| """Musk: A Census Dataset""" |
|
|
| from typing import List |
|
|
| import datasets |
|
|
| import pandas |
|
|
|
|
| VERSION = datasets.Version("1.0.0") |
| _BASE_FEATURE_NAMES = [ |
| "name", |
| "conformation_name", |
| "ray_0", |
| "ray_1", |
| "ray_2", |
| "ray_3", |
| "ray_4", |
| "ray_5", |
| "ray_6", |
| "ray_7", |
| "ray_8", |
| "ray_9", |
| "ray_10", |
| "ray_11", |
| "ray_12", |
| "ray_13", |
| "ray_14", |
| "ray_15", |
| "ray_16", |
| "ray_17", |
| "ray_18", |
| "ray_19", |
| "ray_20", |
| "ray_21", |
| "ray_22", |
| "ray_23", |
| "ray_24", |
| "ray_25", |
| "ray_26", |
| "ray_27", |
| "ray_28", |
| "ray_29", |
| "ray_30", |
| "ray_31", |
| "ray_32", |
| "ray_33", |
| "ray_34", |
| "ray_35", |
| "ray_36", |
| "ray_37", |
| "ray_38", |
| "ray_39", |
| "ray_40", |
| "ray_41", |
| "ray_42", |
| "ray_43", |
| "ray_44", |
| "ray_45", |
| "ray_46", |
| "ray_47", |
| "ray_48", |
| "ray_49", |
| "ray_50", |
| "ray_51", |
| "ray_52", |
| "ray_53", |
| "ray_54", |
| "ray_55", |
| "ray_56", |
| "ray_57", |
| "ray_58", |
| "ray_59", |
| "ray_60", |
| "ray_61", |
| "ray_62", |
| "ray_63", |
| "ray_64", |
| "ray_65", |
| "ray_66", |
| "ray_67", |
| "ray_68", |
| "ray_69", |
| "ray_70", |
| "ray_71", |
| "ray_72", |
| "ray_73", |
| "ray_74", |
| "ray_75", |
| "ray_76", |
| "ray_77", |
| "ray_78", |
| "ray_79", |
| "ray_80", |
| "ray_81", |
| "ray_82", |
| "ray_83", |
| "ray_84", |
| "ray_85", |
| "ray_86", |
| "ray_87", |
| "ray_88", |
| "ray_89", |
| "ray_90", |
| "ray_91", |
| "ray_92", |
| "ray_93", |
| "ray_94", |
| "ray_95", |
| "ray_96", |
| "ray_97", |
| "ray_98", |
| "ray_99", |
| "ray_100", |
| "ray_101", |
| "ray_102", |
| "ray_103", |
| "ray_104", |
| "ray_105", |
| "ray_106", |
| "ray_107", |
| "ray_108", |
| "ray_109", |
| "ray_110", |
| "ray_111", |
| "ray_112", |
| "ray_113", |
| "ray_114", |
| "ray_115", |
| "ray_116", |
| "ray_117", |
| "ray_118", |
| "ray_119", |
| "ray_120", |
| "ray_121", |
| "ray_122", |
| "ray_123", |
| "ray_124", |
| "ray_125", |
| "ray_126", |
| "ray_127", |
| "ray_128", |
| "ray_129", |
| "ray_130", |
| "ray_131", |
| "ray_132", |
| "ray_133", |
| "ray_134", |
| "ray_135", |
| "ray_136", |
| "ray_137", |
| "ray_138", |
| "ray_139", |
| "ray_140", |
| "ray_141", |
| "ray_142", |
| "ray_143", |
| "ray_144", |
| "ray_145", |
| "ray_146", |
| "ray_147", |
| "ray_148", |
| "ray_149", |
| "ray_150", |
| "ray_151", |
| "ray_152", |
| "ray_153", |
| "ray_154", |
| "ray_155", |
| "ray_156", |
| "ray_157", |
| "ray_158", |
| "ray_159", |
| "ray_160", |
| "ray_161", |
| "oxy_distance", |
| "displacement_1", |
| "displacement_2", |
| "displacement_3", |
| "is_musk" |
| ] |
|
|
| DESCRIPTION = "Musk dataset from the UCI ML repository." |
| _HOMEPAGE = "https://archive.ics.uci.edu/ml/datasets/Musk" |
| _URLS = ("https://archive.ics.uci.edu/ml/datasets/Musk") |
| _CITATION = """ |
| @misc{misc_musk_(version_2)_75, |
| author = {Chapman,David & Jain,Ajay}, |
| title = {{Musk (Version 2)}}, |
| year = {1994}, |
| howpublished = {UCI Machine Learning Repository}, |
| note = {{DOI}: \\url{10.24432/C51608}} |
| }""" |
|
|
| |
| urls_per_split = { |
| "train": "https://huggingface.co/datasets/mstz/muskV2/raw/main/clean1V2.data" |
| } |
| features_types_per_config = { |
| "musk": { |
| "ray_0": datasets.Value("float64"), |
| "ray_1": datasets.Value("float64"), |
| "ray_2": datasets.Value("float64"), |
| "ray_3": datasets.Value("float64"), |
| "ray_4": datasets.Value("float64"), |
| "ray_5": datasets.Value("float64"), |
| "ray_6": datasets.Value("float64"), |
| "ray_7": datasets.Value("float64"), |
| "ray_8": datasets.Value("float64"), |
| "ray_9": datasets.Value("float64"), |
| "ray_10": datasets.Value("float64"), |
| "ray_11": datasets.Value("float64"), |
| "ray_12": datasets.Value("float64"), |
| "ray_13": datasets.Value("float64"), |
| "ray_14": datasets.Value("float64"), |
