Datasets:
Tasks:
Token Classification
Sub-tasks:
named-entity-recognition
Languages:
Igbo
Size:
10K<n<100K
ArXiv:
License:
Commit
•
639daf1
0
Parent(s):
Update files from the datasets library (from 1.2.0)
Browse filesRelease notes: https://github.com/huggingface/datasets/releases/tag/1.2.0
- .gitattributes +27 -0
- README.md +147 -0
- dataset_infos.json +1 -0
- dummy/free_text/1.1.0/dummy_data.zip +3 -0
- dummy/ner_data/1.1.0/dummy_data.zip +3 -0
- igbo_ner.py +123 -0
.gitattributes
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README.md
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---
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annotations_creators:
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- found
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language_creators:
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- found
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languages:
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- ig
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licenses:
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- unknown
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multilinguality:
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- monolingual
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size_categories:
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- 10K<n<100K
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source_datasets:
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- original
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task_categories:
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- structure-prediction
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task_ids:
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- named-entity-recognition
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---
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# Dataset Card for Igbo NER dataset
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## Table of Contents
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks](#supported-tasks-and-leaderboards)
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- [Languages](#languages)
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- [Dataset Structure](#dataset-structure)
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- [Data Instances](#data-instances)
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- [Data Fields](#data-fields)
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- [Data Splits](#data-splits)
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- [Dataset Creation](#dataset-creation)
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- [Curation Rationale](#curation-rationale)
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- [Source Data](#source-data)
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- [Annotations](#annotations)
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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## Dataset Description
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- **Homepage:** https://github.com/IgnatiusEzeani/IGBONLP/tree/master/ig_ner
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- **Repository:** https://github.com/IgnatiusEzeani/IGBONLP/tree/master/ig_ner
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- **Paper:** https://arxiv.org/abs/2004.00648
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### Dataset Summary
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[More Information Needed]
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### Supported Tasks and Leaderboards
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[More Information Needed]
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### Languages
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[More Information Needed]
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## Dataset Structure
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### Data Instances
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Here is an example from the dataset:
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```
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{'content_n': 'content_0', 'named_entity': 'Ike Ekweremmadụ', 'sentences': ['Ike Ekweremmadụ', "Ike ịda jụụ otụ nkeji banyere oke ogbugbu na-eme n'ala Naijiria agwụla Ekweremmadụ"]}
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```
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### Data Fields
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- content_n : ID
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- named_entity : Name of the entity
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- sentences : List of sentences for the entity
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### Data Splits
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[More Information Needed]
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## Dataset Creation
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### Curation Rationale
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[More Information Needed]
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### Source Data
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#### Initial Data Collection and Normalization
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[More Information Needed]
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#### Who are the source language producers?
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[More Information Needed]
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### Annotations
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#### Annotation process
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[More Information Needed]
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#### Who are the annotators?
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[More Information Needed]
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### Personal and Sensitive Information
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[More Information Needed]
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## Considerations for Using the Data
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### Social Impact of Dataset
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[More Information Needed]
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### Discussion of Biases
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[More Information Needed]
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### Other Known Limitations
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[More Information Needed]
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## Additional Information
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### Dataset Curators
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[More Information Needed]
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### Licensing Information
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[More Information Needed]
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### Citation Information
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@misc{ezeani2020igboenglish,
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title={Igbo-English Machine Translation: An Evaluation Benchmark},
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author={Ignatius Ezeani and Paul Rayson and Ikechukwu Onyenwe and Chinedu Uchechukwu and Mark Hepple},
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year={2020},
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eprint={2004.00648},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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dataset_infos.json
