diff --git a/results/telecom_paris.csv b/results/telecom_paris.csv
index 6ef446f..6150789 100644
--- a/results/telecom_paris.csv
+++ b/results/telecom_paris.csv
@@ -82,10 +82,10 @@ Type de réponse,0 / 1,0 / 1,0 / 1,0 / 1,"1000, 1500, 1800, 2000",0 / 1,0 / 1,0
 ,0,0,1,1,1500,1,0,0,0,0,10,50,75,5,9,4,10,1,1,0,1,0,0,0,0,0,0,1,
 ,1,0,1,0,1800,1,0,1,0,1,20,20,5,7,8,7,6,1,1,0,0,1,0,1,0,0,1,0,
 ,1,0,1,1,2200,1,0,0,0,0,10,5,0.1,1,1,1,1,1,1,1,1,0,0,0,0,0,0,1,
-Proportion de bonnes réponses,0.5,0.44047619047619,0.619047619047619,0.702380952380952,0.261904761904762,0.25,0.142857142857143,0.738095238095238,0.678571428571429,0.119047619047619,0.238095238095238,0.107142857142857,,,,,,0.892857142857143,0.80952380952381,0.214285714285714,0.428571428571429,0.214285714285714,0.321428571428571,0.523809523809524,0.142857142857143,0.226190476190476,0.202380952380952,0.654761904761905,
-,,,,,Proportion de réponses surestimées,,,,,,Proportion de réponses surestimées,,,,,,,,,,,,,,,,,,
+Proportion de réponses justes / positives,0.5,0.44047619047619,0.619047619047619,0.702380952380952,0.261904761904762,0.25,0.142857142857143,0.738095238095238,0.678571428571429,0.119047619047619,0.238095238095238,0.107142857142857,,,,,,0.892857142857143,0.80952380952381,0.214285714285714,0.428571428571429,0.214285714285714,0.321428571428571,0.523809523809524,0.142857142857143,0.226190476190476,0.202380952380952,0.654761904761905,
+,,,,,Proportion de réponses surestimées,,,,,,Proportion de réponses surestimées,Proportion de réponses surestimées,,,,,,,,,,,,,,,,
 ,,,,,0.119047619047619,,,,,,0.642857142857143,0.0952380952380952,,,,,,,,,,,,,,,,,
-,,,,,Proportion de réponses sousestimées,,,,,,Proportion de réponses sousestimées,,,,,,,,,,,,,,,,,,
+,,,,,Proportion de réponses sousestimées,,,,,,Proportion de réponses sousestimées,Proportion de réponses sousestimées,,,,,,,,,,,,,,,,
 ,,,,,0.523809523809524,,,,,,0.0595238095238095,0.726190476190476,,,,,,,,,,,,,,,,,
 ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
 Risque de catastrophe,,,,,,,,,,,,,,,,,,,,,,,,,,,,,