manirai91 commited on
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EBIQUITY V2 Stemmed dataset added

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Files changed (3) hide show
  1. .idea/.gitignore +3 -0
  2. README.md +28 -0
  3. ebiquity-v2-stemmed.py +105 -0
.idea/.gitignore ADDED
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+ # Default ignored files
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+ /shelf/
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+ /workspace.xml
README.md ADDED
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+ ---
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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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+ - name: tokens
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+ sequence: string
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+ - name: ner_tags
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+ sequence:
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+ class_label:
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+ names:
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+ '0': O
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+ '1': B-PER
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+ '2': I-PER
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+ '3': B-ORG
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+ '4': I-ORG
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+ '5': B-LOC
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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: ebiquity-v2-stemmed
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+ splits:
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+ - name: train
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+ num_bytes: 2192488
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+ num_examples: 3289
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+ download_size: 1414009
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+ dataset_size: 2192488
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+ ---
ebiquity-v2-stemmed.py ADDED
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+ import re
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+
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+ import datasets
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+
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+ _CITATION = """
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+ @INPROCEEDINGS{
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+ 8998477,
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+ author={O. M. {Singh} and A. {Padia} and A. {Joshi}},
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+ booktitle={2019 IEEE 5th International Conference on Collaboration and Internet Computing (CIC)},
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+ title={Named Entity Recognition for Nepali Language},
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+ year={2019},
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+ volume={},
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+ number={},
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+ pages={184-190},
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+ keywords={Named Entity Recognition;Nepali;Low-resource;BiLSTM;CNN;Grapheme},
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+ doi={10.1109/CIC48465.2019.00031},
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+ ISSN={null},
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+ month={Dec},}
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+ """
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+
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+ _DESCRIPTION = """
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+ Ebiquity V2 (stemmed) dataset for Nepali NER task. The dataset is tagged with BIO scheme.
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+ """
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+
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+ _URL = "https://raw.githubusercontent.com/mani-rai/nepali-ner/master/data/ebiquity_v2/stemmed/total.bio"
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+
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+
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+ class EbiquityV2StemmedConfig(datasets.BuilderConfig):
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+ """BuilderConfig for Ebiquity V2 Stemmed"""
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+
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+ def __init__(self, **kwargs):
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+ """BuilderConfig for Ebiquity V2 Stemmed.
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+ Args:
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+ **kwargs: keyword arguments forwarded to super.
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+ """
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+ super(EbiquityV2StemmedConfig, self).__init__(**kwargs)
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+
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+
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+ class EbiquityV2Stemmed(datasets.GeneratorBasedBuilder):
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+ """Ebiquity V2 Stemmed"""
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+
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+ BUILDER_CONFIGS = [
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+ EbiquityV2StemmedConfig(name="ebiquity-v2-stemmed", version=datasets.Version("1.0.0"), description="Ebiquity v2 stemmed 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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+ "O",
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+ "B-PER",
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+ "I-PER",
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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="https://arxiv.org/abs/1908.05828",
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+ citation=_CITATION,
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+ )
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+
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+ def _split_generators(self, dl_manager):
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+ downloaded_file = dl_manager.download_and_extract(_URL)
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+ return [
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+ datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloaded_file})
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+ ]
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+
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+ def _generate_examples(self, 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 = re.split('\t+', line)
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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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+ }