| "ray_15": datasets.Value("float64"), |
| "ray_16": datasets.Value("float64"), |
| "ray_17": datasets.Value("float64"), |
| "ray_18": datasets.Value("float64"), |
| "ray_19": datasets.Value("float64"), |
| "ray_20": datasets.Value("float64"), |
| "ray_21": datasets.Value("float64"), |
| "ray_22": datasets.Value("float64"), |
| "ray_23": datasets.Value("float64"), |
| "ray_24": datasets.Value("float64"), |
| "ray_25": datasets.Value("float64"), |
| "ray_26": datasets.Value("float64"), |
| "ray_27": datasets.Value("float64"), |
| "ray_28": datasets.Value("float64"), |
| "ray_29": datasets.Value("float64"), |
| "ray_30": datasets.Value("float64"), |
| "ray_31": datasets.Value("float64"), |
| "ray_32": datasets.Value("float64"), |
| "ray_33": datasets.Value("float64"), |
| "ray_34": datasets.Value("float64"), |
| "ray_35": datasets.Value("float64"), |
| "ray_36": datasets.Value("float64"), |
| "ray_37": datasets.Value("float64"), |
| "ray_38": datasets.Value("float64"), |
| "ray_39": datasets.Value("float64"), |
| "ray_40": datasets.Value("float64"), |
| "ray_41": datasets.Value("float64"), |
| "ray_42": datasets.Value("float64"), |
| "ray_43": datasets.Value("float64"), |
| "ray_44": datasets.Value("float64"), |
| "ray_45": datasets.Value("float64"), |
| "ray_46": datasets.Value("float64"), |
| "ray_47": datasets.Value("float64"), |
| "ray_48": datasets.Value("float64"), |
| "ray_49": datasets.Value("float64"), |
| "ray_50": datasets.Value("float64"), |
| "ray_51": datasets.Value("float64"), |
| "ray_52": datasets.Value("float64"), |
| "ray_53": datasets.Value("float64"), |
| "ray_54": datasets.Value("float64"), |
| "ray_55": datasets.Value("float64"), |
| "ray_56": datasets.Value("float64"), |
| "ray_57": datasets.Value("float64"), |
| "ray_58": datasets.Value("float64"), |
| "ray_59": datasets.Value("float64"), |
| "ray_60": datasets.Value("float64"), |
| "ray_61": datasets.Value("float64"), |
| "ray_62": datasets.Value("float64"), |
| "ray_63": datasets.Value("float64"), |
| "ray_64": datasets.Value("float64"), |
| "ray_65": datasets.Value("float64"), |
| "ray_66": datasets.Value("float64"), |
| "ray_67": datasets.Value("float64"), |
| "ray_68": datasets.Value("float64"), |
| "ray_69": datasets.Value("float64"), |
| "ray_70": datasets.Value("float64"), |
| "ray_71": datasets.Value("float64"), |
| "ray_72": datasets.Value("float64"), |
| "ray_73": datasets.Value("float64"), |
| "ray_74": datasets.Value("float64"), |
| "ray_75": datasets.Value("float64"), |
| "ray_76": datasets.Value("float64"), |
| "ray_77": datasets.Value("float64"), |
| "ray_78": datasets.Value("float64"), |
| "ray_79": datasets.Value("float64"), |
| "ray_80": datasets.Value("float64"), |
| "ray_81": datasets.Value("float64"), |
| "ray_82": datasets.Value("float64"), |
| "ray_83": datasets.Value("float64"), |
| "ray_84": datasets.Value("float64"), |
| "ray_85": datasets.Value("float64"), |
| "ray_86": datasets.Value("float64"), |
| "ray_87": datasets.Value("float64"), |
| "ray_88": datasets.Value("float64"), |
| "ray_89": datasets.Value("float64"), |
| "ray_90": datasets.Value("float64"), |
| "ray_91": datasets.Value("float64"), |
| "ray_92": datasets.Value("float64"), |
| "ray_93": datasets.Value("float64"), |
| "ray_94": datasets.Value("float64"), |
| "ray_95": datasets.Value("float64"), |
| "ray_96": datasets.Value("float64"), |
| "ray_97": datasets.Value("float64"), |
| "ray_98": datasets.Value("float64"), |
| "ray_99": datasets.Value("float64"), |
| "ray_100": datasets.Value("float64"), |
| "ray_101": datasets.Value("float64"), |
| "ray_102": datasets.Value("float64"), |
| "ray_103": datasets.Value("float64"), |
| "ray_104": datasets.Value("float64"), |
| "ray_105": datasets.Value("float64"), |
| "ray_106": datasets.Value("float64"), |
| "ray_107": datasets.Value("float64"), |
