/README.md
@@ -15,11 +15,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Template Method UML Diagram
 
@@ -27,7 +27,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Output 
 
@@ -42,7 +42,7 @@ Class_B : Step Three. (overridden)
 
 ## Template Method Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Template Method Use Case UML Diagram
 
@@ -76,4 +76,4 @@ footer  : -- Page 1 --
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
diff --git a/visitor/README.md b/visitor/README.md
index bb6e27f..6f6ed37 100644
--- a/visitor/README.md
+++ b/visitor/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Terminology
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Visitor UML Diagram
 
@@ -29,7 +29,7 @@ Cover | Links
 
 ## Source Code
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Output
 
@@ -44,7 +44,7 @@ A
 
 ## Visitor Example Use Case
 
-*...Refer to Book or Videos for extra content.*
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
 
 ## Visitor Example UML Diagram
 
@@ -141,4 +141,4 @@ jklmn     1011
 
 ## Summary
 
-*...Refer to Book or Videos for extra content.*
\ No newline at end of file
+_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file

From c1e4ebbaea96a0332ae997e60f5d85d5b736e7c9 Mon Sep 17 00:00:00 2001
From: seanwasere youtube <seanwasere@gmail.com>
Date: Tue, 19 Oct 2021 12:45:21 +0100
Subject: [PATCH 05/18] Update FUNDING.yml

---
 .github/FUNDING.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/FUNDING.yml b/.github/FUNDING.yml
index 4aef64b..a3e9e77 100644
--- a/.github/FUNDING.yml
+++ b/.github/FUNDING.yml
@@ -9,4 +9,4 @@ community_bridge: # Replace with a single Community Bridge project-name e.g., cl
 liberapay: # Replace with a single Liberapay username
 issuehunt: # Replace with a single IssueHunt username
 otechie: # Replace with a single Otechie username
-custom: # Replace with up to 4 custom sponsorship URLs e.g., ['link1', 'link2']
+custom: ['https://sean-bradley.medium.com/membership']# Replace with up to 4 custom sponsorship URLs e.g., ['link1', 'link2']

From 16ce9fda5c8b69c0a10a55fed043deb53bacc10b Mon Sep 17 00:00:00 2001
From: Sean Bradley <seanwasere@gmail.com>
Date: Mon, 17 Jan 2022 09:36:21 +0000
Subject: [PATCH 06/18] updates

---
 coding-conventions.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/coding-conventions.md b/coding-conventions.md
index 410dee4..5c8de04 100644
--- a/coding-conventions.md
+++ b/coding-conventions.md
@@ -21,7 +21,7 @@ You can also enter Python code directly into the Python Interactive Console by t
 
 ``` python
 PS> python
-Python 3.9.1 (tags/v3.9.1:1e5d33e, Dec  7 2020, 17:08:21) [MSC ...
+Python 3.10.1 (tags/v3.10.1:2cd268a, Dec  6 2021, 19:10:37) [MSC ...
 Type "help", "copyright", "credits" or "license" for more information.
 >>>
 ```

From a6afc3d54451b211e3faa2a4c2871a71fbbba9b0 Mon Sep 17 00:00:00 2001
From: seanwasere youtube <seanwasere@gmail.com>
Date: Thu, 3 Feb 2022 16:25:12 +0000
Subject: [PATCH 07/18] Update LICENSE

---
 LICENSE | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/LICENSE b/LICENSE
index 75037ef..dc50b29 100644
--- a/LICENSE
+++ b/LICENSE
@@ -6,5 +6,5 @@ Book : https://www.amazon.com/dp/B08XLJ8Z2J : ASIN B08XLJ8Z2J
 EBook : https://www.amazon.com/dp/B08Z282SBC : ASIN B08Z282SBC
 Videos : https://www.youtube.com/playlist?list=PLKWUX7aMnlEJzRvCXnwFEdk_WJDNjMDOo
 
-Copyright (c) 2019-2021, Sean Bradley 
+Copyright (c) 2019-2022, Sean Bradley 
 All rights reserved.

From 48cd28f7f35858216b5d5cb829a91dcefa398c67 Mon Sep 17 00:00:00 2001
From: Sean Bradley <seanwasere@gmail.com>
Date: Mon, 18 Apr 2022 21:25:13 +0100
Subject: [PATCH 08/18] updates

---
 abstract_factory/README.md        |  8 ++++----
 adapter/README.md                 | 10 +++++-----
 bridge/README.md                  | 10 +++++-----
 builder/README.md                 | 10 +++++-----
 chain_of_responsibility/README.md | 10 +++++-----
 command/README.md                 | 10 +++++-----
 composite/README.md               | 10 +++++-----
 decorator/README.md               |  8 ++++----
 facade/README.md                  |  6 +++---
 factory/README.md                 | 10 +++++-----
 flyweight/README.md               | 10 +++++-----
 interpreter/README.md             | 10 +++++-----
 iterator/README.md                | 10 +++++-----
 mediator/README.md                | 10 +++++-----
 memento/README.md                 | 10 +++++-----
 observer/README.md                | 10 +++++-----
 prototype/README.md               |  8 ++++----
 proxy/README.md                   |  8 ++++----
 singleton/README.md               |  8 ++++----
 state/README.md                   | 10 +++++-----
 strategy/README.md                | 10 +++++-----
 template/README.md                | 10 +++++-----
 visitor/README.md                 | 10 +++++-----
 23 files changed, 108 insertions(+), 108 deletions(-)

diff --git a/abstract_factory/README.md b/abstract_factory/README.md
index 1dec563..19f2dd5 100644
--- a/abstract_factory/README.md
+++ b/abstract_factory/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Abstract Factory UML Diagram
 
@@ -36,7 +36,7 @@ python ./abstract_factory/abstract_factory_concept.py
 
 ## Abstract Factory Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Abstract Factory Example UML Diagram
 
@@ -117,4 +117,4 @@ Python Errors and Exceptions : [https://docs.python.org/3/tutorial/errors.html](
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/adapter/README.md b/adapter/README.md
index 2a8800c..d977bd2 100644
--- a/adapter/README.md
+++ b/adapter/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Adapter UML Diagram
 
@@ -29,7 +29,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Output
 
@@ -43,7 +43,7 @@ method B
 
 ## Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Example UML Diagram
 
@@ -143,4 +143,4 @@ When executing [/adapter/cube_a.py](/adapter/cube_a.py) you will notice that the
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/bridge/README.md b/bridge/README.md
index fef2a84..e47e5ab 100644
--- a/bridge/README.md
+++ b/bridge/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Bridge UML Diagram
 
@@ -29,7 +29,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Output
 
@@ -43,7 +43,7 @@ c
 
 ## Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Example UML Diagram
 
@@ -121,4 +121,4 @@ PS> python
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/builder/README.md b/builder/README.md
index 719cdbe..fb2f7bf 100644
--- a/builder/README.md
+++ b/builder/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Builder UML Diagram
 
