diff --git a/README.md b/README.md
index 405e62f85838fbba7fb9f050afcffc6c4d09396d..7dc50941db6efd931180987630df625973dc9178 100644
--- a/README.md
+++ b/README.md
@@ -33,12 +33,12 @@ pip install -r requirements.txt
 bash data/download_and_preprocess_dataset_era5.sh --data era5 --input_dir /splits --output_dir  data/era5 
 ```
 
-### Model Training
+### Model Training for ERA5 data
 ```python
-python scripts/train.py --input_dir data/era5 --dataset era5  --model savp --model_hparams_dict hparams/kth/ours_savp/model_hparams.json --output_dir logs/era5/ours_savp
+python scripts/train_v2.py --input_dir data/era5 --dataset era5  --model savp --model_hparams_dict hparams/kth/ours_savp/model_hparams.json --output_dir logs/era5/ours_savp
 ```
 
+
 ### Model Evaluation
 
-![Groud Truth](/results_test_samples/era5_size_64_64_1_v2/ours_savp/Sample_2.mp4)
-\
\ No newline at end of file
+![Groud Truth](/results_test_samples/era5_size_64_64_3_norm/ours_savp/Sample_Batch_id_0_Sample_1.mp4)
diff --git a/results_test_samples/era5_size_64_64_3_norm_dup/ours_savp/Sample_Batch_id_0_Sample_1.mp4 b/results_test_samples/era5_size_64_64_3_norm_dup/ours_savp/Sample_Batch_id_0_Sample_1.mp4
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