diff --git a/README.md b/README.md
index 83cfe2535..3037ab48b 100644
--- a/README.md
+++ b/README.md
@@ -11,7 +11,6 @@
    <a href="https://pepy.tech/project/sf-hamilton" target="_blank">
       <img src="https://pepy.tech/badge/sf-hamilton" alt="Total Downloads"/>
    </a>
-
    <a target="_blank" href="https://linkedin.com/showcase/dagster" style="background:none">
       <img src="https://img.shields.io/badge/DAGWorks-Follow-purple.svg?logo=linkedin" />
    </a>
@@ -203,7 +202,7 @@ Another way to frame it is to think about the different layers of a data stack.
 
 See our page on [Why use Hamilton?](https://hamilton.dagworks.io/en/latest/get-started/why-hamilton/) and framework [code comparisons](https://hamilton.dagworks.io/en/latest/code-comparisons/) for more information.
 
-# 📑 License
+# 🔏 License
 
 Hamilton is released under the BSD 3-Clause Clear License. See [LICENSE](https://github.com/DAGWorks-Inc/hamilton/blob/main/LICENSE.md) for details.
 
@@ -253,7 +252,7 @@ Hamilton was started at Stitch Fix before the original creators founded DAGWorks
 
 Thanks to our awesome community and their active involvement in the Hamilton library.
 
-[Nils Olsson](https://github.com/nilsso), [Michał Siedlaczek](https://github.com/elshize), [Alaa Abedrabbo](https://github.com/AAbedrabbo), [Shreya Datar](https://github.com/datarshreya), [Baldo Faieta](https://github.com/baldofaieta), [Anwar Brini](https://github.com/AnwarBrini), [Gourav Kumar](https://github.com/gms101), [Amos Aikman](https://github.com/amosaikman), [Ankush Kundaliya](https://github.com/akundaliya), [David Weselowski](https://github.com/j7zAhU), [Peter Robinson](https://github.com/Peter4137), [Seth Stokes](https://github.com/sT0v), [Louis Maddox](https://github.com/lmmx), [Stephen Bias](https://github.com/s-ducks), [Anup Joseph](https://github.com/AnupJoseph), [Jan Hurst](https://github.com/janhurst), [Flavia Santos](https://github.com/flaviassantos), [Nicolas Huray](https://github.com/nhuray), [Manabu Niseki](https://github.com/ninoseki), [Kyle Pounder](https://github.com/kpounder), [Alex Bustos](https://github.com/bustosalex1), [Andy Day](https://github.com/adayNU), [Alexander Cai](https://github.com/adzcai), [Nils Müller-Wendt](https://github.com/ChronoJon), [Paul Larsen](https://github.com/munichpavel)
+[Nils Olsson](https://github.com/nilsso), [Michał Siedlaczek](https://github.com/elshize), [Alaa Abedrabbo](https://github.com/AAbedrabbo), [Shreya Datar](https://github.com/datarshreya), [Baldo Faieta](https://github.com/baldofaieta), [Anwar Brini](https://github.com/AnwarBrini), [Gourav Kumar](https://github.com/gms101), [Amos Aikman](https://github.com/amosaikman), [Ankush Kundaliya](https://github.com/akundaliya), [David Weselowski](https://github.com/j7zAhU), [Peter Robinson](https://github.com/Peter4137), [Seth Stokes](https://github.com/sT0v), [Louis Maddox](https://github.com/lmmx), [Stephen Bias](https://github.com/s-ducks), [Anup Joseph](https://github.com/AnupJoseph), [Jan Hurst](https://github.com/janhurst), [Flavia Santos](https://github.com/flaviassantos), [Nicolas Huray](https://github.com/nhuray), [Manabu Niseki](https://github.com/ninoseki), [Kyle Pounder](https://github.com/kpounder), [Alex Bustos](https://github.com/bustosalex1), [Andy Day](https://github.com/adayNU), [Alexander Cai](https://github.com/adzcai), [Nils Müller-Wendt](https://github.com/ChronoJon), [Paul Larsen](https://github.com/munichpavel), [Swapnil Dewalkar](https://github.com/swapdewalkar)
 
 # 🎓 Citations
 We'd appreciate citing Hamilton by referencing one of the following: