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Update files from the datasets library (from 1.2.0)

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Release notes: https://github.com/huggingface/datasets/releases/tag/1.2.0

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README.md ADDED
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+ ---
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+ annotations_creators:
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+ - expert-generated
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+ language_creators:
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+ - found
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+ languages:
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+ - rn
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+ - rw
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+ licenses:
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+ - mit
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+ multilinguality:
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+ - monolingual
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+ size_categories:
14
+ kinnews_cleaned:
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+ - 10K<n<100K
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+ kinnews_raw:
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+ - 10K<n<100K
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+ kirnews_cleaned:
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+ - 1K<n<10K
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+ kirnews_raw:
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+ - 1K<n<10K
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+ source_datasets:
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+ - original
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+ task_categories:
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+ - text-classification
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+ task_ids:
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+ - multi-class-classification
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+ - topic-classification
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+ ---
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+ # Dataset Card for kinnews_kirnews
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+
32
+ ## Table of Contents
33
+ - [Dataset Description](#dataset-description)
34
+ - [Dataset Summary](#dataset-summary)
35
+ - [Supported Tasks](#supported-tasks-and-leaderboards)
36
+ - [Languages](#languages)
37
+ - [Dataset Structure](#dataset-structure)
38
+ - [Data Instances](#data-instances)
39
+ - [Data Fields](#data-instances)
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+ - [Data Splits](#data-instances)
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+ - [Dataset Creation](#dataset-creation)
42
+ - [Curation Rationale](#curation-rationale)
43
+ - [Source Data](#source-data)
44
+ - [Annotations](#annotations)
45
+ - [Personal and Sensitive Information](#personal-and-sensitive-information)
46
+ - [Considerations for Using the Data](#considerations-for-using-the-data)
47
+ - [Social Impact of Dataset](#social-impact-of-dataset)
48
+ - [Discussion of Biases](#discussion-of-biases)
49
+ - [Other Known Limitations](#other-known-limitations)
50
+ - [Additional Information](#additional-information)
51
+ - [Dataset Curators](#dataset-curators)
52
+ - [Licensing Information](#licensing-information)
53
+ - [Citation Information](#citation-information)
54
+
55
+ ## Dataset Description
56
+
57
+ - **Homepage:** [More Information Needed]
58
+ - **Repository:** https://github.com/Andrews2017/KINNEWS-and-KIRNEWS-Corpus
59
+ - **Paper:** [KINNEWS and KIRNEWS: Benchmarking Cross-Lingual Text Classification for Kinyarwanda and Kirundi](https://arxiv.org/abs/2010.12174)
60
+ - **Leaderboard:** NA
61
+ - **Point of Contact:** [Rubungo Andre Niyongabo1](mailto:niyongabor.andre@std.uestc.edu.cn)
62
+
63
+ ### Dataset Summary
64
+
65
+ Kinyarwanda and Kirundi news classification datasets (KINNEWS and KIRNEWS,respectively), which were both collected from Rwanda and Burundi news websites and newspapers, for low-resource monolingual and cross-lingual multiclass classification tasks.
