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- README.md +56 -3
- bayelemabaga.py +128 -0
- index.html +158 -0
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=======================================================================
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Creative Commons Attribution 4.0 International Public License
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a. License grant.
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exercise the Licensed Rights in the Licensed Material to:
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Your exercise of the Licensed Rights is expressly made subject to the
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1. If You Share the Licensed Material (including in modified
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attribution, in any reasonable manner requested by
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reasonably practicable.
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Section 4 -- Sui Generis Database Rights.
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portion of the contents of the database;
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all or a substantial portion of the contents of the database.
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For the avoidance of doubt, this Section 4 supplements and does not
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replace Your obligations under this Public License where the Licensed
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Section 5 -- Disclaimer of Warranties and Limitation of Liability.
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a. UNLESS OTHERWISE SEPARATELY UNDERTAKEN BY THE LICENSOR, TO THE
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EXTENT POSSIBLE, THE LICENSOR OFFERS THE LICENSED MATERIAL AS-IS
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the avoidance of doubt, this paragraph does not form part of the
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+
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Creative Commons may be contacted at creativecommons.org.
|
README.md
CHANGED
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-
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|
1 |
+
# BAYƐLƐMABAGA: Parallel French - Bambara Dataset for Machine Learning
|
2 |
+
|
3 |
+
## Overview
|
4 |
+
The Bayelemabaga dataset is a collection of 44562 aligned machine translation ready Bambara-French lines, originating from [Corpus Bambara de Reference](http://cormande.huma-num.fr/corbama/run.cgi/first_form). The dataset is constitued of text extracted from **231** text files, varing from periodicals, books, short stories, blog posts, part of the Bible and the Quran.
|
5 |
+
|
6 |
+
## Snapshot: 44160
|
7 |
+
| | |
|
8 |
+
|:---|---:|
|
9 |
+
| **Lines** | **44160** |
|
10 |
+
| French Tokens | 665425 |
|
11 |
+
| Bambara Tokens | 645414 |
|
12 |
+
| French Types | 28312 |
|
13 |
+
| Bambara Types | 27532 |
|
14 |
+
| Avg. Fr line length | 79 |
|
15 |
+
| Avg. Bam line length | 66 |
|
16 |
+
| Number of text sources | 231 |
|
17 |
+
|
18 |
+
## Data Splits
|
19 |
+
| | | |
|
20 |
+
|:-----:|:---:|------:|
|
21 |
+
| Train | 80% | 35328 |
|
22 |
+
| Valid | 10% | 4416 |
|
23 |
+
| Test | 10% | 4416 |
|
24 |
+
||
|
25 |
+
|
26 |
+
## Remarks
|
27 |
+
|
28 |
+
* We are working on resolving some last minute misalignment issues.
|
29 |
+
|
30 |
+
### Maintenance
|
31 |
+
|
32 |
+
* This dataset is supposed to be actively maintained.
|
33 |
+
|
34 |
+
### Benchmarks:
|
35 |
+
|
36 |
+
- `Coming soon`
|
37 |
+
|
38 |
+
### To note:
|
39 |
+
- ʃ => (sh) sound: Symbol left in the dataset, although not a part of bambara orthography nor French orthography.
|
40 |
+
|
41 |
+
## License
|
42 |
+
|
43 |
+
- `CC-BY-SA-4.0`
|
44 |
+
|
45 |
+
## Version
|
46 |
+
|
47 |
+
- `1.0.0`
|
48 |
+
|
49 |
+
## Citation
|
50 |
+
|
51 |
+
|
52 |
+
|
53 |
+
## Contacts
|
54 |
+
- Christopher Homan (PI)
|
55 |
+
- Michael Leventhal (PI)
|
56 |
+
- Valentin Vydrin (PI)
|
bayelemabaga.py
ADDED
@@ -0,0 +1,128 @@
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|
1 |
+
""" RobotsMaliAI: Bayelemaba """
|
2 |
+
|
3 |
+
import datasets
|
4 |
+
|
5 |
+
_CITATION = """\
|
6 |
+
@misc{bayelemaba2022
|
7 |
+
title={Machine Learning Dataset Development for Manding Languages},
|
8 |
+
author={
|
9 |
+
Valentin Vydrin and
|
10 |
+
Christopher Homan and
|
11 |
+
Michael Leventhal and
|
12 |
+
Allashera Auguste Tapo and
|
13 |
+
Marco Z... and
|
14 |
+
INALCO Members
|
15 |
+
|
16 |
+
},
|
17 |
+
howpublished = {url{https://github.com/robotsmali-ai/datasets}},
|
18 |
+
year={2022}
|
19 |
+
}
|
20 |
+
"""
|
21 |
+
|
22 |
+
_DESCRIPTION = """\
|
23 |
+
The Bayelemabaga dataset is a collection of 44160 aligned machine translation ready Bambara-French lines,
|
24 |
+
originating from Corpus Bambara de Reference. The dataset is constitued of text extracted from 231 source files,
|
25 |
+
varing from periodicals, books, short stories, blog posts, part of the Bible and the Quran.