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{"ner_data": {"description": "Igbo Named Entity Recognition Dataset\n", "citation": "@misc{ezeani2020igboenglish,\n title={Igbo-English Machine Translation: An Evaluation Benchmark},\n author={Ignatius Ezeani and Paul Rayson and Ikechukwu Onyenwe and Chinedu Uchechukwu and Mark Hepple},\n year={2020},\n eprint={2004.00648},\n archivePrefix={arXiv},\n primaryClass={cs.CL}\n}\n", "homepage": "https://github.com/IgnatiusEzeani/IGBONLP/tree/master/ig_ner", "license": "", "features": {"content_n": {"dtype": "string", "id": null, "_type": "Value"}, "named_entity": {"dtype": "string", "id": null, "_type": "Value"}, "sentences": {"feature": {"dtype": "string", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}}, "post_processed": null, "supervised_keys": null, "builder_name": "igbo_ner", "config_name": "ner_data", "version": {"version_str": "1.1.0", "description": null, "major": 1, "minor": 1, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 60315228, "num_examples": 30715, "dataset_name": "igbo_ner"}}, "download_checksums": {"https://raw.githubusercontent.com/IgnatiusEzeani/IGBONLP/master/ig_ner/igbo_data.txt": {"num_bytes": 3311204, "checksum": "788141de3c325937d478ad4c960e759816dd324670333aed370916a06d8262eb"}}, "download_size": 3311204, "post_processing_size": null, "dataset_size": 60315228, "size_in_bytes": 63626432}, "free_text": {"description": "Igbo Named Entity Recognition Dataset\n", "citation": "@misc{ezeani2020igboenglish,\n title={Igbo-English Machine Translation: An Evaluation Benchmark},\n author={Ignatius Ezeani and Paul Rayson and Ikechukwu Onyenwe and Chinedu Uchechukwu and Mark Hepple},\n year={2020},\n eprint={2004.00648},\n archivePrefix={arXiv},\n primaryClass={cs.CL}\n}\n", "homepage": "https://github.com/IgnatiusEzeani/IGBONLP/tree/master/ig_ner", "license": "", "features": {"sentences": {"dtype": "string", "id": null, "_type": "Value"}}, "post_processed": null, "supervised_keys": null, "builder_name": "igbo_ner", "config_name": "free_text", "version": {"version_str": "1.1.0", "description": null, "major": 1, "minor": 1, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 1172152, "num_examples": 10000, "dataset_name": "igbo_ner"}}, "download_checksums": {"https://raw.githubusercontent.com/IgnatiusEzeani/IGBONLP/master/ig_ner/igbo_data10000.txt": {"num_bytes": 1132151, "checksum": "6f664460a5beb3928063463041bde5a8b31fe4ac02d96f77094ef099a8e4f5c2"}}, "download_size": 1132151, "post_processing_size": null, "dataset_size": 1172152, "size_in_bytes": 2304303}}
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dummy/free_text/1.1.0/dummy_data.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:1bbb471167b318f1215e58a177dda3c2e2236b94e6e402a280769ffef7774472
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size 702
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dummy/ner_data/1.1.0/dummy_data.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:432b8f38303b64c3902e984e147f794fb350efb7c3dd0f880b049276a1298357
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size 628
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igbo_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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"""Igbo Named Entity Recognition Dataset"""
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from __future__ import absolute_import, division, print_function
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import datasets
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_CITATION = """\
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@misc{ezeani2020igboenglish,
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title={Igbo-English Machine Translation: An Evaluation Benchmark},
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author={Ignatius Ezeani and Paul Rayson and Ikechukwu Onyenwe and Chinedu Uchechukwu and Mark Hepple},
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year={2020},
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eprint={2004.00648},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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"""
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_DESCRIPTION = """\
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Igbo Named Entity Recognition Dataset
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"""
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_HOMEPAGE = "https://github.com/IgnatiusEzeani/IGBONLP/tree/master/ig_ner"
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_URLs = {
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"ner_data": "https://raw.githubusercontent.com/IgnatiusEzeani/IGBONLP/master/ig_ner/igbo_data.txt",
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"free_text": "https://raw.githubusercontent.com/IgnatiusEzeani/IGBONLP/master/ig_ner/igbo_data10000.txt",
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}
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class IgboNer(datasets.GeneratorBasedBuilder):
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"""Dataset from the Igbo NER Project"""
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VERSION = datasets.Version("1.1.0")
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BUILDER_CONFIGS = [
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datasets.BuilderConfig(
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name="ner_data",
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version=VERSION,
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description="This dataset contains the named entity and all the sentences containing that entity.",
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),
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datasets.BuilderConfig(
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name="free_text", version=VERSION, description="This dataset contains all sentences used for NER."
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),
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]
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DEFAULT_CONFIG_NAME = "ner_data"
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def _info(self):
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if self.config.name == "ner_data":
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features = datasets.Features(
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{
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"content_n": datasets.Value("string"),
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"named_entity": datasets.Value("string"),
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"sentences": datasets.Sequence(datasets.Value("string")),
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}
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)
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else:
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features = datasets.Features(
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{
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"sentences": datasets.Value("string"),
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}
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)
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return datasets.DatasetInfo(
|
79 |
+
description=_DESCRIPTION,
|
80 |
+
features=features,
|
81 |
+
supervised_keys=None,
|
82 |
+
homepage=_HOMEPAGE,
|
83 |
+
citation=_CITATION,
|
84 |
+
)
|
85 |
+
|
86 |
+
def _split_generators(self, dl_manager):
|
87 |
+
"""Returns SplitGenerators."""
|
88 |
+
my_urls = _URLs[self.config.name]
|
89 |
+
data_dir = dl_manager.download_and_extract(my_urls)
|
90 |
+
return [
|
91 |
+
datasets.SplitGenerator(
|
92 |
+
name=datasets.Split.TRAIN,
|
93 |
+
gen_kwargs={
|
94 |
+
"filepath": data_dir,
|
95 |
+
"split": "train",
|
96 |
+
},
|
97 |
+
),
|
98 |
+
]
|
99 |
+
|
100 |
+
def _generate_examples(self, filepath, split):
|
101 |
+
""" Yields examples. """
|
102 |
+
dictionary = {}
|
103 |
+
with open(filepath, "r", encoding="utf-8-sig") as f:
|
104 |
+
if self.config.name == "ner_data":
|
105 |
+
for id_, row in enumerate(f):
|
106 |
+
row = row.strip().split("\t")
|
107 |
+
content_n = row[0]
|
108 |
+
if content_n in dictionary.keys():
|
109 |
+
(dictionary[content_n]["sentences"]).append(row[1])
|
110 |
+
else:
|
111 |
+
dictionary[content_n] = {}
|
112 |
+
dictionary[content_n]["named_entity"] = row[1]
|
113 |
+
dictionary[content_n]["sentences"] = [row[1]]
|
114 |
+
yield id_, {
|
115 |
+
"content_n": content_n,
|
116 |
+
"named_entity": dictionary[content_n]["named_entity"],
|
117 |
+
"sentences": dictionary[content_n]["sentences"],
|
118 |
+
}
|
119 |
+
else:
|
120 |
+
for id_, row in enumerate(f):
|
121 |
+
yield id_, {
|
122 |
+
"sentences": row.strip(),
|
123 |
+
}
|