Datasets:
Tasks:
Text Classification
Modalities:
Text
Sub-tasks:
multi-class-classification
Languages:
Spanish
Size:
1K - 10K
License:
parquet-converter
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Update parquet files
Browse files- .gitattributes +0 -55
- .gitignore +0 -3
- README.md +0 -145
- WikiCAT_esv2.py +0 -88
- hfeval_esv5.json +0 -0
- hftrain_esv5.json +0 -0
- wikiCAT_es/wiki_cat_esv2-train.parquet +3 -0
- wikiCAT_es/wiki_cat_esv2-validation.parquet +3 -0
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.gitignore
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hftrain_en.json
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hfeval_es.json
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README.md
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---
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YAML tags:
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annotations_creators:
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- automatically-generated
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language_creators:
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- found
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language:
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- es
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license:
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- cc-by-sa-3.0
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multilinguality:
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- monolingual
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pretty_name: wikicat_esv2
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size_categories:
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- unknown
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source_datasets: []
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task_categories:
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- text-classification
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task_ids:
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- multi-class-classification
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---
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# WikiCAT_ca: Spanish Text Classification dataset
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## Dataset Description
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- **Paper:**
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- **Point of Contact:** [email protected]
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**Repository**
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### Dataset Summary
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WikiCAT_ca is a Spanish corpus for thematic Text Classification tasks. It is created automatically from Wikipedia and Wikidata sources, and contains 8401 articles from the Viquipedia classified under 12 different categories.
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This dataset was developed by BSC TeMU as part of the PlanTL project, and intended as an evaluation of LT capabilities to generate useful synthetic corpus.
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### Supported Tasks and Leaderboards
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Text classification, Language Model
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### Languages
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ES- Spanish
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## Dataset Structure
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### Data Instances
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Two json files, one for each split.
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### Data Fields
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We used a simple model with the article text and associated labels, without further metadata.
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#### Example:
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<pre>
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{'sentence': 'La economía de Reunión se ha basado tradicionalmente en la agricultura. La caña de azúcar ha sido el cultivo principal durante más de un siglo, y en algunos años representa el 85% de las exportaciones. El gobierno ha estado impulsando el desarrollo de una industria turística para aliviar el alto desempleo, que representa más del 40% de la fuerza laboral.(...) El PIB total de la isla fue de 18.800 millones de dólares EE.UU. en 2007., 'label': 'Economía'}
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</pre>
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#### Labels
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'Religión', 'Entretenimiento', 'Música', 'Ciencia_y_Tecnología', 'Política', 'Economía', 'Matemáticas', 'Humanidades', 'Deporte', 'Derecho', 'Historia', 'Filosofía'
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### Data Splits
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* hfeval_esv5.json: 1681 label-document pairs
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* hftrain_esv5.json: 6716 label-document pairs
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## Dataset Creation
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### Methodology
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La páginas de "Categoría" representan los temas.
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para cada tema, extraemos las páginas asociadas a ese primer nivel de la jerarquía, y utilizamos el resúmen ("summary") como texto representativo.
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### Curation Rationale
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### Source Data
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#### Initial Data Collection and Normalization
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The source data are thematic categories in the different Wikipedias
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#### Who are the source language producers?
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### Annotations
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#### Annotation process
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Automatic annotation
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#### Who are the annotators?
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[N/A]
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### Personal and Sensitive Information
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No personal or sensitive information included.
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## Considerations for Using the Data
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### Social Impact of Dataset
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We hope this corpus contributes to the development of language models in Spanish.
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### Discussion of Biases
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We are aware that this data might contain biases. We have not applied any steps to reduce their impact.
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### Other Known Limitations
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[N/A]
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## Additional Information
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### Dataset Curators
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Text Mining Unit (TeMU) at the Barcelona Supercomputing Center ([email protected]).
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For further information, send an email to ([email protected]).
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This work was funded by the [Spanish State Secretariat for Digitalization and Artificial Intelligence (SEDIA)](https://avancedigital.mineco.gob.es/en-us/Paginas/index.aspx) within the framework of the [Plan-TL](https://plantl.mineco.gob.es/Paginas/index.aspx).
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### Licensing Information
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This work is licensed under [CC Attribution 4.0 International](https://creativecommons.org/licenses/by/4.0/) License.
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Copyright by the Spanish State Secretariat for Digitalization and Artificial Intelligence (SEDIA) (2022)
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### Contributions
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[N/A]
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WikiCAT_esv2.py
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# Loading script for the TeCla dataset.
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import json
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import datasets
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logger = datasets.logging.get_logger(__name__)
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_CITATION = """
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"""
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_DESCRIPTION = """
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WikiCAT: Text Classification Spanish dataset from the Viquipedia
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"""
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_HOMEPAGE = """ """
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# TODO: upload datasets to github
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_URL = "https://huggingface.co/datasets/crodri/WikiCAT_esv2/resolve/main/"
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_TRAINING_FILE = "hftrain_esv5.json"
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_DEV_FILE = "hfeval_esv5.json"
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#_TEST_FILE = "test.json"
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class wikiCAT_esConfig(datasets.BuilderConfig):
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""" Builder config for the Topicat dataset """
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def __init__(self, **kwargs):
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"""BuilderConfig for wikiCAT_es.
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Args:
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**kwargs: keyword arguments forwarded to super.
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"""
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super(wikiCAT_esConfig, self).__init__(**kwargs)
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class wikiCAT_es(datasets.GeneratorBasedBuilder):
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""" wikiCAT_es Dataset """
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BUILDER_CONFIGS = [
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wikiCAT_esConfig(
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name="wikiCAT_es",
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version=datasets.Version("1.1.0"),
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description="wikiCAT_es",
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),
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]
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def _info(self):
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=datasets.Features(
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{
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"text": datasets.Value("string"),
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"label": datasets.features.ClassLabel
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(names= ['Religión', 'Entretenimiento', 'Música', 'Ciencia_y_Tecnología', 'Política', 'Economía', 'Matemáticas', 'Humanidades', 'Deporte', 'Derecho', 'Historia', 'Filosofía']
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),
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}
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),
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homepage=_HOMEPAGE,
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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"""Returns SplitGenerators."""
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urls_to_download = {
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"train": f"{_URL}{_TRAINING_FILE}",
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"dev": f"{_URL}{_DEV_FILE}",
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# "test": f"{_URL}{_TEST_FILE}",
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}
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downloaded_files = dl_manager.download_and_extract(urls_to_download)
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return [
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datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloaded_files["train"]}),
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datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": downloaded_files["dev"]}),
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# datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": downloaded_files["test"]}),
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]
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def _generate_examples(self, filepath):
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"""This function returns the examples in the raw (text) form."""
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logger.info("generating examples from = %s", filepath)
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with open(filepath, encoding="utf-8") as f:
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wikiCAT_es = json.load(f)
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for id_, article in enumerate(wikiCAT_es["data"]):
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text = article["sentence"]
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label = article["label"]
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yield id_, {
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"text": text,
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"label": label,
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}
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hfeval_esv5.json
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hftrain_esv5.json
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wikiCAT_es/wiki_cat_esv2-train.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:17d3fcffbb88dfdb563bec46c3ec468d82afaa2d4d7577bf100250dc9ec33dd1
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size 4159560
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wikiCAT_es/wiki_cat_esv2-validation.parquet
ADDED
@@ -0,0 +1,3 @@
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|
1 |
+
version https://git-lfs.github.com/spec/v1
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2 |
+
oid sha256:1d9506093df6ce418fc869d715a8b8b57ffcec1d0bc2d45a96a70911e5e133f7
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3 |
+
size 1078711
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