diff --git a/readme b/readme
index d76b882bf820bbd3ccaa094515855638f3fbac51..b2c8345ed6d574cff3428e1ccfa12f089cf29f8d 100644
--- a/readme
+++ b/readme
@@ -40,6 +40,6 @@ ii) 3 models for phase 2 - training for multioutput covid, normal, pneumonia, tu
 
 3. Progression-regression.pdf includes the results of models CheXpert14 and CheXpert-Covid19 on a case publicly available from Radiopaedie:
 https://radiopaedia.org/cases/covid-19-pneumonia-progression-and-regression
-This case includes several X-Rays of the same patient during a month. 
-Observation: None of the X-Rays included in this testcase are part of the training dataset.
+This case includes several X-Rays of the same patient during a month. It is included in Cohen dataset.
 
+Observation: All teh X-Rays of this testcase were removed from the training set used for this model.
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