Update files from the datasets library (from 1.3.0)

Release notes: https://github.com/huggingface/datasets/releases/tag/1.3.0

.gitattributes

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README.md

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+---
+annotations_creators:
+- no-annotation
+language_creators:
+- found
+languages:
+- en
+licenses:
+- unknown
+multilinguality:
+- monolingual
+size_categories:
+- 100K<n<1M
+source_datasets:
+- original
+task_categories:
+- sequence-modeling
+task_ids:
+- language-modeling
+---
+
+# Dataset Card for CC-News
+
+## Table of Contents
+- [Dataset Description](#dataset-description)
+  - [Dataset Summary](#dataset-summary)
+  - [Supported Tasks](#supported-tasks-and-leaderboards)
+  - [Languages](#languages)
+- [Dataset Structure](#dataset-structure)
+  - [Data Instances](#data-instances)
+  - [Data Fields](#data-fields)
+  - [Data Splits](#data-splits)
+- [Dataset Creation](#dataset-creation)
+  - [Curation Rationale](#curation-rationale)
+  - [Source Data](#source-data)
+  - [Annotations](#annotations)
+  - [Personal and Sensitive Information](#personal-and-sensitive-information)
+- [Considerations for Using the Data](#considerations-for-using-the-data)
+  - [Social Impact of Dataset](#social-impact-of-dataset)
+  - [Discussion of Biases](#discussion-of-biases)
+  - [Other Known Limitations](#other-known-limitations)
+- [Additional Information](#additional-information)
+  - [Dataset Curators](#dataset-curators)
+  - [Licensing Information](#licensing-information)
+  - [Citation Information](#citation-information)
+  - [Contributions](#contributions)
+
+## Dataset Description
+
+- **Homepage:** [CC-News homepage](https://commoncrawl.org/2016/10/news-dataset-available/)
+- **Point of Contact:** [Vladimir Blagojevic](mailto:[email protected])
+
+### Dataset Summary
+
+CC-News dataset contains news articles from news sites all over the world. The data is available on AWS S3 in the Common Crawl bucket at /crawl-data/CC-NEWS/. 
+This version of the dataset has been prepared using [news-please](https://github.com/fhamborg/news-please) - an integrated web crawler and information extractor for news.  
+It contains 708241 English language news articles published between Jan 2017 and December 2019. 
+It represents a small portion of the English language subset of the CC-News dataset.
+
+### Supported Tasks and Leaderboards
+
+[N/A]
+
+### Languages
+
+The text in the dataset is in the English language. 
+
+## Dataset Structure
+
+### Data Instances
+
+Dataset instance contains an article itself and the relevant article fields.
+An example from the Cc-New train set looks as follows:
+```
+{
+  'date': '2017-08-14 00:00:00',
+  'description': '"The spirit of Green Day has always been about rising above oppression."',
+  'domain': '1041jackfm.cbslocal.com',
+  'image_url': 'https://cbs1041jackfm.files.wordpress.com/2017/08/billie-joe-armstrong-theo-wargo-getty-images.jpg?w=946',
+  'text': 'By Abby Hassler\nGreen Day’s Billie Joe Armstrong has always been outspoken about his political beliefs. Following 
+  the tragedy in Charlottesville, Virgina, over the weekend, Armstrong felt the need to speak out against the white supremacists 
+  who caused much of the violence.\nRelated: Billie Joe Armstrong Wins #TBT with Childhood Studio Photo\n“My heart feels heavy. 