66
+
67
+ ### Supported Tasks and Leaderboards
68
+ This dataset can be used for text classification of news articles in Kinyarwadi and Kirundi languages. Each news article can be classified into one of the 14 possible classes. The classes are:
69
+
70
+ - politics
71
+ - sport
72
+ - economy
73
+ - health
74
+ - entertainment
75
+ - history
76
+ - technology
77
+ - culture
78
+ - religion
79
+ - environment
80
+ - education
81
+ - relationship
82
+
83
+
84
+ ### Languages
85
+
86
+ Kinyarwanda and Kirundi
87
+
88
+ ## Dataset Structure
89
+
90
+ ### Data Instances
91
+
92
+ Here is an example from the dataset:
93
+
94
+ | Field | Value |
95
+ | ----- | ----------- |
96
+ | label | 1 |
97
+ | kin_label/kir_label | 'inkino' |
98
+ | url | 'https://nawe.bi/Primus-Ligue-Imirwi-igiye-guhura-gute-ku-ndwi-ya-6-y-ihiganwa.html' |
99
+ | title | 'Primus Ligue\xa0: Imirwi igiye guhura gute ku ndwi ya 6 y’ihiganwa\xa0?'|
100
+ | content | ' Inkino zitegekanijwe kuruno wa gatandatu igenekerezo rya 14 Nyakanga umwaka wa 2019...'|
101
+ | en_label| 'sport'|
102
+
103
+
104
+
105
+
106
+ ### Data Fields
107
+
108
+ The raw version of the data for Kinyarwanda language consists of these fields
109
+ - label: The category of the news article
110
+ - kin_label/kir_label: The associated label in Kinyarwanda/Kirundi language
111
+ - en_label: The associated label in English
112
+ - url: The URL of the news article
113
+ - title: The title of the news article
114
+ - content: The content of the news article
115
+
116
+ The cleaned version contains only the `label`, `title` and the `content` fields
117
+
118
+
119
+ ### Data Splits
120
+
121
+ Lang| Train | Test |
122
+ |---| ----- | ---- |
123
+ |Kinyarwandai Raw|17014|4254|
124
+ |Kinyarwandai Clean|17014|4254|
125
+ |Kirundi Raw|3689|923|
126
+ |Kirundi Clean|3689|923|
127
+
128
+ ## Dataset Creation
129
+
130
+ ### Curation Rationale
131
+
132
+ [More Information Needed]
133
+
134
+ ### Source Data
135
+
136
+ #### Initial Data Collection and Normalization
137
+
138
+ [More Information Needed]
139
+
140
+ #### Who are the source language producers?
141
+
142
+ [More Information Needed]
143
+
144
+ ### Annotations
145
+
146
+ #### Annotation process
147
+
148
+ [More Information Needed]
149
+
150
+ #### Who are the annotators?
151
+
152
+ [More Information Needed]
153
+
154
+ ### Personal and Sensitive Information
155
+
156
+ [More Information Needed]
157
+
158
+ ## Considerations for Using the Data
159
+
160
+ ### Social Impact of Dataset
161
+
162
+ [More Information Needed]
163
+
164
+ ### Discussion of Biases
165
+
166
+ [More Information Needed]
167
+
168
+ ### Other Known Limitations
169
+
170
+ [More Information Needed]
171
+
172
+ ## Additional Information
173
+
174
+ ### Dataset Curators
175
+
176
+ [More Information Needed]
177
+
178
+ ### Licensing Information
179
+
180
+ [More Information Needed]
181
+
182
+ ### Citation Information
183
+
184
+ [More Information Needed]
dataset_infos.json ADDED
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+ {"kinnews_raw": {"description": "Kinyarwanda and Kirundi news classification datasets\n", "citation": "@article{niyongabo2020kinnews,\n title={KINNEWS and KIRNEWS: Benchmarking Cross-Lingual Text Classification for Kinyarwanda and Kirundi},\n author={Niyongabo, Rubungo Andre and Qu, Hong and Kreutzer, Julia and Huang, Li},\n journal={arXiv preprint arXiv:2010.12174},\n year={2020}\n}\n", "homepage": "https://github.com/Andrews2017/KINNEWS-and-KIRNEWS-Corpus", "license": "MIT License", "features": {"label": {"num_classes": 