diff --git a/README.md b/README.md
index 1edf0f54ef393356556e0a87f77cc94840f214a9..d4047956224c137fc011b54219fea0b4d1ed7c19 100644
--- a/README.md
+++ b/README.md
@@ -15,10 +15,10 @@ The process includes:
 If one wants to use data stored in a SQL database, the config file is in the config/ folder.
 
 ## Installation
-This package is written in python. You can clone the repository: git clone https://src.koda.cnrs.fr/nicolas.barthes.5/nirs_workflow.git
+This package is written in python. You can clone the repository: git clone https://src.koda.cnrs.fr/CEFE/PACE/nirs_workflow.git
 
 Then install the requirements: pip install -r requirements.txt
-To use Locally weighted PLS Regression for creation model, you will need to install Jchemo.jl (https://github.com/mlesnoff/Jchemo.jl), a Julia package.
+(OPTIONNAL) To use Locally weighted PLS Regression for creation model, you will need to install Jchemo.jl (https://github.com/mlesnoff/Jchemo.jl), a Julia package.
 From the CLI: python
 > '>>> import julia
 '>>> julia.install()
@@ -28,9 +28,9 @@ From the CLI: python
 To check if Jchemo is installed without errors:
 > '>>> Pkg.status()
 
-You can then run: streamlit run ./app.py from the CLI.
+You can then run (CLI): streamlit run ./app.py from within your folder.
 
-The app will then open in your default browser.
+The app will open in your default browser.
 
 ## Usage
 The web app allows you to process sample selection, model creation and predictions.