| "ray_108": datasets.Value("float64"), |
| "ray_109": datasets.Value("float64"), |
| "ray_110": datasets.Value("float64"), |
| "ray_111": datasets.Value("float64"), |
| "ray_112": datasets.Value("float64"), |
| "ray_113": datasets.Value("float64"), |
| "ray_114": datasets.Value("float64"), |
| "ray_115": datasets.Value("float64"), |
| "ray_116": datasets.Value("float64"), |
| "ray_117": datasets.Value("float64"), |
| "ray_118": datasets.Value("float64"), |
| "ray_119": datasets.Value("float64"), |
| "ray_120": datasets.Value("float64"), |
| "ray_121": datasets.Value("float64"), |
| "ray_122": datasets.Value("float64"), |
| "ray_123": datasets.Value("float64"), |
| "ray_124": datasets.Value("float64"), |
| "ray_125": datasets.Value("float64"), |
| "ray_126": datasets.Value("float64"), |
| "ray_127": datasets.Value("float64"), |
| "ray_128": datasets.Value("float64"), |
| "ray_129": datasets.Value("float64"), |
| "ray_130": datasets.Value("float64"), |
| "ray_131": datasets.Value("float64"), |
| "ray_132": datasets.Value("float64"), |
| "ray_133": datasets.Value("float64"), |
| "ray_134": datasets.Value("float64"), |
| "ray_135": datasets.Value("float64"), |
| "ray_136": datasets.Value("float64"), |
| "ray_137": datasets.Value("float64"), |
| "ray_138": datasets.Value("float64"), |
| "ray_139": datasets.Value("float64"), |
| "ray_140": datasets.Value("float64"), |
| "ray_141": datasets.Value("float64"), |
| "ray_142": datasets.Value("float64"), |
| "ray_143": datasets.Value("float64"), |
| "ray_144": datasets.Value("float64"), |
| "ray_145": datasets.Value("float64"), |
| "ray_146": datasets.Value("float64"), |
| "ray_147": datasets.Value("float64"), |
| "ray_148": datasets.Value("float64"), |
| "ray_149": datasets.Value("float64"), |
| "ray_150": datasets.Value("float64"), |
| "ray_151": datasets.Value("float64"), |
| "ray_152": datasets.Value("float64"), |
| "ray_153": datasets.Value("float64"), |
| "ray_154": datasets.Value("float64"), |
| "ray_155": datasets.Value("float64"), |
| "ray_156": datasets.Value("float64"), |
| "ray_157": datasets.Value("float64"), |
| "ray_158": datasets.Value("float64"), |
| "ray_159": datasets.Value("float64"), |
| "ray_160": datasets.Value("float64"), |
| "ray_161": datasets.Value("float64"), |
| "oxy_distance": datasets.Value("float64"), |
| "displacement_1": datasets.Value("float64"), |
| "displacement_2": datasets.Value("float64"), |
| "displacement_3": datasets.Value("float64"), |
| "is_musk": datasets.ClassLabel(num_classes=2, names=("no", "yes")) |
| } |
| } |
| features_per_config = {k: datasets.Features(features_types_per_config[k]) for k in features_types_per_config} |
|
|
|
|
| class MuskConfig(datasets.BuilderConfig): |
| def __init__(self, **kwargs): |
| super(MuskConfig, self).__init__(version=VERSION, **kwargs) |
| self.features = features_per_config[kwargs["name"]] |
|
|
|
|
| class Musk(datasets.GeneratorBasedBuilder): |
| |
| DEFAULT_CONFIG = "musk" |
| BUILDER_CONFIGS = [ |
| MuskConfig(name="musk", |
| description="Musk for binary classification.") |
| ] |
|
|
|
|
| def _info(self): |
| info = datasets.DatasetInfo(description=DESCRIPTION, citation=_CITATION, homepage=_HOMEPAGE, |
| features=features_per_config[self.config.name]) |
|
|
| return info |
| |
| def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]: |
| downloads = dl_manager.download_and_extract(urls_per_split) |
|
|
| return [ |
| datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloads["train"]}) |
| ] |
| |
| def _generate_examples(self, filepath: str): |
| data = pandas.read_csv(filepath, header=None) |
| data.columns = _BASE_FEATURE_NAMES |
| data.drop("name", axis="columns", inplace=True) |
| data.drop("conformation_name", axis="columns", inplace=True) |
|
|
| for row_id, row in data.iterrows(): |
| data_row = dict(row) |
|
|
| yield row_id, data_row |
|
|
