diff --git a/Document/Distance.ipynb b/Document/Distance.ipynb
index 467cb7e7..d12a5ee9 100644
--- a/Document/Distance.ipynb
+++ b/Document/Distance.ipynb
@@ -2882,7 +2882,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## KuderRichardson"
+    "## Kuder & Richardson"
    ]
   },
   {
@@ -2935,7 +2935,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## KuhnsI"
+    "## Kuhns I"
    ]
   },
   {
@@ -2992,7 +2992,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## KuhnsII"
+    "## Kuhns II"
    ]
   },
   {
diff --git a/Otherfiles/RELEASE.md b/Otherfiles/RELEASE.md
index f919c337..4546223c 100644
--- a/Otherfiles/RELEASE.md
+++ b/Otherfiles/RELEASE.md
@@ -1,7 +1,7 @@
 
 # PyCM Release Instructions
 
-**Last Update: 2024-08-06**
+**Last Update: 2024-10-11**
 
 1. Create the `release` branch under `dev`
 2. Update all version tags
diff --git a/README.md b/README.md
index c11efff6..e694f1df 100644
--- a/README.md
+++ b/README.md
@@ -49,8 +49,8 @@ PyCM is the swiss-army knife of confusion matrices, targeted mainly at data scie
 	</tr>
     <tr>
 		<td align="center">CI</td>
-		<td align="center"><img src="https://github.com/sepandhaghighi/pycm/workflows/CI/badge.svg?branch=master"></td>
-		<td align="center"><img src="https://github.com/sepandhaghighi/pycm/workflows/CI/badge.svg?branch=dev"></td>
+		<td align="center"><img src="https://github.com/sepandhaghighi/pycm/actions/workflows/test.yml/badge.svg?branch=master"></td>
+		<td align="center"><img src="https://github.com/sepandhaghighi/pycm/actions/workflows/test.yml/badge.svg?branch=dev"></td>
 	</tr>
 </table>
 
@@ -75,17 +75,17 @@ PyCM is the swiss-army knife of confusion matrices, targeted mainly at data scie
 ### PyPI
 
 - Check [Python Packaging User Guide](https://packaging.python.org/installing/)
-- Run `pip install pycm==4.0` (Need root access)
+- Run `pip install pycm==4.0`
 
 ### Source code
 - Download [Version 4.0](https://github.com/sepandhaghighi/pycm/archive/v4.0.zip) or [Latest Source](https://github.com/sepandhaghighi/pycm/archive/dev.zip)
-- Run `pip install .` (Need root access)
+- Run `pip install .`
 
 ### Conda
 
 - Check [Conda Managing Package](https://conda.io/)
-- Update Conda using `conda update conda` (Need root access)
-- Run `conda install -c sepandhaghighi pycm` (Need root access)
+- Update Conda using `conda update conda`
+- Run `conda install -c sepandhaghighi pycm`
 
 ### MATLAB
 
@@ -93,7 +93,7 @@ PyCM is the swiss-army knife of confusion matrices, targeted mainly at data scie
 - Download and install [Python3.x](https://www.python.org/downloads/) (>=3.6, 64/32 bit)
 	- [x] Select `Add to PATH` option
 	- [x] Select `Install pip` option
-- Run `pip install pycm` or `pip3 install pycm` (Need root access)
+- Run `pip install pycm`
 - Configure Python interpreter
 
 ```matlab