14, "names": ["politics", "sport", "economy", "health", "entertainment", "history", "technology", "tourism", "culture", "fashion", "religion", "environment", "education", "relationship"], "names_file": null, "id": null, "_type": "ClassLabel"}, "kin_label": {"dtype": "string", "id": null, "_type": "Value"}, "en_label": {"dtype": "string", "id": null, "_type": "Value"}, "url": {"dtype": "string", "id": null, "_type": "Value"}, "title": {"dtype": "string", "id": null, "_type": "Value"}, "content": {"dtype": "string", "id": null, "_type": "Value"}}, "post_processed": null, "supervised_keys": null, "builder_name": "kinnews_kirnews", "config_name": "kinnews_raw", "version": {"version_str": "0.0.0", "description": null, "major": 0, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 38316546, "num_examples": 17014, "dataset_name": "kinnews_kirnews"}, "test": {"name": "test", "num_bytes": 11971938, "num_examples": 4254, "dataset_name": "kinnews_kirnews"}}, "download_checksums": {"https://github.com/saradhix/kinnews_kirnews/raw/master/KINNEWS.zip": {"num_bytes": 27377755, "checksum": "79397b825aa701b058aeef0f751d6ea0760bba4d4abfd989280554ce8af56869"}}, "download_size": 27377755, "post_processing_size": null, "dataset_size": 50288484, "size_in_bytes": 77666239}, "kinnews_cleaned": {"description": "Kinyarwanda and Kirundi news classification datasets\n", "citation": "@article{niyongabo2020kinnews,\n title={KINNEWS and KIRNEWS: Benchmarking Cross-Lingual Text Classification for Kinyarwanda and Kirundi},\n author={Niyongabo, Rubungo Andre and Qu, Hong and Kreutzer, Julia and Huang, Li},\n journal={arXiv preprint arXiv:2010.12174},\n year={2020}\n}\n", "homepage": "https://github.com/Andrews2017/KINNEWS-and-KIRNEWS-Corpus", "license": "MIT License", "features": {"label": {"num_classes": 14, "names": ["politics", "sport", "economy", "health", "entertainment", "history", "technology", "tourism", "culture", "fashion", "religion", "environment", "education", "relationship"], "names_file": null, "id": null, "_type": "ClassLabel"}, "title": {"dtype": "string", "id": null, "_type": "Value"}, "content": {"dtype": "string", "id": null, "_type": "Value"}}, "post_processed": null, "supervised_keys": null, "builder_name": "kinnews_kirnews", "config_name": "kinnews_cleaned", "version": {"version_str": "0.0.0", "description": null, "major": 0, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 32780382, "num_examples": 17014, "dataset_name": "kinnews_kirnews"}, "test": {"name": "test", "num_bytes": 8217453, "num_examples": 4254, "dataset_name": "kinnews_kirnews"}}, "download_checksums": {"https://github.com/saradhix/kinnews_kirnews/raw/master/KINNEWS.zip": {"num_bytes": 27377755, "checksum": "79397b825aa701b058aeef0f751d6ea0760bba4d4abfd989280554ce8af56869"}}, "download_size": 27377755, "post_processing_size": null, "dataset_size": 40997835, "size_in_bytes": 68375590}, "kirnews_raw": {"description": "Kinyarwanda and Kirundi news classification datasets\n", "citation": "@article{niyongabo2020kinnews,\n title={KINNEWS and KIRNEWS: Benchmarking Cross-Lingual Text Classification for Kinyarwanda and Kirundi},\n author={Niyongabo, Rubungo Andre and Qu, Hong and Kreutzer, Julia and Huang, Li},\n journal={arXiv preprint arXiv:2010.12174},\n year={2020}\n}\n", "homepage": "https://github.com/Andrews2017/KINNEWS-and-KIRNEWS-Corpus", "license": "MIT License", "features": {"label": {"num_classes": 14, "names": ["politics", "sport", "economy", "health", "entertainment", "history", "technology", "tourism", "culture", "fashion", "religion", "environment", "education", "relationship"], "names_file": null, "id": null, "_type": "ClassLabel"}, "kir_label": {"dtype": "string", "id": null, "_type": "Value"}, "en_label": {"dtype": "string", "id": null, "_type": "Value"}, "url": {"dtype": "string", "id": null, "_type": "Value"}, "title": {"dtype": "string", "id": null, "_type": "Value"}, "content": {"dtype": "string", "id": null, "_type": "Value"}}, "post_processed": null, "supervised_keys": null, "builder_name": "kinnews_kirnews", "config_name": "kirnews_raw", "version": {"version_str": "0.0.0", "description": null, "major": 0, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 7343223, "num_examples": 