@@ -28,7 +28,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Output
 
@@ -39,7 +39,7 @@ python ./builder/builder_concept.py
 
 ## Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Example UML Diagram
 
@@ -113,4 +113,4 @@ This line, creates a list at runtime including the strings 'SmallChair', 'Medium
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/chain_of_responsibility/README.md b/chain_of_responsibility/README.md
index 2e90d00..3fa4a4b 100644
--- a/chain_of_responsibility/README.md
+++ b/chain_of_responsibility/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Chain of Responsibility UML Diagram
 
@@ -29,7 +29,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Output
 
@@ -47,7 +47,7 @@ Finished result = -1.5
 
 ## Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Example UML Diagram
 
@@ -111,4 +111,4 @@ See PEP-3111 : [https://www.python.org/dev/peps/pep-3111/](https://www.python.or
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/command/README.md b/command/README.md
index 6bce730..5920c95 100644
--- a/command/README.md
+++ b/command/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Command Pattern UML Diagram
 
@@ -28,7 +28,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Output
 
@@ -42,7 +42,7 @@ Executing Command 2
 
 ## Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Example UML Diagram
 
@@ -78,4 +78,4 @@ It is just a useful construct that you will see developers use as a recommendati
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/composite/README.md b/composite/README.md
index d5eb2f2..37d5e84 100644
--- a/composite/README.md
+++ b/composite/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Composite UML Diagram
 
@@ -28,7 +28,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Output
 
@@ -48,7 +48,7 @@ COMPOSITE_2     id:2050574298128
 
 ## Composite Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Composite Example UML Diagram
 
@@ -124,4 +124,4 @@ Visit [https://docs.python.org/3/reference/expressions.html#conditional-expressi
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/decorator/README.md b/decorator/README.md
index fa6c65a..6d74631 100644
--- a/decorator/README.md
+++ b/decorator/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Builder UML Diagram
 
@@ -37,7 +37,7 @@ Decorator Method(Component Method)
 
 ## Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Example UML Diagram
 
@@ -133,4 +133,4 @@ The `__str__` dunder was also overridden in the [/prototype/prototype_concept.py
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/facade/README.md b/facade/README.md
index 9eaf5bb..dfa62ef 100644
--- a/facade/README.md
+++ b/facade/README.md
@@ -17,7 +17,7 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Facade UML Diagram
 
@@ -37,7 +37,7 @@ B
 
 ## Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Example UML Diagram
 
@@ -170,4 +170,4 @@ Found 2 errors in 2 files (checked 1 source file)
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/factory/README.md b/factory/README.md
index 32b2924..d1dd8fc 100644
--- a/factory/README.md
+++ b/factory/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Factory UML Diagram
 
@@ -28,7 +28,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Output
 
@@ -39,7 +39,7 @@ ConcreteProductB
 
 ## Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Factory Example UML Diagram
 
@@ -93,4 +93,4 @@ See PEP 3119 : [https://www.python.org/dev/peps/pep-3119/](https://www.python.or
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/flyweight/README.md b/flyweight/README.md
index 1791752..170c137 100644
--- a/flyweight/README.md
+++ b/flyweight/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Flyweight UML Diagram
 
@@ -28,7 +28,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Output
 
@@ -41,7 +41,7 @@ FlyweightFactory has 5 flyweights
 
 ## Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Example UML Diagram
 
@@ -86,4 +86,4 @@ eg,
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/interpreter/README.md b/interpreter/README.md
index 15d5d5f..bac547f 100644
--- a/interpreter/README.md
+++ b/interpreter/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Interpreter UML Diagram
 
@@ -29,7 +29,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Output
 
@@ -43,7 +43,7 @@ python ./interpreter/interpreter_concept.py
 
 ## Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ![Abstract Syntax Tree Example](/img/interpreter_ast_roman_numeral.svg)
 
@@ -171,4 +171,4 @@ Outputs
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/iterator/README.md b/iterator/README.md
index 3985ce4..be63322 100644
--- a/iterator/README.md
+++ b/iterator/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Iterator UML Diagram
 
@@ -28,7 +28,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Output
 
@@ -42,7 +42,7 @@ This method has been invoked
 
 ## Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Example UML Diagram
 
@@ -118,4 +118,4 @@ Also note that the list being printed at the end is automatically filled from th
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/mediator/README.md b/mediator/README.md
index 1c429e9..3f7b3a0 100644
--- a/mediator/README.md
+++ b/mediator/README.md
@@ -15,11 +15,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Mediator UML Diagram
 
@@ -27,7 +27,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Output
 
@@ -39,7 +39,7 @@ COLLEAGUE2 <--> Here is the Colleague1 specific data you asked for
 
 ## Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Example UML Diagram
 
@@ -62,4 +62,4 @@ Component1: <<< In <<< : data C
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/memento/README.md b/memento/README.md
index c8b1eee..922eba6 100644
--- a/memento/README.md
+++ b/memento/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Memento UML Diagram
 
@@ -28,7 +28,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ### Output
 
@@ -53,7 +53,7 @@ State #3
 
 ## Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Example UML Diagram
 
@@ -151,4 +151,4 @@ print(example.value) # now raises an AttributeError
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/observer/README.md b/observer/README.md
index 572da33..2744223 100644
--- a/observer/README.md
+++ b/observer/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Observer UML Diagram
 
@@ -28,7 +28,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Output
 
@@ -41,7 +41,7 @@ Observer id:2084220160272 received ('Second Notification', {'A': 1, 'B': 2, 'C':
 
 ## Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Example UML Diagram
 
@@ -88,4 +88,4 @@ Note, if instantiating an empty **Set** then use `my_object = Set()` rather than
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/prototype/README.md b/prototype/README.md
index 494327d..4b49386 100644
--- a/prototype/README.md
+++ b/prototype/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Prototype UML Diagram
 
@@ -28,8 +28,8 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/proxy/README.md b/proxy/README.md
index 84f6398..aa62785 100644
--- a/proxy/README.md
+++ b/proxy/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Proxy UML Diagram
 
@@ -40,7 +40,7 @@ pulling data from Proxy cache
 
 ## Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Example UML Diagram
 
@@ -101,4 +101,4 @@ See the [Lion](/proxy/lion.py), [Serpent](/proxy/serpent.py) and [Leopard](/prox
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/singleton/README.md b/singleton/README.md
index d2c2bb4..c59e0b8 100644
--- a/singleton/README.md
+++ b/singleton/README.md
@@ -16,7 +16,7 @@ Cover | Links |
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Singleton UML Diagram
 
