|
|
--- |
|
|
task_categories: |
|
|
- automatic-speech-recognition |
|
|
language: |
|
|
- ta |
|
|
- gu |
|
|
- te |
|
|
dataset_info: |
|
|
- config_name: gu |
|
|
features: |
|
|
- name: audio |
|
|
dtype: audio |
|
|
- name: transcription |
|
|
dtype: string |
|
|
- name: audio_id |
|
|
dtype: string |
|
|
splits: |
|
|
- name: train |
|
|
num_bytes: 4739983146.192 |
|
|
num_examples: 22807 |
|
|
- name: test |
|
|
num_bytes: 578740547.85 |
|
|
num_examples: 3075 |
|
|
download_size: 4892009740 |
|
|
dataset_size: 5318723694.042001 |
|
|
- config_name: ta |
|
|
features: |
|
|
- name: audio |
|
|
dtype: audio |
|
|
- name: transcription |
|
|
dtype: string |
|
|
- name: audio_id |
|
|
dtype: string |
|
|
splits: |
|
|
- name: train |
|
|
num_bytes: 8359705604.568 |
|
|
num_examples: 39131 |
|
|
- name: test |
|
|
num_bytes: 603047036.672 |
|
|
num_examples: 3081 |
|
|
download_size: 5128373412 |
|
|
dataset_size: 8962752641.24 |
|
|
- config_name: te |
|
|
features: |
|
|
- name: audio |
|
|
dtype: audio |
|
|
- name: transcription |
|
|
dtype: string |
|
|
- name: audio_id |
|
|
dtype: string |
|
|
splits: |
|
|
- name: train |
|
|
num_bytes: 8420579336.816 |
|
|
num_examples: 44882 |
|
|
- name: test |
|
|
num_bytes: 579072608.12 |
|
|
num_examples: 3040 |
|
|
download_size: 5096987441 |
|
|
dataset_size: 8999651944.936 |
|
|
configs: |
|
|
- config_name: gu |
|
|
data_files: |
|
|
- split: train |
|
|
path: gu/train-* |
|
|
- split: test |
|
|
path: gu/test-* |
|
|
- config_name: ta |
|
|
data_files: |
|
|
- split: train |
|
|
path: ta/train-* |
|
|
- split: test |
|
|
path: ta/test-* |
|
|
- config_name: te |
|
|
data_files: |
|
|
- split: train |
|
|
path: te/train-* |
|
|
- split: test |
|
|
path: te/test-* |
|
|
--- |
|
|
|
|
|
# Microsoft Speech Corpus – Indian Languages |
|
|
|
|
|
## Dataset Description |
|
|
|
|
|
This dataset is a redistribution of the **Microsoft Speech Corpus (Indian Languages)** containing conversational and phrasal speech training and test data for **Telugu**, **Tamil**, and **Gujarati** languages. Each entry includes an audio recording and its corresponding transcript. |
|
|
|
|
|
> **Attribution required:** *"Data provided by Microsoft and SpeechOcean.com"* |
|
|
|
|
|
> ⚠️ **License:** This data is provided for **research purposes only**. Commercial use is strictly prohibited. |
|
|
|
|
|
--- |
|
|
|
|
|
## Dataset Structure |
|
|
|
|
|
### Configurations |
|
|
|
|
|
| Config | Language | Script | |
|
|
|--------|----------|--------| |
|
|
| `ta` | Tamil | Tamil script (தமிழ்) | |
|
|
| `gu` | Gujarati | Gujarati script (ગુજરાતી) | |
|
|
| `te` | Telugu | Telugu script (తెలుగు) | |
|
|
|
|
|
### Splits & Size |
|
|
|
|
|
| Language | Split | Examples | |
|
|
|----------|-------|----------| |
|
|
| Tamil (`ta`) | train | 39,131 | |
|
|
| Tamil (`ta`) | test | 3,081 | |
|
|
| Gujarati (`gu`) | train | 22,807 | |
|
|
| Gujarati (`gu`) | test | 3,075 | |
|
|
| Telugu (`te`) | train | 44,882 | |
|
|
| Telugu (`te`) | test | 3,040 | |
|
|
|
|
|
**Total: 116,016 examples** |
|
|
|
|
|
### Data Fields |
|
|
|
|
|
| Field | Type | Description | |
|
|
|-------|------|-------------| |
|
|
| `audio` | `Audio` | Audio file with sampling rate metadata | |
|
|
| `transcription` | `string` | Transcript of the spoken content | |
|
|
| `audio_id` | `string` | Unique identifier of the audio file | |
|
|
|
|
|
--- |
|
|
|
|
|
## Usage |
|
|
|
|
|
```python |
|
|
from datasets import load_dataset |
|
|
|
|
|
# Load Tamil |
|
|
ta = load_dataset("deepdml/microsoft-speech-corpus-indian", "ta", trust_remote_code=True) |
|
|
|
|
|
# Load Gujarati |
|
|
gu = load_dataset("deepdml/microsoft-speech-corpus-indian", "gu", trust_remote_code=True) |
|
|
|
|
|
# Load Telugu |
|
|
te = load_dataset("deepdml/microsoft-speech-corpus-indian", "te", trust_remote_code=True) |
|
|
``` |
|
|
|
|
|
Access a sample: |
|
|
|
|
|
```python |
|
|
sample = ta["train"][0] |
|
|
print(sample["transcription"]) |
|
|
# → "நீங்க அழிகா இருக்கீங்க என்று சொல்வது..." |
|
|
|
|
|
sample["audio"] |
|
|
# → {"array": [...], "sampling_rate": 16000, "path": "000020021.wav"} |
|
|
``` |
|
|
|
|
|
--- |
|
|
|
|
|
## Dataset Creation |
|
|
|
|
|
### Source Data |
|
|
|
|
|
The original data was collected and released by **Microsoft Research** in collaboration with **SpeechOcean.com** as part of the Microsoft Speech Corpus for Indian Languages. The corpus covers conversational and phrasal speech scenarios. |
|
|
|
|
|
### Collection Process |
|
|
|
|
|
Audio recordings were collected from native speakers of Tamil, Gujarati, and Telugu across India and transcribed professionally. The data reflects natural spoken language including conversational speech patterns. |
|
|
|
|
|
--- |
|
|
|
|
|
## License & Attribution |
|
|
|
|
|
This dataset is made available for **non-commercial research use only**. |
|
|
|
|
|
If you publish findings using this dataset, you **must** include the following attribution: |
|
|
|
|
|
> *"Data provided by Microsoft and SpeechOcean.com"* |
|
|
|
|
|
Original dataset: [Microsoft Research Open Data](https://www.microsoft.com/en-us/download/details.aspx?id=105292) |
|
|
|
|
|
--- |
|
|
|
|
|
## Citation |
|
|
|
|
|
```bibtex |
|
|
@dataset{microsoft_speech_corpus_indian, |
|
|
title = {Microsoft Speech Corpus (Indian Languages)}, |
|
|
author = {Microsoft Research and SpeechOcean.com}, |
|
|
year = {2020}, |
|
|
url = {https://msropendata.com/datasets/7230b4b1-912d-400e-be58-f84e0512985e}, |
|
|
note = {Non-commercial research use only} |
|
|
} |
|
|
``` |