Datasets:
Tasks:
Text Classification
Sub-tasks:
multi-class-classification
Languages:
English
Size:
10K<n<100K
License:
Update files from the datasets library (from 1.10.0)
Browse filesRelease notes: https://github.com/huggingface/datasets/releases/tag/1.10.0
blog_authorship_corpus.py
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@@ -41,33 +41,14 @@ _URL = "https://u.cs.biu.ac.il/~koppel/BlogCorpus.htm"
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_DATA_URL = "http://www.cs.biu.ac.il/~koppel/blogs/blogs.zip"
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class BlogAuthorshipCorpusConfig(datasets.BuilderConfig):
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"""BuilderConfig for BlogAuthorship."""
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def __init__(self, data_url, **kwargs):
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"""BuilderConfig for BlogAuthorship
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Args:
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data_url: `string`, url to the dataset (word or raw level)
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**kwargs: keyword arguments forwarded to super.
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"""
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super(BlogAuthorshipCorpusConfig, self).__init__(
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version=datasets.Version(
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"1.0.0",
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),
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**kwargs,
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)
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self.data_url = data_url
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class BlogAuthorshipCorpus(datasets.GeneratorBasedBuilder):
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"""TODO(BlogAuthorship): Short description of my dataset."""
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VERSION = datasets.Version("
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BUILDER_CONFIGS = [
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name="
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description="word level dataset. No processing is needed other than replacing newlines with <eos> tokens.",
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),
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]
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@@ -98,71 +79,62 @@ class BlogAuthorshipCorpus(datasets.GeneratorBasedBuilder):
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def _split_generators(self, dl_manager):
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"""Returns SplitGenerators."""
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datasets.
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datasets.
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else:
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raise ValueError("{} does not exist".format(self.config.name))
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def _generate_examples(self, files, split):
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def parse_date(line):
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# parse line to date
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return line.strip().split("<date>")[-1].split("</date>")[0]
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for file_path in files:
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counter = 0
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file_name = os.path.basename(file_path)
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logger.info("generating examples from = %s", file_path)
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file_id, gender, age, job, horoscope = tuple(file_name.split(".")[:-1])
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# Note: import xml.etree.ElementTree as etree does not work. File cannot be parsed
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# use open instead
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with open(file_path, encoding="
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"horoscope": horoscope,
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}
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yield "{}_{}_{}".format(file_id, sub_id, date), blog
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else:
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continue
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except UnicodeDecodeError as e:
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logger.warning("{} cannot be loaded. Error message: {}".format(file_path, e))
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_DATA_URL = "http://www.cs.biu.ac.il/~koppel/blogs/blogs.zip"
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class BlogAuthorshipCorpus(datasets.GeneratorBasedBuilder):
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"""TODO(BlogAuthorship): Short description of my dataset."""
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VERSION = datasets.Version("1.0.0")
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BUILDER_CONFIGS = [
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datasets.BuilderConfig(
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name="blog_authorship_corpus",
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version=VERSION,
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description="word level dataset. No processing is needed other than replacing newlines with <eos> tokens.",
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),
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]
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def _split_generators(self, dl_manager):
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"""Returns SplitGenerators."""
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data = dl_manager.download_and_extract(_DATA_URL)
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data_dir = os.path.join(data, "blogs")
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files = sorted(glob.glob(os.path.join(data_dir, "*.xml")))
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train_files = []
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validation_files = []
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for i, file_path in enumerate(files):
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# 95% / 5% (train / val) split
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if i % 20 == 0:
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validation_files.append(file_path)
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else:
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train_files.append(file_path)
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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={"files": train_files, "split": "train"},
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),
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datasets.SplitGenerator(
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name=datasets.Split.VALIDATION,
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gen_kwargs={"files": validation_files, "split": "validation"},
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),
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]
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def _generate_examples(self, files, split):
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def parse_date(line):
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# parse line to date
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return line.strip().split("<date>")[-1].split("</date>")[0]
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key = 0
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for file_path in files:
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file_name = os.path.basename(file_path)
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logger.info("generating examples from = %s", file_path)
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file_id, gender, age, job, horoscope = tuple(file_name.split(".")[:-1])
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# TODO: yield also file_id?
