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Browse files- README.md +29 -3
- germeval18.py +103 -0
README.md
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---
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dataset_info:
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features:
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- name: text
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dtype: string
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- name: coarse
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dtype:
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class_label:
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names:
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'0': OTHER
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'1': OFFENSE
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- name: fine
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dtype:
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class_label:
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names:
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'0': OTHER
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'1': ABUSE
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'2': INSULT
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'3': PROFANITY
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splits:
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- name: train
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num_bytes: 826320
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num_examples: 5009
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- name: test
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num_bytes: 509105
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num_examples: 3532
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download_size: 1282870
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dataset_size: 1335425
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---
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germeval18.py
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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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"""Loader script for the GermEval 18 dataset"""
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import csv
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import json
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import os
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import datasets
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_CITATION = """\
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@data{data/0B5VML_2019,
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author = {Wiegand, Michael},
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publisher = {heiDATA},
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title = {{GermEval-2018 Corpus (DE)}},
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year = {2019},
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version = {V1},
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doi = {10.11588/data/0B5VML},
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url = {https://doi.org/10.11588/data/0B5VML}
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}
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"""
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_DESCRIPTION = """\
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This dataset comprises the training and test data (German tweets) from the GermEval 2018 Shared on Offensive Language Detection.
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"""
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_HOMEPAGE = "https://doi.org/10.11588/data/0B5VML"
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_LICENSE = "CC-BY-4.0 Deed"
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# The files are pulled from the official GitHub repository.
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# https://github.com/uds-lsv/GermEval-2018-Data
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# We use the hashed URL from master branch / June 3th 2024.
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_URLS = {
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"germeval18.test.txt": "https://raw.githubusercontent.com/uds-lsv/GermEval-2018-Data/9877472d39523effd54cd079b4c61157ed141508/germeval2018.test.txt",
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"germeval18.train.txt": "https://raw.githubusercontent.com/uds-lsv/GermEval-2018-Data/9877472d39523effd54cd079b4c61157ed141508/germeval2018.training.txt",
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}
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class GermEval18Dataset(datasets.GeneratorBasedBuilder):
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"""The GermEval18 dataset"""
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VERSION = datasets.Version("1.1.0")
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def _info(self):
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features = datasets.Features(
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{
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"text": datasets.Value("string"),
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'coarse': datasets.ClassLabel(num_classes=2, names=['OTHER', 'OFFENSE'], names_file=None, id=None),
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'fine': datasets.ClassLabel(num_classes=4, names=['OTHER', 'ABUSE', 'INSULT', 'PROFANITY'], names_file=None, id=None),
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}
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)
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=features,
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homepage=_HOMEPAGE,
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license=_LICENSE,
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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downloaded_files = dl_manager.download(_URLS)
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print(downloaded_files)
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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={
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"filepath": downloaded_files["germeval18.train.txt"],
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"split": "train",
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},
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),
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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# These kwargs will be passed to _generate_examples
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gen_kwargs={
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"filepath": downloaded_files["germeval18.test.txt"],
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"split": "test"
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},
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),
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]
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def _generate_examples(self, filepath, split):
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with open(filepath, encoding="utf-8") as f:
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for key, row in enumerate(f):
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# Every line only has two "\t" tabs.
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data_text, lbl_coarse, lbl_fine = row.rstrip().split("\t")
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yield key, {
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"text": data_text,
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"coarse": lbl_coarse,
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"fine": lbl_fine,
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}
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