| --- |
| language: |
| - en |
| tags: |
| - huggingartists |
| - lyrics |
| --- |
| |
| # Dataset Card for "huggingartists/katy-perry" |
|
|
| ## Table of Contents |
| - [Dataset Description](#dataset-description) |
| - [Dataset Summary](#dataset-summary) |
| - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) |
| - [Languages](#languages) |
| - [How to use](#how-to-use) |
| - [Dataset Structure](#dataset-structure) |
| - [Data Fields](#data-fields) |
| - [Data Splits](#data-splits) |
| - [Dataset Creation](#dataset-creation) |
| - [Curation Rationale](#curation-rationale) |
| - [Source Data](#source-data) |
| - [Annotations](#annotations) |
| - [Personal and Sensitive Information](#personal-and-sensitive-information) |
| - [Considerations for Using the Data](#considerations-for-using-the-data) |
| - [Social Impact of Dataset](#social-impact-of-dataset) |
| - [Discussion of Biases](#discussion-of-biases) |
| - [Other Known Limitations](#other-known-limitations) |
| - [Additional Information](#additional-information) |
| - [Dataset Curators](#dataset-curators) |
| - [Licensing Information](#licensing-information) |
| - [Citation Information](#citation-information) |
| - [About](#about) |
|
|
| ## Dataset Description |
|
|
| - **Homepage:** [https://github.com/AlekseyKorshuk/huggingartists](https://github.com/AlekseyKorshuk/huggingartists) |
| - **Repository:** [https://github.com/AlekseyKorshuk/huggingartists](https://github.com/AlekseyKorshuk/huggingartists) |
| - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
| - **Size of the generated dataset:** 0.8409 MB |
|
|
|
|
| <div class="inline-flex flex-col" style="line-height: 1.5;"> |
| <div class="flex"> |
| <div style="display:DISPLAY_1; margin-left: auto; margin-right: auto; width: 92px; height:92px; border-radius: 50%; background-size: cover; background-image: url('https://images.genius.com/3f46986b4eb6ceeb06fd9d9166e5a248.900x900x1.jpg')"> |
| </div> |
| </div> |
| <a href="https://huggingface.co/huggingartists/katy-perry"> |
| <div style="text-align: center; margin-top: 3px; font-size: 16px; font-weight: 800">🤖 HuggingArtists Model 🤖</div> |
| </a> |
| <div style="text-align: center; font-size: 16px; font-weight: 800">Katy Perry</div> |
| <a href="https://genius.com/artists/katy-perry"> |
| <div style="text-align: center; font-size: 14px;">@katy-perry</div> |
| </a> |
| </div> |
| |
| ### Dataset Summary |
|
|
| The Lyrics dataset parsed from Genius. This dataset is designed to generate lyrics with HuggingArtists. |
| Model is available [here](https://huggingface.co/huggingartists/katy-perry). |
|
|
| ### Supported Tasks and Leaderboards |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Languages |
|
|
| en |
|
|
| ## How to use |
|
|
| How to load this dataset directly with the datasets library: |
|
|
| ```python |
| from datasets import load_dataset |
| |
| dataset = load_dataset("huggingartists/katy-perry") |
| ``` |
|
|
| ## Dataset Structure |
|
|
| An example of 'train' looks as follows. |
| ``` |
| This example was too long and was cropped: |
| |
| { |
| "text": "Look, I was gonna go easy on you\nNot to hurt your feelings\nBut I'm only going to get this one chance\nSomething's wrong, I can feel it..." |
| } |
| ``` |
|
|
| ### Data Fields |
|
|
| The data fields are the same among all splits. |
|
|
| - `text`: a `string` feature. |
|
|
|
|
| ### Data Splits |
|
|
| | train |validation|test| |
| |------:|---------:|---:| |
| |609| -| -| |
|
|
| 'Train' can be easily divided into 'train' & 'validation' & 'test' with few lines of code: |
|
|
| ```python |
| from datasets import load_dataset, Dataset, DatasetDict |
| import numpy as np |
| |
| datasets = load_dataset("huggingartists/katy-perry") |
| |
| train_percentage = 0.9 |
| validation_percentage = 0.07 |
| test_percentage = 0.03 |
| |
| train, validation, test = np.split(datasets['train']['text'], [int(len(datasets['train']['text'])*train_percentage), int(len(datasets['train']['text'])*(train_percentage + validation_percentage))]) |
| |
| datasets = DatasetDict( |
| { |
| 'train': Dataset.from_dict({'text': list(train)}), |
| 'validation': Dataset.from_dict({'text': list(validation)}), |
| 'test': Dataset.from_dict({'text': list(test)}) |
| } |
| ) |
| ``` |
|
|
| ## Dataset Creation |
|
|
| ### Curation Rationale |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Source Data |
|
|
| #### Initial Data Collection and Normalization |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| #### Who are the source language producers? |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Annotations |
|
|
| #### Annotation process |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| #### Who are the annotators? |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Personal and Sensitive Information |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ## Considerations for Using the Data |
|
|
| ### Social Impact of Dataset |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Discussion of Biases |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Other Known Limitations |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ## Additional Information |
|
|
| ### Dataset Curators |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Licensing Information |
|
|
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
| ### Citation Information |
|
|
| ``` |
| @InProceedings{huggingartists, |
| author={Aleksey Korshuk} |
| year=2021 |
| } |
| ``` |
|
|
|
|
| ## About |
|
|
| *Built by Aleksey Korshuk* |
|
|
| [](https://github.com/AlekseyKorshuk) |
|
|
| [](https://twitter.com/intent/follow?screen_name=alekseykorshuk) |
|
|
| [](https://t.me/joinchat/_CQ04KjcJ-4yZTky) |
|
|
| For more details, visit the project repository. |
|
|
| [](https://github.com/AlekseyKorshuk/huggingartists) |
|
|