diff --git a/samples/nucleus/README.md b/samples/nucleus/README.md
index 5a82f1ebde99ef58b48cb04829e7250ece9d8efa..bdcc521f71e7bd213d74af3fa89c994d089d79d7 100644
--- a/samples/nucleus/README.md
+++ b/samples/nucleus/README.md
@@ -6,14 +6,14 @@ The `nucleus.py` file contains the main parts of the code, and the two Jupyter n
 
 
 ## Command line Usage
-Train a new model starting from ImageNet weights
+Train a new model starting from ImageNet weights using `train` dataset (which is `stage1_train` minus validation set)
 ```
 python3 nucleus.py train --dataset=/path/to/dataset --subset=train --weights=imagenet
 ```
 
-Train a new model starting from specific weights file
+Train a new model starting from specific weights file using the full `stage1_train` dataset
 ```
-python3 nucleus.py train --dataset=/path/to/dataset --subset=train --weights=/path/to/weights.h5
+python3 nucleus.py train --dataset=/path/to/dataset --subset=stage1_train --weights=/path/to/weights.h5
 ```
 
 Resume training a model that you had trained earlier
@@ -21,9 +21,9 @@ Resume training a model that you had trained earlier
 python3 nucleus.py train --dataset=/path/to/dataset --subset=train --weights=last
 ```
 
-Generate submission file
+Generate submission file from `stage1_test` images
 ```
-python3 nucleus.py detect --dataset=/path/to/dataset --subset=train --weights=<last or /path/to/weights.h5>
+python3 nucleus.py detect --dataset=/path/to/dataset --subset=stage1_test --weights=<last or /path/to/weights.h5>
 ```