diff --git a/docs/examples/intro_to_gps/decomposed_mll copy.png b/docs/examples/intro_to_gps/decomposed_mll copy.png
deleted file mode 100644
index 869281402..000000000
Binary files a/docs/examples/intro_to_gps/decomposed_mll copy.png and /dev/null differ
diff --git a/docs/examples/intro_to_gps/generating_process.png b/docs/examples/intro_to_gps/generating_process.png
new file mode 100644
index 000000000..25174a0e3
Binary files /dev/null and b/docs/examples/intro_to_gps/generating_process.png differ