Update README.md
Browse files
README.md
CHANGED
@@ -22,6 +22,8 @@ dataset_info:
|
|
22 |
num_examples: 1812
|
23 |
download_size: 327803775
|
24 |
dataset_size: 331154128.73899996
|
|
|
|
|
25 |
configs:
|
26 |
- config_name: default
|
27 |
data_files:
|
@@ -29,4 +31,102 @@ configs:
|
|
29 |
path: data/train-*
|
30 |
- split: test
|
31 |
path: data/test-*
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
32 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
22 |
num_examples: 1812
|
23 |
download_size: 327803775
|
24 |
dataset_size: 331154128.73899996
|
25 |
+
license:
|
26 |
+
- cc0-1.0
|
27 |
configs:
|
28 |
- config_name: default
|
29 |
data_files:
|
|
|
31 |
path: data/train-*
|
32 |
- split: test
|
33 |
path: data/test-*
|
34 |
+
task_categories:
|
35 |
+
- audio-classification
|
36 |
+
- automatic-speech-recognition
|
37 |
+
language:
|
38 |
+
- en
|
39 |
+
pretty_name: Inclusive Voice
|
40 |
+
size_categories:
|
41 |
+
- 1K<n<10K
|
42 |
---
|
43 |
+
|
44 |
+
# Dataset Card for Inclusive Voice
|
45 |
+
|
46 |
+
A dataset curated from Mozilla Common Voice containing equal representation from male, female, and other
|
47 |
+
|
48 |
+
## Dataset Details
|
49 |
+
|
50 |
+
### Dataset Description
|
51 |
+
|
52 |
+
- **Curated by:** Kim Gilkey
|
53 |
+
- **Language(s) (NLP):** English
|
54 |
+
- **License:** Public Domain, [CC-0](https://creativecommons.org/share-your-work/public-domain/cc0/)
|
55 |
+
|
56 |
+
### Dataset Sources
|
57 |
+
|
58 |
+
Mozilla Common Voice
|
59 |
+
|
60 |
+
- **Homepage:** https://commonvoice.mozilla.org/en/datasets
|
61 |
+
- **Repository:** https://github.com/common-voice/common-voice
|
62 |
+
- **Paper:** https://arxiv.org/abs/1912.06670
|
63 |
+
|
64 |
+
## Uses
|
65 |
+
|
66 |
+
### Direct Use
|
67 |
+
|
68 |
+
This dataset is intended for use in training and evaluating voice recognition models, particularly for applications in gender classification.
|
69 |
+
|
70 |
+
|
71 |
+
### Out-of-Scope Use
|
72 |
+
|
73 |
+
The dataset is not suitable for applications requiring a wide range of dialects or non-English languages. It is also not designed for identifying fine-grained demographic characteristics beyond gender.
|
74 |
+
You agree not to attempt to identify the individuals in the dataset.
|
75 |
+
|
76 |
+
## Dataset Structure
|
77 |
+
|
78 |
+
### Data Fields
|
79 |
+
|
80 |
+
- **client_id:** A unique identifier for each participant.
|
81 |
+
- **audio:** Audio recording of a spoken sentence.
|
82 |
+
- **sentence:** The text content of the audio recording.
|
83 |
+
- **age:** Categorical age group of the participant.
|
84 |
+
- **gender:** Gender of the participant (balanced representation).
|
85 |
+
- **accent:** Accent information of the participant, if available.
|
86 |
+
|
87 |
+
### Splits
|
88 |
+
|
89 |
+
- **Train:** 6,075 examples (2,025 of each gender).
|
90 |
+
- **Test:** 1,812 examples (604 of each gender).
|
91 |
+
|
92 |
+
|
93 |
+
## Dataset Creation
|
94 |
+
|
95 |
+
### Curation Rationale
|
96 |
+
|
97 |
+
The dataset was specifically curated to address gender imbalance in voice recognition datasets, aiming to provide a balanced representation of male, female, and non-binary voices.
|
98 |
+
|
99 |
+
### Source Data
|
100 |
+
|
101 |
+
#### Data Collection and Processing
|
102 |
+
|
103 |
+
Derived from Mozilla's Common Voice project, the dataset underwent additional processing to balance gender representation and limit the dominance of any single voice.
|
104 |
+
|
105 |
+
|
106 |
+
## Bias, Risks, and Limitations
|
107 |
+
|
108 |
+
Despite efforts to balance gender representation, the dataset may still have biases, such as over-representation of certain accents or age groups. It's not comprehensive in representing all possible variations in English speech.
|
109 |
+
Since the original dataset contains relatively few female and even fewer non-binary voices, the dataset becomes quite small when filtered down.
|
110 |
+
|
111 |
+
|
112 |
+
## Citation
|
113 |
+
The original Common Voice citation:
|
114 |
+
|
115 |
+
```
|
116 |
+
@inproceedings{commonvoice:2020,
|
117 |
+
author = {Ardila, R. and Branson, M. and Davis, K. and Henretty, M. and Kohler, M. and Meyer, J. and Morais, R. and Saunders, L. and Tyers, F. M. and Weber, G.},
|
118 |
+
title = {Common Voice: A Massively-Multilingual Speech Corpus},
|
119 |
+
booktitle = {Proceedings of the 12th Conference on Language Resources and Evaluation (LREC 2020)},
|
120 |
+
pages = {4211--4215},
|
121 |
+
year = 2020
|
122 |
+
}
|
123 |
+
```
|
124 |
+
|
125 |
+
|
126 |
+
|
127 |
+
## Dataset Card Authors
|
128 |
+
|
129 |
+
Kim Gilkey
|
130 |
+
## Dataset Card Contact
|
131 |
+
|
132 |