import csv import os import pandas as pd from datasets import GeneratorBasedBuilder, DatasetInfo, SplitGenerator, Split class WineQuality(GeneratorBasedBuilder): VERSION = "1.0.0" def _info(self): return DatasetInfo( description="This is the dataset of Wine Quality, it consists of two parts: red and white" ) def _split_generators(self, dl_manager): filepaths = dl_manager.download_and_extract({ "red": "winequality-red.csv", "white": "winequality-white.csv" }) return [ SplitGenerator(name="red", gen_kwargs={"filepath": filepaths["red"]}), SplitGenerator(name="white", gen_kwargs={"filepath": filepaths["white"]}), ] def _generate_examples(self, filepath): df = pd.read_csv(filepath, delimiter=";") for id_, row in df.iterrows(): yield id_, row.to_dict()