Update README.md

README.md

@@ -139,7 +139,7 @@ Data Fields
 * target_audio (datasets.Audio): An audio feature containing the recorded speech in the target language. When loaded, provides the path, decoded audio array, and sampling rate (16000 Hz).
 * [Optional Fields]: Currently, the only additional/ optional field here is "Speaker" denoting the name of the speaker.
 
-Below is a bird's eye view of the directory structure for this repository:
+> Below is a bird's eye view of the directory structure for this repository:
 
 ```
 Hypa_Fleurs/
@@ -159,8 +159,6 @@ Hypa_Fleurs/
     └── load_dataset.py
 ```
 
-> **Note:** Adjust file names and structures based on your actual implementation.
-
 ---
 
 ## Usage
@@ -178,26 +176,6 @@ dataset = load_dataset("hypaai/Hypa_Fleurs", split="igbo")
 print(dataset[0])
 ```
 
-### Example Code
-
-A sample script to load and inspect the dataset is provided in the `examples/load_dataset.py` file:
-
-```python
-import datasets
-
-def main():
-    # Load text dataset
-    text_ds = datasets.load_dataset("your-username/Hypa_Fleurs", split="train")
-    print("Text Sample:", text_ds[0])
-
-    # Load audio dataset (if configured as a separate configuration)
-    audio_ds = datasets.load_dataset("your-username/Hypa_Fleurs", name="audio", split="train")
-    print("Audio Sample:", audio_ds[0])
-
-if __name__ == "__main__":
-    main()
-```
-
 ---
 
 ## Data Preparation