diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index db8e9b52..27ebb7ca 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -3,7 +3,7 @@
 
 If you want to extend our Python library or if you find a bug, please open a PR!
 
-Also be sure to test your code the `unittest` command at the `/root` level directory.
+Also be sure to test your code with the `unittest` command at the `/root` level directory.
 
 ### Devcontainer
 
@@ -17,7 +17,7 @@ On rare occasions a full rebuild is needed, you can do it in VSCode by pressing
 python -m unittest
 ```
 
-When creating new functions, please follow the [Google style Python docstrings](https://sphinxcontrib-napoleon.readthedocs.io/en/latest/example_google.html). See example below:
+When creating new functions, please follow the [Google style for Python docstrings](https://sphinxcontrib-napoleon.readthedocs.io/en/latest/example_google.html). See example below:
 
 ```python
 def example_function(param1: int, param2: str) -> bool:
diff --git a/README.md b/README.md
index fa384d58..336f1239 100644
--- a/README.md
+++ b/README.md
@@ -150,7 +150,7 @@ project = workspace.project("PROJECT_URL")
 version = project.version("VERSION_NUMBER")
 ```
 
-The workspace, project, and version parameters are the same that you will find in the URL addresses at app.roboflow.com and universe.roboflow.com.
+The workspace, project, and version parameters are the same as those you will find in the URL addresses at app.roboflow.com and universe.roboflow.com.
 
 Within the workspace object you can perform actions like making a new project, listing your projects, or performing active learning where you are using predictions from one project's model to upload images to a new project.
 
diff --git a/docs/index.md b/docs/index.md
index a594d459..431d8ab2 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -121,7 +121,7 @@ project = workspace.project("PROJECT_URL")
 version = project.version("VERSION_NUMBER")
 ```
 
-The workspace, project, and version parameters are the same that you will find in the URL addresses at app.roboflow.com and universe.roboflow.com.
+The workspace, project, and version parameters are the same as those you will find in the URL addresses at app.roboflow.com and universe.roboflow.com.
 
 Within the workspace object you can perform actions like making a new project, listing your projects, or performing active learning where you are using predictions from one project's model to upload images to a new project.
 
@@ -164,11 +164,12 @@ We would love your input on how we can improve the Roboflow Python package! Plea
         />
     </a>
     <img src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-transparent.png" width="3%"/>
-    <a href="https://disuss.roboflow.com">
+    <a href="https://discuss.roboflow.com">
         <img
           src="https://media.roboflow.com/notebooks/template/icons/purple/forum.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949633584"
           width="3%"
         />
+    </a>
     <img src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-transparent.png" width="3%"/>
     <a href="https://blog.roboflow.com">
         <img
@@ -176,5 +177,4 @@ We would love your input on how we can improve the Roboflow Python package! Plea
           width="3%"
         />
     </a>
-    </a>
 </div>