3689, "dataset_name": "kinnews_kirnews"}, "test": {"name": "test", "num_bytes": 2499189, "num_examples": 923, "dataset_name": "kinnews_kirnews"}}, "download_checksums": {"https://github.com/saradhix/kinnews_kirnews/raw/master/KIRNEWS.zip": {"num_bytes": 5186111, "checksum": "f3e7079456567ab581ff2fd0418f9fc4002b4364142a476e79e41a581607d7f2"}}, "download_size": 5186111, "post_processing_size": null, "dataset_size": 9842412, "size_in_bytes": 15028523}, "kirnews_cleaned": {"description": "Kinyarwanda and Kirundi news classification datasets\n", "citation": "@article{niyongabo2020kinnews,\n title={KINNEWS and KIRNEWS: Benchmarking Cross-Lingual Text Classification for Kinyarwanda and Kirundi},\n author={Niyongabo, Rubungo Andre and Qu, Hong and Kreutzer, Julia and Huang, Li},\n journal={arXiv preprint arXiv:2010.12174},\n year={2020}\n}\n", "homepage": "https://github.com/Andrews2017/KINNEWS-and-KIRNEWS-Corpus", "license": "MIT License", "features": {"label": {"num_classes": 14, "names": ["politics", "sport", "economy", "health", "entertainment", "history", "technology", "tourism", "culture", "fashion", "religion", "environment", "education", "relationship"], "names_file": null, "id": null, "_type": "ClassLabel"}, "title": {"dtype": "string", "id": null, "_type": "Value"}, "content": {"dtype": "string", "id": null, "_type": "Value"}}, "post_processed": null, "supervised_keys": null, "builder_name": "kinnews_kirnews", "config_name": "kirnews_cleaned", "version": "0.0.0", "splits": {"train": {"name": "train", "num_bytes": 6629767, "num_examples": 3689, "dataset_name": "kinnews_kirnews"}, "test": {"name": "test", "num_bytes": 1570745, "num_examples": 923, "dataset_name": "kinnews_kirnews"}}, "download_checksums": {"https://github.com/saradhix/kinnews_kirnews/raw/master/KIRNEWS.zip": {"num_bytes": 5186111, "checksum": "f3e7079456567ab581ff2fd0418f9fc4002b4364142a476e79e41a581607d7f2"}}, "download_size": 5186111, "post_processing_size": null, "dataset_size": 8200512, "size_in_bytes": 13386623}}
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kinnews_kirnews.py ADDED
@@ -0,0 +1,151 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # coding=utf-8
2
+ # Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
3
+ #
4
+ # Licensed under the Apache License, Version 2.0 (the "License");
5
+ # you may not use this file except in compliance with the License.
6
+ # You may obtain a copy of the License at
7
+ #
8
+ # http://www.apache.org/licenses/LICENSE-2.0
9
+ #
10
+ # Unless required by applicable law or agreed to in writing, software
11
+ # distributed under the License is distributed on an "AS IS" BASIS,
12
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13
+ # See the License for the specific language governing permissions and
14
+ # limitations under the License.
15
+ """Kinyarwanda and Kirundi news classification datasets."""
16
+
17
+ from __future__ import absolute_import, division, print_function
18
+
19
+ import csv
20
+ import os
21
+
22
+ import datasets
23
+
24
+
25
+ _CITATION = """\
26
+ @article{niyongabo2020kinnews,
27
+ title={KINNEWS and KIRNEWS: Benchmarking Cross-Lingual Text Classification for Kinyarwanda and Kirundi},
28
+ author={Niyongabo, Rubungo Andre and Qu, Hong and Kreutzer, Julia and Huang, Li},
29
+ journal={arXiv preprint arXiv:2010.12174},
30
+ year={2020}
31
+ }
32
+ """
33
+
34
+ _DESCRIPTION = """\
35
+ Kinyarwanda and Kirundi news classification datasets
36
+ """
37
+
38
+ _HOMEPAGE = "https://github.com/Andrews2017/KINNEWS-and-KIRNEWS-Corpus"
39
+ _LICENSE = "MIT License"
40
+
41
+ _URLs = {
42
+ "kinnews": "https://github.com/saradhix/kinnews_kirnews/raw/master/KINNEWS.zip",
43
+ "kirnews": "https://github.com/saradhix/kinnews_kirnews/raw/master/KIRNEWS.zip",
44
+ }
45
+
46
+
47
+ class KinnewsKirnews(datasets.GeneratorBasedBuilder):
48
+ """This is Kinyarwanda and Kirundi news dataset called KINNEWS and KIRNEWS."""
