Update README.md

README.md

@@ -72,18 +72,6 @@ The raw corpora were normalized and cleaned using custom Python scripts. Key ste
 - Normalizing diacritics and fixing broken Unicode characters
 - Manual filtering of misaligned or low-quality samples
 
-## Reproducibility
-
-All preprocessing scripts and data creation pipelines are publicly available in the companion GitHub repository:
-
-[ATC ASR Dataset Preparation Toolkit (GitHub)](https://github.com/jack-tol/atc-asr-dataset-preparation-toolkit)
-
-This includes:
-
-- Scripts to process raw UWB, ATCO2, and ATCC datasets
-- Tools for combining, splitting, and augmenting data
-- Upload scripts for Hugging Face dataset integration
-
 ## Usage
 
 1. **Install Dependencies**:  
@@ -96,6 +84,18 @@ This includes:
 2. **Training**:  
    The dataset is ready for speech recognition tasks such as fine-tuning Whisper models. It includes training and test splits to evaluate models based on Word Error Rate (WER).
 
+## Reproducibility
+
+All preprocessing scripts and data creation pipelines are publicly available in the companion GitHub repository:
+
+[ATC ASR Dataset Preparation Toolkit (GitHub)](https://github.com/jack-tol/atc-asr-dataset-preparation-toolkit)
+
+This includes:
+
+- Scripts to process raw UWB, ATCO2, and ATCC datasets
+- Tools for combining, splitting, and augmenting data
+- Upload scripts for Hugging Face dataset integration
+
 ## References
 
 - [ATC ASR_Dataset (Combined and Cleaned Dataset on Hugging Face)](https://huggingface.co/datasets/jacktol/ATC_ASR_Dataset)