+  I feel like what happened in Charlottesville goes beyond the point of anger,” Armstrong wrote on Facebook. “It makes me sad 
+  and desperate. shocked. I f—— hate racism more than anything.”\n“The spirit of Green Day has always been about rising above 
+  oppression. and sticking up for what you believe in and singing it at the top of your lungs,” Armstrong continued. 
+  “We grew up fearing nuclear holocaust because of the cold war. those days are feeling way too relevant these days. 
+  these issues are our ugly past.. and now it’s coming to haunt us. always resist these doomsday politicians. and in the 
+  words of our punk forefathers .. Nazi punks f— off.”',
+  'title': 'Green Day’s Billie Joe Armstrong Rails Against White Nationalists',
+  'url': 'http://1041jackfm.cbslocal.com/2017/08/14/billie-joe-armstrong-white-nationalists/'
+}
+```
+
+### Data Fields
+
+- `date`: date of publication
+- `description`: description or a summary of the article
+- `domain`: source domain of the article (i.e. www.nytimes.com)
+- `image_url`: URL of the article's image
+- `text`: the actual article text in raw form
+- `title`: title of the article
+- `url`: article URL, the original URL where it was scraped. 
+
+
+### Data Splits
+
+CC-News dataset has only the training set, i.e. it has to be loaded with `train` split specified:
+`cc_news = load_dataset('cc_news', split="train")`
+
+## Dataset Creation
+
+CC-News has been mostly used for language model training.
+
+### Source Data
+
+#### Initial Data Collection and Normalization
+
+CC-News dataset has been proposed, created, and maintained by Sebastian Nagel. 
+The data is publicly available on AWS S3 Common Crawl bucket at /crawl-data/CC-NEWS/. 
+This version of the dataset has been prepared using [news-please](https://github.com/fhamborg/news-please) - an 
+integrated web crawler and information extractor for news.  
+It contains 708241 English language news articles published between Jan 2017 and December 2019.
+Although news-please tags each news article with an appropriate language tag, these tags are somewhat unreliable. 
+To strictly isolate English language articles an additional check has been performed using 
+[Spacy langdetect pipeline](https://spacy.io/universe/project/spacy-langdetect).   
+We selected articles with text fields scores of 80% probability or more of being English.
+There are no strict guarantees that each article has all the relevant fields. For example, 527595 
+articles have a valid description field. All articles have what appears to be a valid image URL, 
+but they have not been verified.
+
+#### Who are the source language producers?
+
+The news websites throughout the World.
+
+### Annotations
+
+#### Annotation process
+
+[N/A]
+
+#### Who are the annotators?
+
+[N/A]
+
+### Personal and Sensitive Information
+
+As one can imagine, data contains contemporary public figures or individuals who appeared in the news.
+
+## Considerations for Using the Data
+
+### Social Impact of Dataset
+
+The purpose of this dataset is to help language model researchers develop better language models. 
+
+### Discussion of Biases
+
+[More Information Needed]
+
+### Other Known Limitations
+
+[More Information Needed]
+
+## Additional Information
+
+### Dataset Curators
+
+[More Information Needed]
+
+### Licensing Information
+
+[More Information Needed]
+
+### Citation Information
+
+[More Information Needed]

cc_news.py

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+# coding=utf-8
+# Copyright 2020 The TensorFlow Datasets Authors and the HuggingFace Datasets Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Lint as: python3
+"""The CC-News dataset is based on Common Crawl News Dataset by Sebastian Nagel"""
+from __future__ import absolute_import, division, print_function
+
+import glob
+import json
+import logging
+import os
+
+import datasets
+
+
+_DESCRIPTION = """\
+CC-News containing news articles from news sites all over the world \
+The data is available on AWS S3 in the Common Crawl bucket at /crawl-data/CC-NEWS/. \
+This version of the dataset has 708241 articles. It represents a small portion of English  \
+language subset of the CC-News dataset created using news-please(Hamborg et al.,2017) to \
+collect and extract English language portion of CC-News.
+"""
+
+_CITATION = """\
+@InProceedings{Hamborg2017,
+  author     = {Hamborg, Felix and Meuschke, Norman and Breitinger, Corinna and Gipp, Bela},
+  title      = {news-please: A Generic News Crawler and Extractor},
+  year       = {2017},
+  booktitle  = {Proceedings of the 15th International Symposium of Information Science},
+  location   = {Berlin},
+  doi        = {10.5281/zenodo.4120316},
+  pages      = {218--223},
+  month      = {March}
+}
+"""
+_PROJECT_URL = "https://commoncrawl.org/2016/10/news-dataset-available/"
+_DOWNLOAD_URL = "https://storage.googleapis.com/huggingface-nlp/datasets/cc_news/cc_news.tar.gz"
+
+
+class CCNewsConfig(datasets.BuilderConfig):
+    """BuilderConfig for CCNews."""
+
+    def __init__(self, **kwargs):
+        """BuilderConfig for CCNews.
+        Args:
+        **kwargs: keyword arguments forwarded to super.
+        """
+        super(CCNewsConfig, self).__init__(version=datasets.Version("1.0.0", ""), **kwargs)
+
+
+class CCNews(datasets.GeneratorBasedBuilder):
+    """CC-News dataset."""
+
+    BUILDER_CONFIGS = [
+        CCNewsConfig(
+            name="plain_text",
+            description="Plain text",
+        )
+    ]
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=datasets.Features(
+                {
+                    "title": datasets.Value("string"),
+                    "text": datasets.Value("string"),
+                    "domain": datasets.Value("string"),
+                    "date": datasets.Value("string"),
+                    "description": datasets.Value("string"),
+                    "url": datasets.Value("string"),
+                    "image_url": datasets.Value("string"),
+                }
+            ),
+            supervised_keys=None,
+            homepage=_PROJECT_URL,
+            citation=_CITATION,
+        )
+
+    def _split_generators(self, dl_manager):
+        arch_path = dl_manager.download_and_extract(_DOWNLOAD_URL)
+
+        return [
+            datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"directory": arch_path}),
+        ]
+
+    def _generate_examples(self, directory):
+        logging.info("CC-News dataset: generating examples from = %s", directory)
+        glob_target = os.path.join(directory, "**/*.json")
+        article_files = glob.glob(glob_target, recursive=True)
+        article_files = sorted(article_files)
+        id_ = 0
+        for article_file_path in article_files:
+            with open(article_file_path, mode="r", encoding="utf-8") as f:
+                article = json.load(f)
+                yield id_, {
+                    "title": article["title"].strip() if article["title"] is not None else "",
+                    "text": article["maintext"].strip() if article["maintext"] is not None else "",
+                    "domain": article["source_domain"].strip() if article["source_domain"] is not None else "",
+                    "date": article["date_publish"].strip() if article["date_publish"] is not None else "",
+                    "description": article["description"].strip() if article["description"] is not None else "",
+                    "url": article["url"].strip() if article["url"] is not None else "",
+                    "image_url": article["image_url"].strip() if article["image_url"] is not None else "",
+                }
+                id_ += 1

dataset_infos.json

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+{"plain_text": {"description": "CC-News containing news articles from news sites all over the world The data is available on AWS S3 in the Common Crawl bucket at /crawl-data/CC-NEWS/. This version of the dataset has 708241 articles. It represents a small portion of English  language subset of the CC-News dataset created using news-please(Hamborg et al.,2017) to collect and extract English language portion of CC-News.\n", "citation": "@InProceedings{Hamborg2017,\n  author     = {Hamborg, Felix and Meuschke, Norman and Breitinger, Corinna and Gipp, Bela},\n  title      = {news-please: A Generic News Crawler and Extractor},\n  year       = {2017},\n  booktitle  = {Proceedings of the 15th International Symposium of Information Science},\n  location   = {Berlin},\n  doi        = {10.5281/zenodo.4120316},\n  pages      = {218--223},\n  month      = {March}\n}\n", "homepage": "https://commoncrawl.org/2016/10/news-dataset-available/", "license": "", "features": {"title": {"dtype": "string", "id": null, "_type": "Value"}, "text": {"dtype": "string", "id": null, "_type": "Value"}, "domain": {"dtype": "string", "id": null, "_type": "Value"}, "date": {"dtype": "string", "id": null, "_type": "Value"}, "description": {"dtype": "string", "id": null, "_type": "Value"}, "url": {"dtype": "string", "id": null, "_type": "Value"}, "image_url": {"dtype": "string", "id": null, "_type": "Value"}}, "post_processed": null, "supervised_keys": null, "builder_name": "cc_news", "config_name": "plain_text", "version": {"version_str": "1.0.0", "description": "", "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 2016418133, "num_examples": 708241, "dataset_name": "cc_news"}}, "download_checksums": {"https://storage.googleapis.com/huggingface-nlp/datasets/cc_news/cc_news.tar.gz": {"num_bytes": 845131146, "checksum": "1aaf8e5af33e3a73472b58afba48c6a839ebc2dd190c4e0754fc00f8899a9cec"}}, "download_size": 845131146, "post_processing_size": null, "dataset_size": 2016418133, "size_in_bytes": 2861549279}}

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