@@ -32,11 +32,11 @@ id(OBJECT2)     = 2164775087968
 id(OBJECT3)     = 2164775087968
 ```
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Example UML Diagram
 
@@ -133,4 +133,4 @@ PS> python
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/state/README.md b/state/README.md
index fe92635..90dd505 100644
--- a/state/README.md
+++ b/state/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## State UML Diagram
 
@@ -28,7 +28,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ### Output
 
@@ -43,7 +43,7 @@ I am ConcreteStateC
 
 ## State Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## State Example Use Case UML Diagram
 
@@ -92,4 +92,4 @@ EXAMPLE() # function now gets called by default
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/strategy/README.md b/strategy/README.md
index 2cfec06..41d0205 100644
--- a/strategy/README.md
+++ b/strategy/README.md
@@ -15,11 +15,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Strategy UML Diagram
 
@@ -27,7 +27,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Output
 
@@ -40,7 +40,7 @@ I am ConcreteStrategyC
 
 ## Strategy Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Strategy Example Use Case UML Diagram
 
@@ -57,4 +57,4 @@ I am Crawling. New position = [3.5, 0]
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/template/README.md b/template/README.md
index 9c5072f..dc1736c 100644
--- a/template/README.md
+++ b/template/README.md
@@ -15,11 +15,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Template Method UML Diagram
 
@@ -27,7 +27,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Output 
 
@@ -42,7 +42,7 @@ Class_B : Step Three. (overridden)
 
 ## Template Method Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Template Method Use Case UML Diagram
 
@@ -76,4 +76,4 @@ footer  : -- Page 1 --
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
diff --git a/visitor/README.md b/visitor/README.md
index 6f6ed37..0c7cf82 100644
--- a/visitor/README.md
+++ b/visitor/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Terminology
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Visitor UML Diagram
 
@@ -29,7 +29,7 @@ _...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or
 
 ## Source Code
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Output
 
@@ -44,7 +44,7 @@ A
 
 ## Visitor Example Use Case
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Visitor Example UML Diagram
 
@@ -141,4 +141,4 @@ jklmn     1011
 
 ## Summary
 
-_...Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), [Videos](#videos) or [Medium Membership](https://sean-bradley.medium.com/membership) for extra content._
\ No newline at end of file
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file

From d205f2296ef1730a9f1aa9413358d51b4c637fe0 Mon Sep 17 00:00:00 2001
From: Sean Bradley <seanwasere@gmail.com>
Date: Mon, 18 Apr 2022 21:32:45 +0100
Subject: [PATCH 09/18] updates

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 207dde5..221d51f 100644
--- a/README.md
+++ b/README.md
@@ -37,7 +37,7 @@ All the code examples in the book can be found in these pages.
 
 <!-- prettier-ignore -->
 >  **Note**
-   If you just want to read my design pattern articles and you don't need to access the videos, then you can read them via [Medium Membership](https://sean-bradley.medium.com/membership)
+   If you just want to read my design pattern articles, and you don't need to access the videos, then you can read them via [Medium Membership](https://sean-bradley.medium.com/membership)
 
 
 

From 1423ad5065d7b528e1b67e83dbfc6003930e7297 Mon Sep 17 00:00:00 2001
From: Sean Bradley <seanwasere@gmail.com>
Date: Mon, 18 Apr 2022 21:38:58 +0100
Subject: [PATCH 10/18] updates

---
 README.md | 24 ++++++++++++++++++------
 1 file changed, 18 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 221d51f..a918c80 100644
--- a/README.md
+++ b/README.md
@@ -35,11 +35,23 @@ There are 4 possible ways to access the video content in this course,
 
 All the code examples in the book can be found in these pages.
 
-<!-- prettier-ignore -->
->  **Note**
-   If you just want to read my design pattern articles, and you don't need to access the videos, then you can read them via [Medium Membership](https://sean-bradley.medium.com/membership)
+---
 
+**TIP**
 
+> [Design Patterns In python](https://www.amazon.com/dp/B08XLJ8Z2J) **(Paperback/Kindle)** includes Video Access Codes to view videos for FREE from the official documentation website at [https://sbcode.net/python/](https://sbcode.net/python/)
+
+---
+
+**TIP**
+
+> Get **Udemy Discount Coupons** at [https://sbcode.net/coupons](https://sbcode.net/coupons)
+
+---
+
+**Note**
+
+> If you just want to read my design pattern articles, and you don't need to access the videos, then you can read them via [Medium Membership](https://sean-bradley.medium.com/membership)
 
 ## Overview
 
@@ -47,7 +59,7 @@ A Design Pattern is a description or template that can be repeatedly applied to
 
 A familiarity of Design Patterns will be very useful when planning, discussing, managing and documenting your applications from now on and into the future.
 
-Also, throughout the book, as each design pattern is discussed and demonstrated using example code, I also introduce new python coding concepts with each new design pattern. So that as you progress through the book and try out the examples, you will also get experience and familiarity with some of the finer details of programming with python.
+Also, throughout the book, as each design pattern is discussed and demonstrated using example code, I also introduce new python coding concepts with each new design pattern. So that as you progress through the book and try out the examples, you will also get experience and familiarity with some finer details of programming with python.
 
 So, in this book, you will learn about these 23 Design Patterns,
 
@@ -80,8 +92,8 @@ So, in this book, you will learn about these 23 Design Patterns,
 
 ## Pattern Types
 
-_...Refer to Book or Videos for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
 
 ## Class Scope and Object Scope Patterns
 
-_...Refer to Book or Videos for extra content._
+_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._

From b8c94e1fa62445bde4d5a453ae111fbd17dcb962 Mon Sep 17 00:00:00 2001
From: Sean Bradley <seanwasere@gmail.com>
Date: Wed, 25 May 2022 09:06:32 +0100
Subject: [PATCH 11/18] updates

---
 LICENSE | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/LICENSE b/LICENSE
index dc50b29..e676d93 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,10 +1,12 @@
-All code, images, text, downloads and videos from
+All code, images, text, videos and downloads from
 
 Repository : https://github.com/Sean-Bradley/Design-Patterns-In-Python
 Website : https://sbcode.net/python
 Book : https://www.amazon.com/dp/B08XLJ8Z2J : ASIN B08XLJ8Z2J
 EBook : https://www.amazon.com/dp/B08Z282SBC : ASIN B08Z282SBC
-Videos : https://www.youtube.com/playlist?list=PLKWUX7aMnlEJzRvCXnwFEdk_WJDNjMDOo
+YouTube : https://www.youtube.com/playlist?list=PLKWUX7aMnlEJzRvCXnwFEdk_WJDNjMDOo
+Udemy : https://www.udemy.com/course/design-patterns-in-python/?referralCode=7493DBBBF97FF2B0D24D
+Skillshare : https://skl.sh/34SM2Xg
 
 Copyright (c) 2019-2022, Sean Bradley 
-All rights reserved.
+All rights reserved.
\ No newline at end of file

From ad475792f1e7c61bb26b0648e6310aa022b334d0 Mon Sep 17 00:00:00 2001
From: Sean Bradley <seanwasere@gmail.com>
Date: Wed, 25 May 2022 09:12:29 +0100
Subject: [PATCH 12/18] updates

---
 img/udemy_btn_sm.gif | Bin 1082 -> 3254 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/img/udemy_btn_sm.gif b/img/udemy_btn_sm.gif
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GIT binary patch
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z-C-lKW*e(Q)quQ^L;6!9qt}55po0L}pIIEF4x(5u=3%me3ma4}Q!?BQ;1W{ISdwX-
z2{cgyjLBz6{OPR*PnsK6i$H4p>>P;HM{FK~J*a?Y=+#}-aOkE%L2dc&tK!!!pYhN;
zH(U>I>B+cK+K-|~$`Bh`8o;9<-CqNxChNzGQ`+i{{~T(%fTluWfyFB(0;#ARx%x_|
zC@6Udq%!eT4CyIap<0;o5*nlt6+L0r<tws!TbM~zSik~=kmhGHT53+VI)99+Bgs+4
zaD#x&LycfbP?oi<NQ0i=2=gD)bCwN3S8zp+`4sV_NTkWnhah(cr$%p>v;pLeus5Bl
zeOAF{iZ;q}^3xwuYs`&aT`Qwf;ISE|Q-#{XJ*mb+!?&<WI9T&|!BND;8z~4?RoG_@
zsJv6M9lnhDu_M~!OpfTHV*_kYce$@tH^id1U)x`*KJI;=o)Qk|($`3Un4a!a-UF)D
h2K5?SI<KFao6__J!uKV;eUycemizwhM*)G>{u{?)Z6p8y

literal 1082
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zz5oFLQ&dy?-rwULCE(xSzrVj_W@YK==>GBYqN1X5baV3Z@|2a7xw*Qtw6uVLfZzZL
z3=It74;azW(*OVeA^8LV00000EC2ui0D1r-000I5peK%GX`X1Ru59bR<0sE_ZQppV
z?|kq7qMvM%KqMx@q;ko`1%-%>l+dhNuTGCJ5$JRR2qbn)Rz7`EZ@|$gyWhGqPqFcS
z**JlMpn&_Uayk=fUK?RJ1X2MBe~n3jISF-khByk8hmM*%kT(rqb{!jxH;HN;eVeK`
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zwYJDT8P)>=GXe$H*ftCt91z(xz#o$0l*z%}qWU=*@CH090IyxT5AWhVL-&JW6JYm3
zsgVV41HOLb0uF>H@52KP%or2^pzy<i3d|z^WRUS-*8>U+21J+!a{z;B8X`n62tnt{
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zYe!bwXf&`DfZv91H0a!MkZ);I8R|G%FhH^y1FIYkNU#bZ!iA>*BzQm!fG}mt93ngj
zYv6&$uz%qqlH!1X193{9Ax&_)5MCVsnQlx>A)o{q2@llHEJK2U1r#Q8DB!_@26zPy
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zGkW5HrN7ou^UxaiEJFjPbx~T%ObhMw4B|C_Y1Knt&Gpyxz##V6WS4FB3LyXhJ0UQ?
Ak^lez


From ac8bee4aa08cad20974ab0fdf247b92444c4a71c Mon Sep 17 00:00:00 2001
From: SBCODE <seanwasere@gmail.com>
Date: Wed, 25 May 2022 09:48:29 +0100
Subject: [PATCH 13/18] Update FUNDING.yml

---
 .github/FUNDING.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/FUNDING.yml b/.github/FUNDING.yml
index a3e9e77..e546f77 100644
--- a/.github/FUNDING.yml
+++ b/.github/FUNDING.yml
@@ -3,7 +3,7 @@
 github: [Sean-Bradley]# Replace with up to 4 GitHub Sponsors-enabled usernames e.g., [user1, user2]
 patreon: seanwasere
 open_collective: # Replace with a single Open Collective username
-ko_fi: # Replace with a single Ko-fi username
+ko_fi: sean_bradley
 tidelift: # Replace with a single Tidelift platform-name/package-name e.g., npm/babel
 community_bridge: # Replace with a single Community Bridge project-name e.g., cloud-foundry
 liberapay: # Replace with a single Liberapay username

From ab5401e782f67a461c2194e3832083ec218e5250 Mon Sep 17 00:00:00 2001
From: Sean Bradley <seanwasere@gmail.com>
Date: Tue, 16 Aug 2022 09:33:03 +0100
Subject: [PATCH 14/18] updates

---
 factory/client.py          | 2 +-
 factory/factory_concept.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/factory/client.py b/factory/client.py
index 0a93224..c4f9bc5 100644
--- a/factory/client.py
+++ b/factory/client.py
@@ -3,5 +3,5 @@
 from chair_factory import ChairFactory
 
 # The Client
-CHAIR = ChairFactory().get_chair("SmallChair")
+CHAIR = ChairFactory.get_chair("SmallChair")
 print(CHAIR.get_dimensions())
diff --git a/factory/factory_concept.py b/factory/factory_concept.py
index 0c17e2a..7adab51 100644
--- a/factory/factory_concept.py
+++ b/factory/factory_concept.py
@@ -58,5 +58,5 @@ def create_object(some_property):
 
 
 # The Client
-PRODUCT = Creator().create_object('b')
+PRODUCT = Creator.create_object('b')
 print(PRODUCT.name)

From cf5f268504d07ce711244dcc6c15fc734b1a4754 Mon Sep 17 00:00:00 2001
From: Sean Bradley <seanwasere@gmail.com>
Date: Tue, 16 Aug 2022 09:59:19 +0100
Subject: [PATCH 15/18] updates

---
 abstract_factory/README.md                   | 8 ++++----
 abstract_factory/abstract_factory_concept.py | 4 ++--
 abstract_factory/furniture_factory.py        | 4 ++--
 3 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/abstract_factory/README.md b/abstract_factory/README.md
index 19f2dd5..69d18d8 100644
--- a/abstract_factory/README.md
+++ b/abstract_factory/README.md
@@ -60,7 +60,7 @@ Your Python code may produce errors. It happens to everybody. It is hard to fore
 
 Use the `Try`, `Except` and optional `finally` keywords to manage error handling.
 
-In the example code, if no chair or table is returned, an `Exception` error is raised and it includes a text string that can be read and written to the console.
+In the example code, if no chair or table is returned, an `Exception` error is raised, and it includes a text string that can be read and written to the console.
 
 Within your code you can use the `raise` keyword to trigger Python built in exceptions or even create your own.
 
@@ -69,9 +69,9 @@ def get_furniture(furniture):
     "Static get_factory method"
     try:
         if furniture in ['SmallChair', 'MediumChair', 'BigChair']:
-            return ChairFactory().get_chair(furniture)
+            return ChairFactory.get_chair(furniture)
         if furniture in ['SmallTable', 'MediumTable', 'BigTable']:
-            return TableFactory().get_table(furniture)
+            return TableFactory.get_table(furniture)
         raise Exception('No Factory Found')
     except Exception as _e:
         print(_e)
@@ -97,7 +97,7 @@ The `try/except` allows the program to continue running, as can be verified by t
 
 Alternatively, if your code didn't include the `try/except` and optional `finally` statements, the Python interpreter would return the error `NameError: name 'my_var' is not defined` and the program will crash at that line.
 
-Also note how the default Python inbuilt error starts with `NameError` . You can handle this specific error explicitly using an extra `except` keyword.
+Also note how the default Python inbuilt error starts with `NameError`. You can handle this specific error explicitly using an extra `except` keyword.
 
