bias-lexicon / bias_lexicon.py
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Create bias_lexicon.py
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from __future__ import absolute_import, division, print_function
import datasets
import os
import pandas as pd
from ast import literal_eval
_DESCRIPTION = "bias lexicon"
_URL = "lexicon.csv"
_HOMEPAGE = ""
_LICENSE = ""
class LEXI(datasets.GeneratorBasedBuilder):
def _info(self):
return datasets.DatasetInfo(
description=_DESCRIPTION,
features=datasets.Features(
{"biased_words":datasets.Value("string")}
)
)
def _split_generators(self, dl_manager):
path = dl_manager.download_and_extract(_URL)
# There is no predefined train/val/test split for this dataset.
return [
datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"file_path": path}),
]
def _generate_examples(self, file_path):
df = pd.read_csv(file_path,names=['biased_words'])
for i, row in df.iterrows():
yield i, {"text":row['biased_words']}