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# Note: import xml.etree.ElementTree as etree does not work. File cannot be parsed
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# use open instead
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with open(file_path, encoding="latin_1") as f:
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date = ""
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for line in f:
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line = line.strip()
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if "<date>" in line:
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date = parse_date(line)
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elif line != "" and not line.startswith("<"):
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if date == "":
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logger.warning("Date missing for {} in {}".format(line, file_name))
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assert date is not None, "Date is missing before {}".format(line)
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yield key, {
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"text": line,
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"date": date,
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"gender": gender,
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"age": int(age),
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"job": job,
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"horoscope": horoscope,
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}
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key += 1
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else:
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continue
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dataset_infos.json
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{"
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{"blog_authorship_corpus": {"description": "The Blog Authorship Corpus consists of the collected posts of 19,320 bloggers gathered from blogger.com in August 2004. The corpus incorporates a total of 681,288 posts and over 140 million words - or approximately 35 posts and 7250 words per person.\n\nEach blog is presented as a separate file, the name of which indicates a blogger id# and the blogger\u2019s self-provided gender, age, industry and astrological sign. (All are labeled for gender and age but for many, industry and/or sign is marked as unknown.)\n\nAll bloggers included in the corpus fall into one of three age groups:\n\n\u00b7 8240 \"10s\" blogs (ages 13-17),\n\n\u00b7 8086 \"20s\" blogs(ages 23-27)\n\n\u00b7 2994 \"30s\" blogs (ages 33-47).\n\nFor each age group there are an equal number of male and female bloggers.\n\nEach blog in the corpus includes at least 200 occurrences of common English words. All formatting has been stripped with two exceptions. Individual posts within a single blogger are separated by the date of the following post and links within a post are denoted by the label urllink.\n\nThe corpus may be freely used for non-commercial research purposes\n", "citation": "@inproceedings{schler2006effects,\n title={Effects of age and gender on blogging.},\n author={Schler, Jonathan and Koppel, Moshe and Argamon, Shlomo and Pennebaker, James W},\n booktitle={AAAI spring symposium: Computational approaches to analyzing weblogs},\n volume={6},\n pages={199--205},\n year={2006}\n}\n", "homepage": "https://u.cs.biu.ac.il/~koppel/BlogCorpus.htm", "license": "", "features": {"text": {"dtype": "string", "id": null, "_type": "Value"}, "date": {"dtype": "string", "id": null, "_type": "Value"}, "gender": {"dtype": "string", "id": null, "_type": "Value"}, "age": {"dtype": "int32", "id": null, "_type": "Value"}, "horoscope": {"dtype": "string", "id": null, "_type": "Value"}, "job": {"dtype": "string", "id": null, "_type": "Value"}}, "post_processed": null, "supervised_keys": null, "task_templates": null, "builder_name": "blog_authorship_corpus", "config_name": "blog_authorship_corpus", "version": {"version_str": "1.0.0", "description": null, "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 753833081, "num_examples": 689793, "dataset_name": "blog_authorship_corpus"}, "validation": {"name": "validation", "num_bytes": 41236028, "num_examples": 37919, "dataset_name": "blog_authorship_corpus"}}, "download_checksums": {"http://www.cs.biu.ac.il/~koppel/blogs/blogs.zip": {"num_bytes": 312949121, "checksum": "1dfa6996663515a4baf8c1b71713ce8fe9a314b13778701447e4663bbc64c983"}}, "download_size": 312949121, "post_processing_size": null, "dataset_size": 795069109, "size_in_bytes": 1108018230}}
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dummy/{blog-authorship-corpus → blog_authorship_corpus}/1.0.0/dummy_data.zip
RENAMED
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File without changes
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