 ``` python
 try:
diff --git a/abstract_factory/abstract_factory_concept.py b/abstract_factory/abstract_factory_concept.py
index 2cdde1b..7b6a105 100644
--- a/abstract_factory/abstract_factory_concept.py
+++ b/abstract_factory/abstract_factory_concept.py
@@ -22,9 +22,9 @@ def create_object(factory):
         "Static get_factory method"
         try:
             if factory in ['aa', 'ab', 'ac']:
-                return FactoryA().create_object(factory[1])
+                return FactoryA.create_object(factory[1])
             if factory in ['ba', 'bb', 'bc']:
-                return FactoryB().create_object(factory[1])
+                return FactoryB.create_object(factory[1])
             raise Exception('No Factory Found')
         except Exception as _e:
             print(_e)
diff --git a/abstract_factory/furniture_factory.py b/abstract_factory/furniture_factory.py
index efd74f8..f52fdc9 100644
--- a/abstract_factory/furniture_factory.py
+++ b/abstract_factory/furniture_factory.py
@@ -13,9 +13,9 @@ def get_furniture(furniture):
         "Static get_factory method"
         try:
             if furniture in ['SmallChair', 'MediumChair', 'BigChair']:
-                return ChairFactory().get_chair(furniture)
+                return ChairFactory.get_chair(furniture)
             if furniture in ['SmallTable', 'MediumTable', 'BigTable']:
-                return TableFactory().get_table(furniture)
+                return TableFactory.get_table(furniture)
             raise Exception('No Factory Found')
         except Exception as _e:
             print(_e)

