diff --git a/docs/cheatsheet/args-and-kwargs.md b/docs/cheatsheet/args-and-kwargs.md
index a94a3e60..550057d5 100644
--- a/docs/cheatsheet/args-and-kwargs.md
+++ b/docs/cheatsheet/args-and-kwargs.md
@@ -16,7 +16,7 @@ Python Args and Kwargs
   </base-disclaimer-content>
 </base-disclaimer>
 
-Read the article <router-link to="/blog/python-easy-args-kwargs">Python \*args and \*\*kwargs Made Easy</router-link> for a more in deep introduction.
+Read the article <router-link to="/blog/python-easy-args-kwargs">Python \*args and \*\*kwargs Made Easy</router-link> for a more in depth introduction.
 
 ## Args and Kwargs
 
diff --git a/docs/cheatsheet/dataclasses.md b/docs/cheatsheet/dataclasses.md
index a41b3c48..2007d0fc 100644
--- a/docs/cheatsheet/dataclasses.md
+++ b/docs/cheatsheet/dataclasses.md
@@ -64,7 +64,7 @@ It is easy to add default values to the fields of your data class.
 
 ## Type hints
 
-It is mandatory to define the data type in dataclass. However, If you would rather not specify the datatype then, use `typing.Any`.
+It is mandatory to define the data type in dataclass. However, if you would rather not specify the datatype, then use `typing.Any`.
 
 ```python
 >>> from dataclasses import dataclass
diff --git a/docs/cheatsheet/debugging.md b/docs/cheatsheet/debugging.md
index b4edf43e..5fbc543f 100644
--- a/docs/cheatsheet/debugging.md
+++ b/docs/cheatsheet/debugging.md
@@ -138,7 +138,7 @@ Say you wrote a function to calculate the factorial of a number. In mathematics,
 >>> def factorial(n):
 ...     logging.debug('Start of factorial(%s)' % (n))
 ...     total = 1
-...     for i in range(1, n + 1):
+...     for i in range(0, n + 1):
 ...         total *= i
 ...         logging.debug('i is ' + str(i) + ', total is ' + str(total))
 ...     logging.debug('End of factorial(%s)' % (n))
diff --git a/docs/cheatsheet/exception-handling.md b/docs/cheatsheet/exception-handling.md
index 87d1b4fb..201fe24b 100644
--- a/docs/cheatsheet/exception-handling.md
+++ b/docs/cheatsheet/exception-handling.md
@@ -16,7 +16,7 @@ Python Exception Handling
   </base-disclaimer-content>
 </base-disclaimer>
 
-Python has many [built-in exceptions](https://docs.python.org/3/library/exceptions.html) that are raised when a program encounters an error, and most external libraries, like the popular [Requests](https://requests.readthedocs.io/en/latest), include his own [custom exceptions](https://requests.readthedocs.io/en/latest/user/quickstart/#errors-and-exceptions) that we will need to deal to.
+Python has many [built-in exceptions](https://docs.python.org/3/library/exceptions.html) that are raised when a program encounters an error, and most external libraries, like the popular [Requests](https://requests.readthedocs.io/en/latest), include their own [custom exceptions](https://requests.readthedocs.io/en/latest/user/quickstart/#errors-and-exceptions) that we will need to deal with.
 
 ## Basic exception handling
 
diff --git a/docs/cheatsheet/json-yaml.md b/docs/cheatsheet/json-yaml.md
index 75fc6fb6..887886ca 100644
--- a/docs/cheatsheet/json-yaml.md
+++ b/docs/cheatsheet/json-yaml.md
@@ -38,8 +38,9 @@ There are two main libraries allowing to access to YAML files:
 
 Install them using `pip install` in your virtual environment.
 
-The first one is easier to use but the second one, Ruamel, implements much better the YAML
-specification, and allow for example to modify a YAML content without altering comments.
+The first one is easier to use, but the second one, Ruamel, implements the YAML
+specification much better, and allows, for example, to modify a YAML content 
+without altering comments.
 
 Open a YAML file with: