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- ---
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- license: cc-by-4.0
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- path: telugu/train-*
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: cc-by-4.0
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+ dataset_info:
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+ - config_name: assamese
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+ features:
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+ - name: audio_filepath
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+ dtype: audio
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+ - name: text
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+ dtype: string
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+ - name: duration
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+ - name: lang
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+ splits:
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+ dataset_size: 5082850536.85
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+ - config_name: bengali
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+ features:
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+ - name: audio_filepath
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+ dtype: audio
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+ - name: text
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+ - name: duration
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+ - name: lang
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+ - config_name: dogri
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+ - name: audio_filepath
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+ - name: text
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+ - name: duration
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+ - config_name: gujarati
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+ features:
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+ - name: audio_filepath
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+ - name: text
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+ - config_name: hindi
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+ features:
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+ - name: audio_filepath
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+ - name: text
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+ - name: duration
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+ features:
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+ - name: audio_filepath
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+ dtype: audio
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+ - name: text
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+ - name: duration
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+ - name: text
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+ - config_name: malayalam
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+ features:
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+ - name: audio_filepath
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+ dtype: audio
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+ - name: text
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+ - name: duration
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+ dataset_size: 17608171088.553
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+ features:
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+ dtype: audio
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+ - name: text
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+ dtype: string
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+ - name: duration
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+ download_size: 4990235585
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+ - config_name: odia
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+ features:
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+ - name: text
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+ - name: duration
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+ dtype: float64
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+ - name: lang
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+ splits:
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+ - config_name: punjabi
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+ features:
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+ - name: audio_filepath
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+ dtype: audio
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+ - name: text
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+ dtype: string
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+ - name: duration
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+ dtype: float64
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+ - name: lang
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+ splits:
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+ features:
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+ - name: duration
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+ - name: audio_filepath
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+ dtype: audio
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+ - name: text
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+ - name: duration
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+ splits:
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+ - config_name: assamese
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+ data_files:
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+ - split: train
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+ path: assamese/train-*
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+ - config_name: bengali
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+ data_files:
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+ - split: train
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+ path: bengali/train-*
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+ - config_name: dogri
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+ data_files:
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+ - split: train
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+ path: dogri/train-*
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+ - config_name: gujarati
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+ data_files:
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+ - split: train
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+ path: gujarati/train-*
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+ - config_name: hindi
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+ data_files:
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+ - split: train
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+ path: hindi/train-*
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+ - config_name: kannada
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+ data_files:
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+ - split: train
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+ path: kannada/train-*
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+ - config_name: konkani
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+ data_files:
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+ - split: train
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+ path: konkani/train-*
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+ - config_name: maithili
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+ data_files:
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+ - split: train
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+ path: maithili/train-*
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+ - config_name: malayalam
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+ data_files:
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+ - split: train
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+ path: malayalam/train-*
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+ - config_name: marathi
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+ data_files:
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+ - split: train
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+ path: marathi/train-*
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+ - config_name: nepali
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+ data_files:
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+ - split: train
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+ path: nepali/train-*
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+ - config_name: odia
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+ data_files:
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+ - split: train
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+ path: odia/train-*
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+ - config_name: punjabi
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+ data_files:
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+ - split: train
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+ path: punjabi/train-*
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+ - config_name: sanskrit
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+ data_files:
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+ - split: train
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+ path: sanskrit/train-*
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+ - config_name: tamil
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+ data_files:
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+ - split: train
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+ path: tamil/train-*
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+ - config_name: telugu
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+ data_files:
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+ - split: train
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+ path: telugu/train-*
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+ ---
326
+
327
+ # Shrutilipi
328
+
329
+ <div style="display: flex; gap: 5px;">
330
+ <a href="https://github.com/AI4Bharat/Lahaja"><img src="https://img.shields.io/badge/GITHUB-black?style=flat&logo=github&logoColor=white" alt="GitHub"></a>
331
+ <a href="https://arxiv.org/abs/2408.11440"><img src="https://img.shields.io/badge/arXiv-2411.02538-red?style=flat" alt="ArXiv"></a>
332
+ <a href="https://creativecommons.org/licenses/by/4.0/"><img src="https://img.shields.io/badge/License-CC%20BY%204.0-lightgrey.svg" alt="CC BY 4.0"></a>
333
+ </div>
334
+
335
+ ## Dataset Description
336
+
337
+ - **Homepage:** [Shrutilipi](https://huggingface.co/datasets/ai4bharat/Shrutilipi)
338
+ - **Repository:** [Github](https://github.com/AI4Bharat/shrutilipi)
339
+ - **Paper:** [Effectiveness of Mining Audio and Text Pairs from Public Data for Improving ASR Systems for Low-Resource Languages](https://arxiv.org/abs/2208.12666)
340
+
341
+ ## Overview
342
+
343
+ Shrutilipi is a labelled ASR corpus obtained by mining parallel audio and text pairs at the document scale from All India Radio news bulletins for 12 Indian languages: Bengali, Gujarati, Hindi, Kannada, Malayalam, Marathi, Odia, Punjabi, Sanskrit, Tamil, Telugu, Urdu. The corpus has over 6400 hours of data across all languages.
344
+
345
+ This work is funded by Bhashini, MeitY and Nilekani Philanthropies
346
+
347
+ ## Usage
348
+
349
+ The [datasets](https://huggingface.co/docs/datasets) library enables you to load and preprocess the dataset directly in Python. Ensure you have an active HuggingFace access token (obtainable from [Hugging Face settings](https://huggingface.co/settings/tokens)) before proceeding.
350
+
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+ To load the dataset, run:
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+
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+ ```python
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+ from datasets import load_dataset
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+ # Load the dataset from the HuggingFace Hub
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+ dataset = load_dataset("ai4bharat/Shrutilipi","bengali",split="train")
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+ # Check the dataset structure
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+ print(dataset)
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+ ```
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+
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+ You can also stream the dataset by enabling the `streaming=True` flag:
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+
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+ ```python
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+ from datasets import load_dataset
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+ dataset = load_dataset("ai4bharat/Shrutilipi","bengali",split="train", streaming=True)
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+ print(next(iter(dataset)))
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+ ```
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+
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+ ## Citation
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+
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+ If you use Shrutilipi in your work, please cite us:
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+
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+ ```bibtex
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+ @inproceedings{DBLP:conf/icassp/BhogaleRJDKKK23,
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+ author = {Kaushal Santosh Bhogale and
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+ Abhigyan Raman and
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+ Tahir Javed and
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+ Sumanth Doddapaneni and
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+ Anoop Kunchukuttan and
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+ Pratyush Kumar and
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+ Mitesh M. Khapra},
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+ title = {Effectiveness of Mining Audio and Text Pairs from Public Data for
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+ Improving {ASR} Systems for Low-Resource Languages},
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+ booktitle = {{ICASSP}},
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+ pages = {1--5},
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+ publisher = {{IEEE}},
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+ year = {2023}
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+ }
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+ ```
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+
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+ ## License
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+
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+ This dataset is released under the [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).
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+
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+ ## Contact
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+
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+ For any questions or feedback, please contact:
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+ - Kaushal Bhogale (kaushal98b@gmail.com)
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+