diff --git a/src/twomartens/masterthesis/evaluate.py b/src/twomartens/masterthesis/evaluate.py
index 4d1dbca..070b9b1 100644
--- a/src/twomartens/masterthesis/evaluate.py
+++ b/src/twomartens/masterthesis/evaluate.py
@@ -293,7 +293,7 @@ def get_f1_score(cumulative_precisions: List[np.ndarray],
     for class_id in range(1, nr_classes + 1):
         cumulative_precision = cumulative_precisions[class_id]
         cumulative_recall = cumulative_recalls[class_id]
-        if (cumulative_precision + cumulative_recall) == 0:
+        if not np.count_nonzero(cumulative_precision + cumulative_recall):
             cumulative_f1_scores.append([])
             continue
         f1_score = 2 * ((cumulative_precision * cumulative_recall) / (cumulative_precision + cumulative_recall))