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README.md

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+---
+language:
+  - en
+pretty_name: Trump Voice Dataset
+tags:
+  - audio
+  - speech
+  - tts
+license: mit
+task_categories:
+  - automatic-speech-recognition
+  - text-to-speech
+size_categories:
+  - 10K<n<100K
+---
+
+# Trump Voice Dataset
+
+This dataset contains audio clips of Donald Trump's speech from the World Economic Forum (WEF) 2018, paired with their corresponding transcriptions. The dataset is designed for text-to-speech (TTS) and speech recognition tasks.
+
+## Dataset Description
+
+### Dataset Summary
+
+The Trump Voice Dataset consists of 20 audio samples (10 train, 10 test) extracted from Donald Trump's speech at the World Economic Forum 2018. Each audio clip is approximately 10 seconds long and is paired with its corresponding transcription. The dataset includes additional metadata such as speaker information, pitch mean, and pitch standard deviation.
+
+### Supported Tasks and Leaderboards
+
+This dataset can be used for:
+- **Text-to-Speech (TTS)**: Fine-tuning TTS models to generate speech in Donald Trump's voice style
+- **Automatic Speech Recognition (ASR)**: Training or testing speech recognition models
+- **Voice Analysis**: Analyzing speech patterns, pitch, and other vocal characteristics
+
+### Languages
+
+The dataset contains English speech (en-US) from a single speaker (Donald Trump).
+
+## Dataset Structure
+
+### Data Instances
+
+Each instance in the dataset contains:
+- `audio`: The speech audio file (10 seconds, 16kHz sampling rate)
+- `text`: The transcription of the speech
+- `speaker_name`: The speaker identifier ("Trump")
+- `utterance_pitch_mean`: Mean pitch value for the audio clip
+- `utterance_pitch_std`: Standard deviation of pitch for the audio clip
+
+Example:
+```
+{
+  'audio': {'array': [...], 'sampling_rate': 16000},
+  'text': 'Thank you very much. It's a privilege to be here at this forum where leaders in business science art diplomacy and world affairs have gathered for',
+  'speaker_name': 'Trump',
+  'utterance_pitch_mean': 451.27,
+  'utterance_pitch_std': 314.17
+}
+```
+
+### Data Splits
+
+The dataset is divided into two splits:
+- **Train**: 10 samples
+- **Test**: 10 samples
+
+## Dataset Creation
+
+### Source Data
+
+The source data comes from Donald Trump's speech at the World Economic Forum (WEF) 2018.
+
+#### Initial Data Collection and Normalization
+
+The original speech was segmented into 10-second clips. The audio was processed to ensure consistent quality and sampling rate (16kHz).
+
+#### Who are the source language producers?
+
+The source language producer is Donald Trump, the 45th President of the United States, speaking at an official event.
+
+### Annotations
+
+#### Annotation process
+
+The transcriptions were created by aligning the audio segments with the corresponding text from the speech transcript. The alignment was based on timestamps in the original transcript.
+
+## Considerations for Using the Data
+
+### Social Impact of Dataset
+
+This dataset can be used for educational and research purposes in speech technology. It provides real-world speech data from a public figure speaking at a public event.
+
+### Discussion of Biases
+
+The dataset contains speech from only one individual and may not represent diverse speech patterns. Models trained exclusively on this data may exhibit biases toward the specific speaking style, accent, and vocal characteristics of the speaker.
+
+### Other Known Limitations
+
+- Limited to one speaker
+- Limited context (formal speech at an international forum)
+- Limited sample size (20 samples total)
+
+## Additional Information
+
+### Dataset Curators
+
+This dataset was curated and processed for research and educational purposes.
+
+### Licensing Information
+
+This dataset is released under the MIT License.
+
+### Citation Information
+
+If you use this dataset in your research, please cite it as:
+
+```
+@dataset{trump_voice_dataset,
+  author = {Sakchham19},
+  title = {Trump Voice Dataset},
+  year = {2023},
+  publisher = {Hugging Face},
+  url = {https://huggingface.co/datasets/Sakchham19/Trump_Voice_Dataset}
+}
+```
+
+### Contributions
+
+Contributions to improve the dataset are welcome. Please feel free to open an issue or pull request on the dataset repository.