fix typo and formatting in readme

README.md

@@ -44,7 +44,8 @@ This dataset has the following splits:
     'text': 'the day after, diana and mary quitted it for distant b.',
     'start': 0.0,
     'end': 3.6500000953674316, 
-    'phones': ['[SILENCE]', 'ð', 'ʌ', '[SILENCE]', 'd', 'eɪ', '[SILENCE]', 'æ', 'f', 't', 'ɜ˞', '[COMMA]', 'd', 'aɪ', 'æ', 'n', 'ʌ', '[SILENCE]', 'æ', 'n', 'd', '[SILENCE]', 'm', 'ɛ', 'ɹ', 'i', '[SILENCE]', 'k', 'w', 'ɪ', 't', 'ɪ', 'd', '[SILENCE]', 'ɪ', 't', '[SILENCE]', 'f', 'ɜ˞', '[SILENCE]', 'd', 'ɪ', 's', 't', 'ʌ', 'n', 't', '[SILENCE]', 'b', 'i', '[FULL STOP]'], 'phone_durations': [5, 2, 4, 0, 5, 13, 0, 16, 7, 5, 20, 2, 6, 9, 15, 4, 2, 0, 11, 3, 5, 0, 3, 8, 9, 8, 0, 13, 3, 5, 3, 6, 4, 0, 8, 5, 0, 9, 5, 0, 7, 5, 6, 7, 4, 5, 10, 0, 3, 35, 9],
+    'phones': ['[SILENCE]', 'ð', 'ʌ', '[SILENCE]', 'd', 'eɪ', '[SILENCE]', 'æ', 'f', 't', 'ɜ˞', '[COMMA]', 'd', 'aɪ', 'æ', 'n', 'ʌ', '[SILENCE]', 'æ', 'n', 'd', '[SILENCE]', 'm', 'ɛ', 'ɹ', 'i', '[SILENCE]', 'k', 'w', 'ɪ', 't', 'ɪ', 'd', '[SILENCE]', 'ɪ', 't', '[SILENCE]', 'f', 'ɜ˞', '[SILENCE]', 'd', 'ɪ', 's', 't', 'ʌ', 'n', 't', '[SILENCE]', 'b', 'i', '[FULL STOP]'], 
+    'phone_durations': [5, 2, 4, 0, 5, 13, 0, 16, 7, 5, 20, 2, 6, 9, 15, 4, 2, 0, 11, 3, 5, 0, 3, 8, 9, 8, 0, 13, 3, 5, 3, 6, 4, 0, 8, 5, 0, 9, 5, 0, 7, 5, 6, 7, 4, 5, 10, 0, 3, 35, 9],
     'audio': '/dev/shm/metts/train-clean-360-alignments/100/100_122655_000073_000002.wav'
 }
 ```
@@ -72,17 +73,17 @@ from torch.utils.data import DataLoader
 
 dataset = load_dataset('libritts_align', split="train")
 
-speaker2ixd = json.load(open("speaker2ixd.json"))
-phone2ixd = json.load(open("phone2ixd.json"))
+speaker2ixd = json.load(open("speaker2idx.json"))
+phone2ixd = json.load(open("phone2idx.json"))
 
 collator = SpeechCollator(
-    speaker2ixd=speaker2ixd,
-    phone2ixd=phone2ixd,
+    speaker2ixd=speaker2idx,
+    phone2ixd=phone2idx ,
 )
 dataloader = DataLoader(dataset, collate_fn=collator.collate_fn, batch_size=8)
 ```
 
-You can either download the ``speaker2ixd.json`` and ``phone2ixd.json`` files from [here](https://huggingface.co/datasets/cdminix/libritts-aligned/tree/main/data) or create them yourself using the following code:
+You can either download the ``speaker2idx.json`` and ``phone2idx.json`` files from [here](https://huggingface.co/datasets/cdminix/libritts-aligned/tree/main/data) or create them yourself using the following code:
 
 ```python
 import json