diff --git a/README.rst b/README.rst
index 2838345..9a39b14 100644
--- a/README.rst
+++ b/README.rst
@@ -2,8 +2,8 @@ Biolearn
 ========
 
 Biolearn enables easy and versatile analyses of biomarkers of aging data. It provides tools to easily load data from publicly available sources like the 
-`Gene Expression Omnibus <https://www.ncbi.nlm.nih.gov/geo/>`_, `National Health and Nutrition Examimation Survey <https://www.cdc.gov/nchs/nhanes/index.htm>`_,
-and the `Framingham Heart Study <https://www.framinghamheartstudy.org/>`_. Biolearn also contains reference implemenations for common aging clock such at the 
+`Gene Expression Omnibus <https://www.ncbi.nlm.nih.gov/geo/>`_, `National Health and Nutrition Examination Survey <https://www.cdc.gov/nchs/nhanes/index.htm>`_,
+and the `Framingham Heart Study <https://www.framinghamheartstudy.org/>`_. Biolearn also contains reference implementations for common aging clock such as the 
 Horvath clock, DunedinPACE and many others that can easily be run in only a few lines of code. You can read more about it in our `paper <https://www.biorxiv.org/content/10.1101/2023.12.02.569722v2>`_.
 
 
@@ -54,4 +54,4 @@ If you find any bugs with biolearn please create a Github issue including how we
 Contributing
 ============
 
-Detailed instructions on developer setup and how to contribute are available `in the repo <https://github.com/bio-learn/biolearn/blob/master/DEVELOPMENT.md>`_
\ No newline at end of file
+Detailed instructions on developer setup and how to contribute are available `in the repo <https://github.com/bio-learn/biolearn/blob/master/DEVELOPMENT.md>`_