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updated readme

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@@ -43,7 +43,6 @@ This dataset includes:
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  - Audio files (`.wav`, 16kHz mono) of individual ATC utterances
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  - Transcripts (`.txt`) aligned with each audio file
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  - Training, validation, and test splits
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- - Augmented training set (50% of utterances expanded with synthetic noise, pitch shift, or bandpass filtering)
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  ## Use Cases
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  - Audio files (`.wav`, 16kHz mono) of individual ATC utterances
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  - Transcripts (`.txt`) aligned with each audio file
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  - Training, validation, and test splits
 
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  ## Use Cases
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