diff --git a/docs/index.rst b/docs/index.rst
index bb0d6f3..e81f966 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -15,6 +15,8 @@ decorrelation (PLD).
 
 The pipline is currently under development on `GitHub <https://github.com/GalagaBits/JWST-FGS-Spelunker>`_. For any bugs or requests, send us an email or `open an issue on GitHub <https://github.com/GalagaBits/JWST-FGS-Spelunker/issues>`_.
 
+[![status](https://joss.theoj.org/papers/1547289b35b16a5d2955b20ed3945a2e/status.svg)](https://joss.theoj.org/papers/1547289b35b16a5d2955b20ed3945a2e)
+
 .. image:: https://img.shields.io/badge/GitHub-GalagaBits%2FJWST_FGS_Spelunker-blue
    :alt: Static Badge
    :target: https://github.com/GalagaBits/JWST-FGS-Spelunker
diff --git a/paper/pid1803-001-001_optimize.png b/paper/pid1803-001-001_optimize.png
deleted file mode 100644
index 1fc4e70..0000000
Binary files a/paper/pid1803-001-001_optimize.png and /dev/null differ