From 27ae28142016094bd8b9b11b81c8836438ad0345 Mon Sep 17 00:00:00 2001
From: Sean Bradley <seanwasere@gmail.com>
Date: Wed, 12 Oct 2022 20:50:02 +0100
Subject: [PATCH 16/18] updates

---
 adapter/adapter_concept.py         | 1 +
 bridge/bridge_concept.py           | 1 +
 builder/builder_concept.py         | 1 +
 command/command_concept.py         | 1 +
 composite/composite_concept.py     | 1 +
 decorator/decorator_concept.py     | 1 +
 factory/factory_concept.py         | 1 +
 interpreter/interpreter_concept.py | 3 ++-
 iterator/iterator_concept.py       | 1 +
 observer/observer_concept.py       | 1 +
 prototype/prototype_concept.py     | 1 +
 proxy/proxy_concept.py             | 9 +++++++--
 singleton/singleton_concept.py     | 4 +++-
 visitor/client.py                  | 1 +
 visitor/visitor_concept.py         | 1 +
 15 files changed, 24 insertions(+), 4 deletions(-)

diff --git a/adapter/adapter_concept.py b/adapter/adapter_concept.py
index 420b295..ce43edf 100644
--- a/adapter/adapter_concept.py
+++ b/adapter/adapter_concept.py
@@ -1,4 +1,5 @@
 # pylint: disable=too-few-public-methods
+# pylint: disable=arguments-differ
 "Adapter Concept Sample Code"
 from abc import ABCMeta, abstractmethod
 
diff --git a/bridge/bridge_concept.py b/bridge/bridge_concept.py
index 2fea67d..3ba44b8 100644
--- a/bridge/bridge_concept.py
+++ b/bridge/bridge_concept.py
@@ -1,4 +1,5 @@
 # pylint: disable=too-few-public-methods
+# pylint: disable=arguments-differ
 "Bridge Pattern Concept Sample Code"
 from abc import ABCMeta, abstractmethod
 
diff --git a/builder/builder_concept.py b/builder/builder_concept.py
index cf674c8..676f3ee 100644
--- a/builder/builder_concept.py
+++ b/builder/builder_concept.py
@@ -1,4 +1,5 @@
 # pylint: disable=too-few-public-methods
+# pylint: disable=arguments-differ
 "Builder Concept Sample Code"
 from abc import ABCMeta, abstractmethod
 
diff --git a/command/command_concept.py b/command/command_concept.py
index 07e0fee..e16231b 100644
--- a/command/command_concept.py
+++ b/command/command_concept.py
@@ -1,3 +1,4 @@
+# pylint: disable=arguments-differ
 "The Command Pattern Concept"
 from abc import ABCMeta, abstractmethod
 
diff --git a/composite/composite_concept.py b/composite/composite_concept.py
index 7d16268..b61280e 100644
--- a/composite/composite_concept.py
+++ b/composite/composite_concept.py
@@ -1,3 +1,4 @@
+# pylint: disable=arguments-differ
 "The Composite pattern concept"
 from abc import ABCMeta, abstractmethod
 
diff --git a/decorator/decorator_concept.py b/decorator/decorator_concept.py
index 7bb2708..617add5 100644
--- a/decorator/decorator_concept.py
+++ b/decorator/decorator_concept.py
@@ -1,4 +1,5 @@
 # pylint: disable=too-few-public-methods
+# pylint: disable=arguments-differ
 "Decorator Concept Sample Code"
 from abc import ABCMeta, abstractmethod
 
diff --git a/factory/factory_concept.py b/factory/factory_concept.py
index 7adab51..6dbb529 100644
--- a/factory/factory_concept.py
+++ b/factory/factory_concept.py
@@ -1,4 +1,5 @@
 # pylint: disable=too-few-public-methods
+# pylint: disable=arguments-differ
 "The Factory Concept"
 from abc import ABCMeta, abstractmethod
 
diff --git a/interpreter/interpreter_concept.py b/interpreter/interpreter_concept.py
index 7b2bc8b..8439db5 100644
--- a/interpreter/interpreter_concept.py
+++ b/interpreter/interpreter_concept.py
@@ -1,4 +1,5 @@
 # pylint: disable=too-few-public-methods
+# pylint: disable=arguments-differ
 "The Interpreter Pattern Concept"
 
 
@@ -7,7 +8,7 @@ class AbstractExpression():
     @staticmethod
     def interpret():
         """
-        The `interpret` method gets called recursively for each 
+        The `interpret` method gets called recursively for each
         AbstractExpression
         """
 
diff --git a/iterator/iterator_concept.py b/iterator/iterator_concept.py
index 47cb1f3..59ff128 100644
--- a/iterator/iterator_concept.py
+++ b/iterator/iterator_concept.py
@@ -1,4 +1,5 @@
 # pylint: disable=too-few-public-methods
+# pylint: disable=arguments-differ
 "The Iterator Pattern Concept"
 from abc import ABCMeta, abstractmethod
 
diff --git a/observer/observer_concept.py b/observer/observer_concept.py
index 5720694..1c29aa3 100644
--- a/observer/observer_concept.py
+++ b/observer/observer_concept.py
@@ -1,4 +1,5 @@
 # pylint: disable=too-few-public-methods
+# pylint: disable=arguments-differ
 "Observer Design Pattern Concept"
 
 from abc import ABCMeta, abstractmethod
diff --git a/prototype/prototype_concept.py b/prototype/prototype_concept.py
index a1c0ef8..3c82b1b 100644
--- a/prototype/prototype_concept.py
+++ b/prototype/prototype_concept.py
@@ -1,4 +1,5 @@
 # pylint: disable=too-few-public-methods
+# pylint: disable=arguments-differ
 "Prototype Concept Sample Code"
 from abc import ABCMeta, abstractmethod
 
diff --git a/proxy/proxy_concept.py b/proxy/proxy_concept.py
index e7ff9ff..bdbe2f9 100644
--- a/proxy/proxy_concept.py
+++ b/proxy/proxy_concept.py
@@ -1,8 +1,10 @@
 # pylint: disable=too-few-public-methods
+# pylint: disable=arguments-differ
 "A Proxy Concept Example"
 
 from abc import ABCMeta, abstractmethod
 
+
 class ISubject(metaclass=ABCMeta):
     "An interface implemented by both the Proxy and Real Subject"
     @staticmethod
@@ -10,6 +12,7 @@ class ISubject(metaclass=ABCMeta):
     def request():
         "A method to implement"
 
