formatting

README.md

@@ -16,7 +16,9 @@ The **unravelsports** package aims to aid researchers, analysts and enthusiasts
 -----
 
 ⚽ Converting **positional soccer data** into graphs to train **graph neural networks** by leveraging the powerful [**Kloppy**](https://github.com/PySport/kloppy/tree/master) data conversion standard and [**Spektral**](https://github.com/danielegrattarola/spektral) - a flexible framework for creating graph neural networks. 
+
 ⚽ Randomizing and splitting data into **train, test and validation sets** along matches, sequences or possessions to avoid leakage and improve model quality.
+
 ⚽ Due to the power of **Kloppy**, **unravelsports** supports these actions for _Metrica_, _Sportec_, _Tracab (CyronHego)_, _SecondSpectrum_, _SkillCorner_ and _StatsPerform_ tracking data.
 
 🌀 Getting Started
@@ -30,6 +32,7 @@ The **unravelsports** package aims to aid researchers, analysts and enthusiasts
 For now, follow the [**Graph Converter Tutorial**](examples/1_tutorial_graph_converter.ipynb), more documentation will follow!
 
 Additional reading:
+
 📖 [A Graph Neural Network Deep-dive into Successful Counterattacks {A. Sahasrabudhe & J. Bekkers, 2023}](https://github.com/USSoccerFederation/ussf_ssac_23_soccer_gnn/tree/main)
 
 🌀 Installation
@@ -96,4 +99,4 @@ and let me know on
 - For **non-commerical** use this repository falls under the [BSD 3-Clause](LICENSE-NON-COMMERICIAL)
 - Any **contributions** made to this repository fall under the [Apache License Version 2.0](LICENSE-3-CONTRIBUTING)
 
-Because sports organizations (teams, clubs, federations) are a bit weird, I want to explicitely state that any (reseach) projects - that are not sold to third parties - within sports organizations explicitely fall under the **non-commerical** license.
+Because sports organizations (teams, clubs, federations) are a bit weird, I want to explicitely state that any (reseach) projects - that are not sold to third parties - within these _sports organizations_ explicitely fall under the **non-commerical** license.