diff --git a/assets/actual_iris.png b/assets/actual_iris.png
index 74278d21..f3eeaf66 100644
Binary files a/assets/actual_iris.png and b/assets/actual_iris.png differ
diff --git a/assets/confusion_matrix.png b/assets/confusion_matrix.png
index 80725caa..e0016ca0 100644
Binary files a/assets/confusion_matrix.png and b/assets/confusion_matrix.png differ
diff --git a/assets/df_recent.png b/assets/df_recent.png
index dc9a752b..4c350da5 100644
Binary files a/assets/df_recent.png and b/assets/df_recent.png differ
diff --git a/assets/latest_iris.png b/assets/latest_iris.png
index 74278d21..f3eeaf66 100644
Binary files a/assets/latest_iris.png and b/assets/latest_iris.png differ