+
 class RealSubject(ISubject):
     "The actual real object that the proxy is representing"
 
@@ -20,6 +23,7 @@ def __init__(self):
     def request(self):
         return self.enormous_data
 
+
 class Proxy(ISubject):
     """
     The proxy. In this case the proxy will act as a cache for
@@ -36,13 +40,14 @@ def request(self):
         Using the proxy as a cache, and loading data into it only if
         it is needed
         """
-        if self.enormous_data == []:
+        if not self.enormous_data:
             print("pulling data from RealSubject")
             self.enormous_data = self.real_subject.request()
             return self.enormous_data
         print("pulling data from Proxy cache")
         return self.enormous_data
 
+
 # The Client
 SUBJECT = Proxy()
 # use SUBJECT
@@ -50,4 +55,4 @@ def request(self):
 # load the enormous amounts of data because now we want to show it.
 print(SUBJECT.request())
 # show the data again, but this time it retrieves it from the local cache
-print(SUBJECT.request())
\ No newline at end of file
+print(SUBJECT.request())
diff --git a/singleton/singleton_concept.py b/singleton/singleton_concept.py
index 0942a30..1d9d869 100644
--- a/singleton/singleton_concept.py
+++ b/singleton/singleton_concept.py
@@ -2,6 +2,7 @@
 "Singleton Concept Sample Code"
 import copy
 
+
 class Singleton():
     "The Singleton Class"
     value = []
@@ -21,6 +22,7 @@ def class_method(cls):
         "Use @classmethod to access class level variables"
         print(cls.value)
 
+
 # The Client
 # All uses of singleton point to the same memory address (id)
 print(f"id(Singleton)\t= {id(Singleton)}")
@@ -32,4 +34,4 @@ def class_method(cls):
 print(f"id(OBJECT2)\t= {id(OBJECT2)}")
 
 OBJECT3 = Singleton()
-print(f"id(OBJECT1)\t= {id(OBJECT3)}")
\ No newline at end of file
+print(f"id(OBJECT1)\t= {id(OBJECT3)}")
diff --git a/visitor/client.py b/visitor/client.py
index 5fe14d0..293cd4a 100644
--- a/visitor/client.py
+++ b/visitor/client.py
@@ -1,4 +1,5 @@
 # pylint: disable=too-few-public-methods
+# pylint: disable=arguments-differ
 "The Visitor Pattern Use Case Example"
 from abc import ABCMeta, abstractmethod
 
diff --git a/visitor/visitor_concept.py b/visitor/visitor_concept.py
index 2fdf969..f3c33fb 100644
--- a/visitor/visitor_concept.py
+++ b/visitor/visitor_concept.py
@@ -1,4 +1,5 @@
 # pylint: disable=too-few-public-methods
+# pylint: disable=arguments-differ
 "The Visitor Pattern Concept"
 from abc import ABCMeta, abstractmethod
 

From 304522712fd602a5cd827ad7c2af735203c59f0b Mon Sep 17 00:00:00 2001
From: Sean Bradley <seanwasere@gmail.com>
Date: Thu, 29 Dec 2022 07:53:10 +0000
Subject: [PATCH 17/18] updates

---
 flyweight/flyweight.py         | 2 +-
 flyweight/flyweight_concept.py | 6 +++---
 flyweight/flyweight_factory.py | 4 ++--
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/flyweight/flyweight.py b/flyweight/flyweight.py
index 63667e3..e7e33de 100644
--- a/flyweight/flyweight.py
+++ b/flyweight/flyweight.py
@@ -4,5 +4,5 @@
 class Flyweight():  # pylint: disable=too-few-public-methods
     "The Flyweight that contains an intrinsic value called code"
 
-    def __init__(self, code: int) -> None:
+    def __init__(self, code: str) -> None:
         self.code = code
diff --git a/flyweight/flyweight_concept.py b/flyweight/flyweight_concept.py
index 85508a3..daa478f 100644
--- a/flyweight/flyweight_concept.py
+++ b/flyweight/flyweight_concept.py
@@ -9,21 +9,21 @@ class IFlyweight():
 class Flyweight(IFlyweight):
     "The Concrete Flyweight"
 
-    def __init__(self, code: int) -> None:
+    def __init__(self, code: str) -> None:
         self.code = code
 
 
 class FlyweightFactory():
     "Creating the FlyweightFactory as a singleton"
 
-    _flyweights: dict[int, Flyweight] = {}  # Python 3.9
+    _flyweights: dict[str, Flyweight] = {}  # Python 3.9
     # _flyweights = {}  # Python 3.8 or earlier
 
     def __new__(cls):
         return cls
 
     @classmethod
-    def get_flyweight(cls, code: int) -> Flyweight:
+    def get_flyweight(cls, code: str) -> Flyweight:
         "A static method to get a flyweight based on a code"
         if not code in cls._flyweights:
             cls._flyweights[code] = Flyweight(code)
diff --git a/flyweight/flyweight_factory.py b/flyweight/flyweight_factory.py
index d2c1491..9206d38 100644
--- a/flyweight/flyweight_factory.py
+++ b/flyweight/flyweight_factory.py
@@ -5,14 +5,14 @@
 class FlyweightFactory():
     "Creating the FlyweightFactory as a singleton"
 
-    _flyweights: dict[int, Flyweight] = {}  # Python 3.9
+    _flyweights: dict[str, Flyweight] = {}  # Python 3.9
     # _flyweights = {}  # Python 3.8 or earlier
 
     def __new__(cls):
         return cls
 
     @classmethod
-    def get_flyweight(cls, code: int) -> Flyweight:
+    def get_flyweight(cls, code: str) -> Flyweight:
         "A static method to get a flyweight based on a code"
         if not code in cls._flyweights:
             cls._flyweights[code] = Flyweight(code)

From b79e663966f10a78b1f709a2341568faa677b849 Mon Sep 17 00:00:00 2001
From: Sean Bradley <seanwasere@gmail.com>
Date: Mon, 30 Oct 2023 21:30:17 +0000
Subject: [PATCH 18/18] updates

---
 README.md                         | 15 ++++-----------
 abstract_factory/README.md        |  8 ++++----
 adapter/README.md                 | 10 +++++-----
 bridge/README.md                  | 10 +++++-----
 builder/README.md                 | 10 +++++-----
 chain_of_responsibility/README.md | 10 +++++-----
 command/README.md                 | 10 +++++-----
 composite/README.md               | 10 +++++-----
 decorator/README.md               |  8 ++++----
 facade/README.md                  |  6 +++---
 factory/README.md                 | 10 +++++-----
 flyweight/README.md               | 10 +++++-----
 interpreter/README.md             | 10 +++++-----
 iterator/README.md                | 10 +++++-----
 mediator/README.md                | 10 +++++-----
 memento/README.md                 | 10 +++++-----
 observer/README.md                | 10 +++++-----
 prototype/README.md               |  8 ++++----
 proxy/README.md                   |  8 ++++----
 singleton/README.md               |  8 ++++----
 state/README.md                   | 10 +++++-----
 strategy/README.md                | 10 +++++-----
 template/README.md                | 10 +++++-----
 visitor/README.md                 | 10 +++++-----
 24 files changed, 112 insertions(+), 119 deletions(-)

diff --git a/README.md b/README.md
index a918c80..1e77797 100644
--- a/README.md
+++ b/README.md
@@ -19,7 +19,7 @@ It is supplementary to my book titled **Design Patterns In Python** (ASIN : B08X
 
 ## Course Access
 
-There are 4 possible ways to access the video content in this course,
+There are 3 possible ways to access the video content in this course,
 
 1. Udemy : [https://www.udemy.com/course/design-patterns-in-python/?referralCode=7493DBBBF97FF2B0D24D](https://www.udemy.com/course/design-patterns-in-python/?referralCode=7493DBBBF97FF2B0D24D)
    - Get **Udemy Discount Coupons** at [https://sbcode.net/coupons](https://sbcode.net/coupons)
@@ -27,10 +27,7 @@ There are 4 possible ways to access the video content in this course,
    - 30 Day Money Back Guarantee
 2. YouTube Membership : [https://www.youtube.com/channel/UCmUILI2AWt2MSUgPlZwFdOg/join](https://www.youtube.com/channel/UCmUILI2AWt2MSUgPlZwFdOg/join)
    - Cancel Membership Anytime
-3. Skillshare : [https://skl.sh/34SM2Xg](https://skl.sh/34SM2Xg)
-   - Certificate of Completion
-   - Cancel Subscription Anytime
-4. Book : [https://www.amazon.com/dp/B08XLJ8Z2J](https://www.amazon.com/dp/B08XLJ8Z2J) : ASIN B08XLJ8Z2J
+3. Book : [https://amzn.to/466lBN6](https://amzn.to/466lBN6) : ASIN B08XLJ8Z2J
    - **Book** includes FREE Video Access Codes to view videos from the official documentation website at [https://sbcode.net/python/](https://sbcode.net/python/)
 
 All the code examples in the book can be found in these pages.
@@ -49,10 +46,6 @@ All the code examples in the book can be found in these pages.
 
 ---
 
-**Note**
-
-> If you just want to read my design pattern articles, and you don't need to access the videos, then you can read them via [Medium Membership](https://sean-bradley.medium.com/membership)
-
 ## Overview
 
 A Design Pattern is a description or template that can be repeatedly applied to a commonly recurring problem in software design.
@@ -92,8 +85,8 @@ So, in this book, you will learn about these 23 Design Patterns,
 
 ## Pattern Types
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Class Scope and Object Scope Patterns
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
diff --git a/abstract_factory/README.md b/abstract_factory/README.md
index 69d18d8..fe3f1c5 100644
--- a/abstract_factory/README.md
+++ b/abstract_factory/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Abstract Factory UML Diagram
 
@@ -36,7 +36,7 @@ python ./abstract_factory/abstract_factory_concept.py
 
 ## Abstract Factory Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Abstract Factory Example UML Diagram
 
@@ -117,4 +117,4 @@ Python Errors and Exceptions : [https://docs.python.org/3/tutorial/errors.html](
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/adapter/README.md b/adapter/README.md
index d977bd2..36a5311 100644
--- a/adapter/README.md
+++ b/adapter/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Adapter UML Diagram
 
@@ -29,7 +29,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Output
 
@@ -43,7 +43,7 @@ method B
 
 ## Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Example UML Diagram
 
@@ -143,4 +143,4 @@ When executing [/adapter/cube_a.py](/adapter/cube_a.py) you will notice that the
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/bridge/README.md b/bridge/README.md
index e47e5ab..21be331 100644
--- a/bridge/README.md
+++ b/bridge/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Bridge UML Diagram
 
@@ -29,7 +29,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Output
 
@@ -43,7 +43,7 @@ c
 
 ## Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Example UML Diagram
 
@@ -121,4 +121,4 @@ PS> python
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/builder/README.md b/builder/README.md
index fb2f7bf..1016ae9 100644
--- a/builder/README.md
+++ b/builder/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Builder UML Diagram
 
@@ -28,7 +28,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Output
 
@@ -39,7 +39,7 @@ python ./builder/builder_concept.py
 
 ## Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Example UML Diagram
 
@@ -113,4 +113,4 @@ This line, creates a list at runtime including the strings 'SmallChair', 'Medium
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/chain_of_responsibility/README.md b/chain_of_responsibility/README.md
index 3fa4a4b..23537c5 100644
--- a/chain_of_responsibility/README.md
+++ b/chain_of_responsibility/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Chain of Responsibility UML Diagram
 
@@ -29,7 +29,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Output
 
@@ -47,7 +47,7 @@ Finished result = -1.5
 
 ## Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Example UML Diagram
 
@@ -111,4 +111,4 @@ See PEP-3111 : [https://www.python.org/dev/peps/pep-3111/](https://www.python.or
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/command/README.md b/command/README.md
index 5920c95..9835591 100644
--- a/command/README.md
+++ b/command/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Command Pattern UML Diagram
 
@@ -28,7 +28,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Output
 
@@ -42,7 +42,7 @@ Executing Command 2
 
 ## Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Example UML Diagram
 
@@ -78,4 +78,4 @@ It is just a useful construct that you will see developers use as a recommendati
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/composite/README.md b/composite/README.md
index 37d5e84..7a9f7b0 100644
--- a/composite/README.md
+++ b/composite/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Composite UML Diagram
 
@@ -28,7 +28,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Output
 
@@ -48,7 +48,7 @@ COMPOSITE_2     id:2050574298128
 
 ## Composite Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Composite Example UML Diagram
 
@@ -124,4 +124,4 @@ Visit [https://docs.python.org/3/reference/expressions.html#conditional-expressi
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/decorator/README.md b/decorator/README.md
index 6d74631..31c7f86 100644
--- a/decorator/README.md
+++ b/decorator/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Builder UML Diagram
 
@@ -37,7 +37,7 @@ Decorator Method(Component Method)
 
 ## Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Example UML Diagram
 
@@ -133,4 +133,4 @@ The `__str__` dunder was also overridden in the [/prototype/prototype_concept.py
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/facade/README.md b/facade/README.md
index dfa62ef..242a2d6 100644
--- a/facade/README.md
+++ b/facade/README.md
@@ -17,7 +17,7 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Facade UML Diagram
 
@@ -37,7 +37,7 @@ B
 
 ## Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Example UML Diagram
 
@@ -170,4 +170,4 @@ Found 2 errors in 2 files (checked 1 source file)
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/factory/README.md b/factory/README.md
index d1dd8fc..4a6f2b9 100644
--- a/factory/README.md
+++ b/factory/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Factory UML Diagram
 
@@ -28,7 +28,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Output
 
@@ -39,7 +39,7 @@ ConcreteProductB
 
 ## Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Factory Example UML Diagram
 
@@ -93,4 +93,4 @@ See PEP 3119 : [https://www.python.org/dev/peps/pep-3119/](https://www.python.or
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/flyweight/README.md b/flyweight/README.md
index 170c137..e0fbbc2 100644
--- a/flyweight/README.md
+++ b/flyweight/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Flyweight UML Diagram
 
@@ -28,7 +28,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Output
 
@@ -41,7 +41,7 @@ FlyweightFactory has 5 flyweights
 
 ## Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Example UML Diagram
 
@@ -86,4 +86,4 @@ eg,
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/interpreter/README.md b/interpreter/README.md
index bac547f..c49e7d8 100644
--- a/interpreter/README.md
+++ b/interpreter/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Interpreter UML Diagram
 
@@ -29,7 +29,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Output
 
@@ -43,7 +43,7 @@ python ./interpreter/interpreter_concept.py
 
 ## Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ![Abstract Syntax Tree Example](/img/interpreter_ast_roman_numeral.svg)
 
@@ -171,4 +171,4 @@ Outputs
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/iterator/README.md b/iterator/README.md
index be63322..c995307 100644
--- a/iterator/README.md
+++ b/iterator/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Iterator UML Diagram
 
@@ -28,7 +28,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Output
 
@@ -42,7 +42,7 @@ This method has been invoked
 
 ## Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Example UML Diagram
 
@@ -118,4 +118,4 @@ Also note that the list being printed at the end is automatically filled from th
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/mediator/README.md b/mediator/README.md
index 3f7b3a0..c62667a 100644
--- a/mediator/README.md
+++ b/mediator/README.md
@@ -15,11 +15,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Mediator UML Diagram
 
@@ -27,7 +27,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Output
 
@@ -39,7 +39,7 @@ COLLEAGUE2 <--> Here is the Colleague1 specific data you asked for
 
 ## Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Example UML Diagram
 
@@ -62,4 +62,4 @@ Component1: <<< In <<< : data C
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/memento/README.md b/memento/README.md
index 922eba6..98e5fe7 100644
--- a/memento/README.md
+++ b/memento/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Memento UML Diagram
 
@@ -28,7 +28,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ### Output
 
@@ -53,7 +53,7 @@ State #3
 
 ## Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Example UML Diagram
 
@@ -151,4 +151,4 @@ print(example.value) # now raises an AttributeError
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/observer/README.md b/observer/README.md
index 2744223..1965ab3 100644
--- a/observer/README.md
+++ b/observer/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Observer UML Diagram
 
@@ -28,7 +28,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Output
 
@@ -41,7 +41,7 @@ Observer id:2084220160272 received ('Second Notification', {'A': 1, 'B': 2, 'C':
 
 ## Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Example UML Diagram
 
@@ -88,4 +88,4 @@ Note, if instantiating an empty **Set** then use `my_object = Set()` rather than
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/prototype/README.md b/prototype/README.md
index 4b49386..0b69ff8 100644
--- a/prototype/README.md
+++ b/prototype/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Prototype UML Diagram
 
@@ -28,8 +28,8 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/proxy/README.md b/proxy/README.md
index aa62785..64456cf 100644
--- a/proxy/README.md
+++ b/proxy/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Proxy UML Diagram
 
@@ -40,7 +40,7 @@ pulling data from Proxy cache
 
 ## Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Example UML Diagram
 
@@ -101,4 +101,4 @@ See the [Lion](/proxy/lion.py), [Serpent](/proxy/serpent.py) and [Leopard](/prox
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/singleton/README.md b/singleton/README.md
index c59e0b8..c2cebd3 100644
--- a/singleton/README.md
+++ b/singleton/README.md
@@ -16,7 +16,7 @@ Cover | Links |
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Singleton UML Diagram
 
@@ -32,11 +32,11 @@ id(OBJECT2)     = 2164775087968
 id(OBJECT3)     = 2164775087968
 ```
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Example UML Diagram
 
@@ -133,4 +133,4 @@ PS> python
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/state/README.md b/state/README.md
index 90dd505..4f1fce5 100644
--- a/state/README.md
+++ b/state/README.md
@@ -16,11 +16,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## State UML Diagram
 
@@ -28,7 +28,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ### Output
 
@@ -43,7 +43,7 @@ I am ConcreteStateC
 
 ## State Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## State Example Use Case UML Diagram
 
@@ -92,4 +92,4 @@ EXAMPLE() # function now gets called by default
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/strategy/README.md b/strategy/README.md
index 41d0205..8f1a389 100644
--- a/strategy/README.md
+++ b/strategy/README.md
@@ -15,11 +15,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Strategy UML Diagram
 
@@ -27,7 +27,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Output
 
@@ -40,7 +40,7 @@ I am ConcreteStrategyC
 
 ## Strategy Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Strategy Example Use Case UML Diagram
 
@@ -57,4 +57,4 @@ I am Crawling. New position = [3.5, 0]
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/template/README.md b/template/README.md
index dc1736c..fe00545 100644
--- a/template/README.md
+++ b/template/README.md
@@ -15,11 +15,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Template Method UML Diagram
 
@@ -27,7 +27,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Output 
 
@@ -42,7 +42,7 @@ Class_B : Step Three. (overridden)
 
 ## Template Method Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Template Method Use Case UML Diagram
 
@@ -76,4 +76,4 @@ footer  : -- Page 1 --
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file
diff --git a/visitor/README.md b/visitor/README.md
index 0c7cf82..1f969de 100644
--- a/visitor/README.md
+++ b/visitor/README.md
@@ -17,11 +17,11 @@ Cover | Links
 
 ## Overview
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Terminology
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Visitor UML Diagram
 
@@ -29,7 +29,7 @@ _... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lecture
 
 ## Source Code
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Output
 
@@ -44,7 +44,7 @@ A
 
 ## Visitor Example Use Case
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
 
 ## Visitor Example UML Diagram
 
@@ -141,4 +141,4 @@ jklmn     1011
 
 ## Summary
 
-_... Refer to [Book](https://www.amazon.com/dp/B08Z282SBC), pause [Video Lectures](#videos) or subscribe to [Medium Membership](https://sean-bradley.medium.com/membership) to read textual content._
\ No newline at end of file
+_... Refer to [Book](https://amzn.to/466lBN6) or [Design Patterns In Python website](https://sbcode.net/python/) to read textual content._
\ No newline at end of file