Datasets:
Tasks:
Token Classification
Modalities:
Text
Formats:
parquet
Sub-tasks:
named-entity-recognition
Languages:
Pedi
Size:
1K - 10K
License:
Convert dataset to Parquet (#3)
Browse files- Convert dataset to Parquet (ce8321feacb59ce4c67712520cfea08b2ec67642)
- Delete loading script (e40acfd34d85b4a061a352a1caac5978d91d8975)
- README.md +10 -4
- sepedi_ner.py +0 -136
- sepedi_ner/train-00000-of-00001.parquet +3 -0
README.md
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pretty_name: Sepedi NER Corpus
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license_details: Creative Commons Attribution 2.5 South Africa License
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dataset_info:
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features:
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- name: id
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dtype: string
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'6': I-LOC
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'7': B-MISC
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'8': I-MISC
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config_name: sepedi_ner
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splits:
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- name: train
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num_bytes:
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num_examples: 7117
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download_size:
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dataset_size:
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---
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# Dataset Card for Sepedi NER Corpus
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pretty_name: Sepedi NER Corpus
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license_details: Creative Commons Attribution 2.5 South Africa License
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dataset_info:
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config_name: sepedi_ner
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features:
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- name: id
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dtype: string
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'6': I-LOC
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'7': B-MISC
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'8': I-MISC
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splits:
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- name: train
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num_bytes: 3378118
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num_examples: 7117
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download_size: 716489
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dataset_size: 3378118
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configs:
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- config_name: sepedi_ner
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data_files:
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- split: train
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path: sepedi_ner/train-*
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default: true
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---
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# Dataset Card for Sepedi NER Corpus
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sepedi_ner.py
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# coding=utf-8
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# Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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""" Named entity annotated data from the NCHLT Text Resource Development: Phase II Project for Sepedi"""
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import os
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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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@inproceedings{sepedi_ner,
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author = {D.J. Prinsloo and
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Roald Eiselen},
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title = {NCHLT Sepedi Named Entity Annotated Corpus},
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booktitle = {Eiselen, R. 2016. Government domain named entity recognition for South African languages. Proceedings of the 10th Language Resource and Evaluation Conference, Portorož, Slovenia.},
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year = {2016},
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url = {https://repo.sadilar.org/handle/20.500.12185/328},
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}
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"""
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_DESCRIPTION = """\
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Named entity annotated data from the NCHLT Text Resource Development: Phase II Project, annotated with PERSON, LOCATION, ORGANISATION and MISCELLANEOUS tags.
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"""
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_URL = "https://repo.sadilar.org/bitstream/handle/20.500.12185/328/nchlt_sepedi_named_entity_annotated_corpus.zip?sequence=3&isAllowed=y"
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_EXTRACTED_FILE = "NCHLT Sepedi Named Entity Annotated Corpus/Dataset.NCHLT-II.NSO.NER.Full.txt"
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_HOMEPAGE = "https://repo.sadilar.org/handle/20.500.12185/328"
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_LICENCE = "Creative Commons Attribution 2.5 South Africa License"
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class SepediNerConfig(datasets.BuilderConfig):
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"""BuilderConfig for SepediNer"""
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def __init__(self, **kwargs):
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"""BuilderConfig for SepediNer.
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Args:
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**kwargs: keyword arguments forwarded to super.
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"""
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super(SepediNerConfig, self).__init__(**kwargs)
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class SepediNer(datasets.GeneratorBasedBuilder):
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"""Sepedi Ner dataset"""
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BUILDER_CONFIGS = [
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SepediNerConfig(
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name="sepedi_ner",
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version=datasets.Version("1.0.0"),
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description="SepediNer dataset",
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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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"id": datasets.Value("string"),
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"tokens": datasets.Sequence(datasets.Value("string")),
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"ner_tags": datasets.Sequence(
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datasets.features.ClassLabel(
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names=[
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"OUT",
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"B-PERS",
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"I-PERS",
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"B-ORG",
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"I-ORG",
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"B-LOC",
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"I-LOC",
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"B-MISC",
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"I-MISC",
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]
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)
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),
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}
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),
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supervised_keys=None,
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homepage=_HOMEPAGE,
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license=_LICENCE,
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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data_dir = dl_manager.download_and_extract(_URL)
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={"filepath": os.path.join(data_dir, _EXTRACTED_FILE)},
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),
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]
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def _generate_examples(self, filepath):
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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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guid = 0
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tokens = []
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ner_tags = []
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for line in f:
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if line == "" or line == "\n":
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if tokens:
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yield guid, {
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"id": str(guid),
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"tokens": tokens,
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"ner_tags": ner_tags,
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}
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guid += 1
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tokens = []
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ner_tags = []
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else:
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splits = line.split("\t")
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tokens.append(splits[0])
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ner_tags.append(splits[1].rstrip())
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yield guid, {
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"id": str(guid),
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"tokens": tokens,
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"ner_tags": ner_tags,
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}
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sepedi_ner/train-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:61320106f2457701d3c74dc2ded5681c23a269eb8dfb1d6f90710f9a4cf300c9
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size 716489
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