diff --git a/p9/README.md b/p9/README.md
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--- a/p9/README.md
+++ b/p9/README.md
@@ -12,11 +12,11 @@
 
 ## NOTE:
 
-Please go through [`Lab-P9`](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/tree/main/lab-p9) before you start the project. The lab contains some very important information that will be necessary for you to finish the project."
+Please go through [Lab-P9](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/tree/main/lab-p9) before you start the project. The lab contains some very important information that will be necessary for you to finish the project."
 
 ## Instructions:
 
-This project will focus on **bucketizing**, **plotting** and **sorting**. To start, download [`p9.ipynb`](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/tree/main/p9/p9.ipynb), [`p9_test.py`](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/tree/main/p9/p9_test.py), [`movies.csv`](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/raw/main/p9/movies.csv), and [`mapping.csv`](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/raw/main/p9/mapping.csv). You'll also need to download the [`images`](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/raw/main/p9/images) folder in order to see sample plots in `p9.ipynb` notebook.
+This project will focus on **bucketizing**, **plotting** and **sorting**. To start, download [`p9.ipynb`](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/tree/main/p9/p9.ipynb), [`p9_test.py`](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/tree/main/p9/p9_test.py), [`movies.csv`](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/raw/main/p9/movies.csv), and [`mapping.csv`](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/raw/main/p9/mapping.csv).
 
 If it takes too long to load the files `movies.csv` and `mapping.csv` on GitLab, you can directly download the file from these links: [`movies.csv`](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/raw/main/p9/movies.csv), and [`mapping.csv`](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/raw/main/p9/mapping.csv). You will need to **Right Click**, and click on the **Save as...** button to save the file through this method.