diff --git a/Scripts/evaluate_neural_network.py b/Scripts/evaluate_neural_network.py
index dd4a09f..97d343e 100644
--- a/Scripts/evaluate_neural_network.py
+++ b/Scripts/evaluate_neural_network.py
@@ -44,6 +44,7 @@ def generate_and_save_comparison(abs_path):
     evaluation_file_path = os.path.join(abs_path, 'neural_network_evaluation.csv')
     df = pd.read_csv(evaluation_file_path, sep=',', header=None,
                      names=['build_number', 'Accuracy', 'Loss', 'Precision', 'Recall', 'F1'])
+    df = df[df.build_number != 0]
     fig = plt.figure(figsize=(16 * .6, 9 * .6))
     ax = fig.add_subplot(111)
     ax.set_title('Evaluation')