system HF staff commited on
Commit
6eb164b
1 Parent(s): 6e55d1e

Update files from the datasets library (from 1.3.0)

Browse files

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

Files changed (1) hide show
  1. README.md +170 -0
README.md ADDED
@@ -0,0 +1,170 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ ---
3
+
4
+ # Dataset Card for "emotion"
5
+
6
+ ## Table of Contents
7
+ - [Dataset Description](#dataset-description)
8
+ - [Dataset Summary](#dataset-summary)
9
+ - [Supported Tasks](#supported-tasks)
10
+ - [Languages](#languages)
11
+ - [Dataset Structure](#dataset-structure)
12
+ - [Data Instances](#data-instances)
13
+ - [Data Fields](#data-fields)
14
+ - [Data Splits Sample Size](#data-splits-sample-size)
15
+ - [Dataset Creation](#dataset-creation)
16
+ - [Curation Rationale](#curation-rationale)
17
+ - [Source Data](#source-data)
18
+ - [Annotations](#annotations)
19
+ - [Personal and Sensitive Information](#personal-and-sensitive-information)
20
+ - [Considerations for Using the Data](#considerations-for-using-the-data)
21
+ - [Social Impact of Dataset](#social-impact-of-dataset)
22
+ - [Discussion of Biases](#discussion-of-biases)
23
+ - [Other Known Limitations](#other-known-limitations)
24
+ - [Additional Information](#additional-information)
25
+ - [Dataset Curators](#dataset-curators)
26
+ - [Licensing Information](#licensing-information)
27
+ - [Citation Information](#citation-information)
28
+ - [Contributions](#contributions)
29
+
30
+ ## [Dataset Description](#dataset-description)
31
+
32
+ - **Homepage:** [https://github.com/dair-ai/emotion_dataset](https://github.com/dair-ai/emotion_dataset)
33
+ - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
34
+ - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
35
+ - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
36
+ - **Size of downloaded dataset files:** 3.95 MB
37
+ - **Size of the generated dataset:** 4.16 MB
38
+ - **Total amount of disk used:** 8.11 MB
39
+
40
+ ### [Dataset Summary](#dataset-summary)
41
+
42
+ Emotion is a dataset of English Twitter messages with six basic emotions: anger, fear, joy, love, sadness, and surprise. For more detailed information please refer to the paper.
43
+
44
+ ### [Supported Tasks](#supported-tasks)
45
+
46
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
47
+
48
+ ### [Languages](#languages)
49
+
50
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
51
+
52
+ ## [Dataset Structure](#dataset-structure)
53
+
54
+ We show detailed information for up to 5 configurations of the dataset.
55
+
56
+ ### [Data Instances](#data-instances)
57
+
58
+ #### default
59
+
60
+ - **Size of downloaded dataset files:** 1.97 MB
61
+ - **Size of the generated dataset:** 2.07 MB
62
+ - **Total amount of disk used:** 4.05 MB
63
+
64
+ An example of 'train' looks as follows.
65
+ ```
66
+ {
67
+ "label": 0,
68
+ "text": "im feeling quite sad and sorry for myself but ill snap out of it soon"
69
+ }
70
+ ```
71
+
72
+ #### emotion
73
+
74
+ - **Size of downloaded dataset files:** 1.97 MB
75
+ - **Size of the generated dataset:** 2.09 MB
76
+ - **Total amount of disk used:** 4.06 MB
77
+
78
+ An example of 'validation' looks as follows.
79
+ ```
80
+
81
+ ```
82
+
83
+ ### [Data Fields](#data-fields)
84
+
85
+ The data fields are the same among all splits.
86
+
87
+ #### default
88
+ - `text`: a `string` feature.
89
+ - `label`: a classification label, with possible values including `sadness` (0), `joy` (1), `love` (2), `anger` (3), `fear` (4).
90
+
91
+ #### emotion
92
+ - `text`: a `string` feature.
93
+ - `label`: a `string` feature.
94
+
95
+ ### [Data Splits Sample Size](#data-splits-sample-size)
96
+
97
+ | name |train|validation|test|
98
+ |-------|----:|---------:|---:|
99
+ |default|16000| 2000|2000|
100
+ |emotion|16000| 2000|2000|
101
+
102
+ ## [Dataset Creation](#dataset-creation)
103
+
104
+ ### [Curation Rationale](#curation-rationale)
105
+
106
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
107
+
108
+ ### [Source Data](#source-data)
109
+
110
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
111
+
112
+ ### [Annotations](#annotations)
113
+
114
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
115
+
116
+ ### [Personal and Sensitive Information](#personal-and-sensitive-information)
117
+
118
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
119
+
120
+ ## [Considerations for Using the Data](#considerations-for-using-the-data)
121
+
122
+ ### [Social Impact of Dataset](#social-impact-of-dataset)
123
+
124
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
125
+
126
+ ### [Discussion of Biases](#discussion-of-biases)
127
+
128
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
129
+
130
+ ### [Other Known Limitations](#other-known-limitations)
131
+
132
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
133
+
134
+ ## [Additional Information](#additional-information)
135
+
136
+ ### [Dataset Curators](#dataset-curators)
137
+
138
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
139
+
140
+ ### [Licensing Information](#licensing-information)
141
+
142
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
143
+
144
+ ### [Citation Information](#citation-information)
145
+
146
+ ```
147
+ @inproceedings{saravia-etal-2018-carer,
148
+ title = "{CARER}: Contextualized Affect Representations for Emotion Recognition",
149
+ author = "Saravia, Elvis and
150
+ Liu, Hsien-Chi Toby and
151
+ Huang, Yen-Hao and
152
+ Wu, Junlin and
153
+ Chen, Yi-Shin",
154
+ booktitle = "Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing",
155
+ month = oct # "-" # nov,
156
+ year = "2018",
157
+ address = "Brussels, Belgium",
158
+ publisher = "Association for Computational Linguistics",
159
+ url = "https://www.aclweb.org/anthology/D18-1404",
160
+ doi = "10.18653/v1/D18-1404",
161
+ pages = "3687--3697",
162
+ abstract = "Emotions are expressed in nuanced ways, which varies by collective or individual experiences, knowledge, and beliefs. Therefore, to understand emotion, as conveyed through text, a robust mechanism capable of capturing and modeling different linguistic nuances and phenomena is needed. We propose a semi-supervised, graph-based algorithm to produce rich structural descriptors which serve as the building blocks for constructing contextualized affect representations from text. The pattern-based representations are further enriched with word embeddings and evaluated through several emotion recognition tasks. Our experimental results demonstrate that the proposed method outperforms state-of-the-art techniques on emotion recognition tasks.",
163
+ }
164
+
165
+ ```
166
+
167
+
168
+ ### Contributions
169
+
170
+ Thanks to [@lhoestq](https://github.com/lhoestq), [@thomwolf](https://github.com/thomwolf), [@lewtun](https://github.com/lewtun) for adding this dataset.