diff --git a/docs/assets/roc_auc_curve.png b/docs/assets/roc_auc_curve.png
index bc2f71f..81cc2f6 100644
Binary files a/docs/assets/roc_auc_curve.png and b/docs/assets/roc_auc_curve.png differ
diff --git a/src/processing.py b/src/processing.py
index 91a5b0d..f648096 100644
--- a/src/processing.py
+++ b/src/processing.py
@@ -98,15 +98,15 @@ def plot_all_figures(results):
     plot_individual_figure(
         results,
         type="roc",
-        x_axis="fpr",
-        y_axis="tpr",
+        x_axis="False positive rate",
+        y_axis="True positive rate",
         fig_title="ROC AUC curve",
     )
     plot_individual_figure(
         results,
         type="confusion_matrix",
-        x_axis="fpr",
-        y_axis="tpr",
+        x_axis="Predicted values",
+        y_axis="Real values",
         fig_title="Confusion Matrix",
     )