diff --git a/538 LaLigaPredictions/README.md b/538 LaLigaPredictions/README.md
index 1c5de06..5f24d4d 100644
--- a/538 LaLigaPredictions/README.md	
+++ b/538 LaLigaPredictions/README.md	
@@ -1,5 +1,11 @@
-##[laliga.py](https://github.com/koushikkirugulige/Football-Analytics/blob/master/538%20LaLigaPredictions/laliga.py)
+[laliga.py](https://github.com/koushikkirugulige/Football-Analytics/blob/master/538%20LaLigaPredictions/laliga.py)
 this is a script which downloads the probability for laliga games from [fivethirtyeight](https://projects.fivethirtyeight.com/soccer-predictions/la-liga/) after the end of each matchday and stores in a csv file
 
-##[538 Laliga Predictions Graph.ipynb](https://github.com/koushikkirugulige/Football-Analytics/blob/master/538%20LaLigaPredictions/538%20Laliga%20Predictions%20Graph.ipynb)
+[538 Laliga Predictions Graph.ipynb](https://github.com/koushikkirugulige/Football-Analytics/blob/master/538%20LaLigaPredictions/538%20Laliga%20Predictions%20Graph.ipynb)
 this notebook plots the data from the csv file as a line graph
+
+Thanks to 
+[petermckeever](https://github.com/petermckeeverPerform/friends-of-tracking-viz-lecture/blob/master/notebooks/lecture-notebook.ipynb) github repo for the matplotlib graph code
+and
+[fivethirtyeight](https://projects.fivethirtyeight.com/soccer-predictions/la-liga/)
+for the data