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Update README.md

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@@ -9,9 +9,10 @@ This is an audio classification dataset for **Environmental Sound Classification
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  **Classes = 50   ,   Split = Train-Test**
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  ## Structure
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-
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  - `audios` folder contains audio files.
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- - `train.csv` for training split and `test.csv` for the testing split.
 
 
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  ## Download
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  ```python
 
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  **Classes = 50   ,   Split = Train-Test**
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  ## Structure
 
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  - `audios` folder contains audio files.
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+ - `csv_files` folder contains CSV files for **five-fold** cross-validation.
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+ - To perform cross-validation on fold 1, `train_1.csv` will be used for the training split and `test_1.csv` for the testing split, with the same pattern followed for the other folds.
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+ - To perform training and testing **witout cross-validation**, use `csv_files/train.csv` and `csv_files/test.csv` files respectively.
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  ## Download
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  ```python