diff --git a/README.md b/README.md
index 55b9311..320fb4f 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,3 @@
-
 # <img align="center" alt="Rustframe" src=".github/rustframe_logo.png" height="50" /> rustframe
 
 <!-- though the centre tag doesn't work as it would noramlly, it achieves the desired effect -->
@@ -6,12 +5,13 @@
 📚 [Docs](https://magnus167.github.io/rustframe/) | 🐙 [GitHub](https://github.com/Magnus167/rustframe) | 🌐 [Gitea mirror](https://gitea.nulltech.uk/Magnus167/rustframe) | 🦀 [Crates.io](https://crates.io/crates/rustframe) | 🔖 [docs.rs](https://docs.rs/rustframe/latest/rustframe/)
 
 <!-- [![Last commit](https://img.shields.io/endpoint?url=https://magnus167.github.io/rustframe/rustframe/last-commit-date.json)](https://github.com/Magnus167/rustframe) -->
+
 [![codecov](https://codecov.io/gh/Magnus167/rustframe/graph/badge.svg?token=J7ULJEFTVI)](https://codecov.io/gh/Magnus167/rustframe)
 [![Coverage](https://img.shields.io/endpoint?url=https://magnus167.github.io/rustframe/docs/tarpaulin-badge.json)](https://magnus167.github.io/rustframe/docs/tarpaulin-report.html)
 
 ---
 
-## Rustframe: *A lightweight dataframe & math toolkit for Rust*
+## Rustframe: _A lightweight dataframe & math toolkit for Rust_
 
 Rustframe provides intuitive dataframe, matrix, and series operations small-to-mid scale data analysis and manipulation.
 
@@ -98,3 +98,7 @@ assert!(check);
 
 
 ```
+
+### More examples
+
+See the [examples](./examples/) directory for some demonstrations of Rustframe's syntax and functionality.