49
+
50
+ VERSION = datasets.Version("1.1.0")
51
+
52
+ BUILDER_CONFIGS = [
53
+ datasets.BuilderConfig(name="kinnews_raw", description="Dataset for Kinyarwanda language"),
54
+ datasets.BuilderConfig(name="kinnews_cleaned", description="Cleaned dataset for Kinyarwanda language"),
55
+ datasets.BuilderConfig(name="kirnews_raw", description="Dataset for Kirundi language"),
56
+ datasets.BuilderConfig(name="kirnews_cleaned", description="Cleaned dataset for Kirundi language"),
57
+ ]
58
+ class_labels = [
59
+ "politics",
60
+ "sport",
61
+ "economy",
62
+ "health",
63
+ "entertainment",
64
+ "history",
65
+ "technology",
66
+ "tourism",
67
+ "culture",
68
+ "fashion",
69
+ "religion",
70
+ "environment",
71
+ "education",
72
+ "relationship",
73
+ ]
74
+ label_columns = {"kinnews_raw": "kin_label", "kirnews_raw": "kir_label"}
75
+
76
+ def _info(self):
77
+ if "raw" in self.config.name:
78
+ features = datasets.Features(
79
+ {
80
+ "label": datasets.ClassLabel(names=self.class_labels),
81
+ self.label_columns[self.config.name]: datasets.Value("string"),
82
+ "en_label": datasets.Value("string"),
83
+ "url": datasets.Value("string"),
84
+ "title": datasets.Value("string"),
85
+ "content": datasets.Value("string"),
86
+ }
87
+ )
88
+ else:
89
+ features = datasets.Features(
90
+ {
91
+ "label": datasets.ClassLabel(names=self.class_labels),
92
+ "title": datasets.Value("string"),
93
+ "content": datasets.Value("string"),
94
+ }
95
+ )
96
+ return datasets.DatasetInfo(
97
+ description=_DESCRIPTION,
98
+ features=features,
99
+ supervised_keys=None,
100
+ homepage=_HOMEPAGE,
101
+ license=_LICENSE,
102
+ citation=_CITATION,
103
+ )
104
+
105
+ def _split_generators(self, dl_manager):
106
+ """Returns SplitGenerators."""
107
+ lang, kind = self.config.name.split("_")
108
+ data_dir = dl_manager.download_and_extract(_URLs[lang])
109
+ lang_dir = lang.upper()
110
+
111
+ return [
112
+ datasets.SplitGenerator(
113
+ name=datasets.Split.TRAIN,
114
+ gen_kwargs={
115
+ "filepath": os.path.join(data_dir, lang_dir, kind, "train.csv"),
116
+ "split": "train",
117
+ },
118
+ ),
119
+ datasets.SplitGenerator(
120
+ name=datasets.Split.TEST,
121
+ gen_kwargs={"filepath": os.path.join(data_dir, lang_dir, kind, "test.csv"), "split": "test"},
122
+ ),
123
+ ]
124
+
125
+ def _generate_examples(self, filepath, split):
126
+ """ Yields examples. """
127
+
128
+ with open(filepath, encoding="utf-8") as csv_file:
129
+ csv_reader = csv.reader(
130
+ csv_file, quotechar='"', delimiter=",", quoting=csv.QUOTE_ALL, skipinitialspace=True
131
+ )
132
+ next(csv_reader)
133
+
134
+ for id_, row in enumerate(csv_reader):
135
+ if "raw" in self.config.name:
136
+ label, k_label, en_label, url, title, content = row
137
+ yield id_, {
138
+ "label": self.class_labels[int(label) - 1],
139
+ self.label_columns[self.config.name]: k_label,
140
+ "en_label": en_label,
141
+ "url": url,
142
+ "title": title,
143
+ "content": content,
144
+ }
145
+ else:
146
+ label, title, content = row
147
+ yield id_, {
148
+ "label": self.class_labels[int(label) - 1],
149
+ "title": title,
150
+ "content": content,
151
+ }