diff --git a/.gitignore b/.gitignore
index 12fe64c..a3098a4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -13,4 +13,5 @@ playground
 flask_project/venv
 flask_project/ven/bin/
 flask_project/venv/include/
-flask_project/ven/lib
\ No newline at end of file
+flask_project/ven/lib
+numpy.ipynb
\ No newline at end of file
diff --git a/readme22-24.md b/readme22-24.md
index da48fe9..e891aa1 100644
--- a/readme22-24.md
+++ b/readme22-24.md
@@ -224,7 +224,7 @@ asabeneh@Asabeneh:~/Desktop/30DaysOfPython$ pip install numpy
 
 ### Importing NumPy
 
-Jupyter notebook is available if your are in favor of [jupyter notebook](https://github.com/Asabeneh/30-Days-Of-Python/blob/master/r)
+Jupyter notebook is available if your are in favor of [jupyter notebook](https://github.com/Asabeneh/data-science-for-everyone/blob/master/numpy/numpy.ipynb)
 
 ```py
 # How to import numpy