|
26 |
+
"""
|
27 |
+
|
28 |
+
_URL = {
|
29 |
+
"parallel": "https://robotsmali-ai.github.io/datasets/bayelemabaga.tar.gz"
|
30 |
+
}
|
31 |
+
|
32 |
+
_LanguagePairs = [
|
33 |
+
"bam-fr", "fr-bam"]
|
34 |
+
|
35 |
+
class BayelemabagaConfig(datasets.BuilderConfig):
|
36 |
+
""" BuilderConfig for Bayelemabaga """
|
37 |
+
|
38 |
+
def __init__(self, language_pair, **kwargs) -> None:
|
39 |
+
"""
|
40 |
+
Args:
|
41 |
+
language_pair: language pair, you want to load
|
42 |
+
**kwargs: -> Super()
|
43 |
+
"""
|
44 |
+
super().__init__(**kwargs)
|
45 |
+
|
46 |
+
self.language_pair = language_pair
|
47 |
+
|
48 |
+
class Bayelemabaga(datasets.GeneratorBasedBuilder):
|
49 |
+
""" Bi-Lingual Bam, Fr text made for Machine Translation """
|
50 |
+
|
51 |
+
VERSION = datasets.Version("1.0.0")
|
52 |
+
BUILDER_CONFIG_CLASS = BayelemabagaConfig
|
53 |
+
|
54 |
+
BUILDER_CONFIGS = [
|
55 |
+
BayelemabagaConfig(name="bam-fr", description=_DESCRIPTION, language_pair="bam-fr"),
|
56 |
+
BayelemabagaConfig(name="fr-bam", description=_DESCRIPTION, language_pair="fr-bam")
|
57 |
+
]
|
58 |
+
|
59 |
+
def _info(self):
|
60 |
+
src_tag, tgt_tag = self.config.language_pair.split("-")
|
61 |
+
return datasets.DatasetInfo(
|
62 |
+
description=_DESCRIPTION,
|
63 |
+
features=datasets.Features({"translation": datasets.features.Translation(languages=(src_tag, tgt_tag))}),
|
64 |
+
supervised_keys=(src_tag, tgt_tag),
|
65 |
+
homepage="https://robotsmali-ai.github.io/datasets",
|
66 |
+
citation=_CITATION
|
67 |
+
)
|
68 |
+
|
69 |
+
def _split_generators(self, dl_manager):
|
70 |
+
lang_pair = self.config.language_pair
|
71 |
+
src_tag, tgt_tag = lang_pair.split("-")
|
72 |
+
|
73 |
+
archive = dl_manager.download(_URL["parallel"])
|
74 |
+
|
75 |
+
train_dir = "bayelemabaga/train"
|
76 |
+
valid_dir = "bayelemabaga/valid"
|
77 |
+
test_dir = "bayelemabaga/test"
|
78 |
+
|
79 |
+
train = datasets.SplitGenerator(
|
80 |
+
name=datasets.Split.TRAIN,
|
81 |
+
gen_kwargs = {
|
82 |
+
"filepath": f"{train_dir}/train.{src_tag}",
|
83 |
+
"labelpath": f"{train_dir}/train.{tgt_tag}",
|
84 |
+
"files": dl_manager.iter_archive(archive)
|
85 |
+
}
|
86 |
+
)
|
87 |
+
|
88 |
+
valid = datasets.SplitGenerator(
|
89 |
+
name=datasets.Split.VALIDATION,
|
90 |
+
gen_kwargs = {
|
91 |
+
"filepath": f"{valid_dir}/dev.{src_tag}",
|
92 |
+
"labelpath": f"{valid_dir}/dev.{tgt_tag}",
|
93 |
+
"files": dl_manager.iter_archive(archive)
|
94 |
+
}
|
95 |
+
)
|
96 |
+
|
97 |
+
test = datasets.SplitGenerator(
|
98 |
+
name=datasets.Split.TEST,
|
99 |
+
gen_kwargs = {
|
100 |
+
"filepath": f"{test_dir}/test.{src_tag}",
|
101 |
+
"labelpath": f"{test_dir}/test.{tgt_tag}",
|
102 |
+
"files": dl_manager.iter_archive(archive)
|
103 |
+
}
|
104 |
+
)
|
105 |
+
|
106 |
+
output = []
|
107 |
+
|
108 |
+
output.append(train)
|
109 |
+
output.append(valid)
|
110 |
+
output.append(test)
|
111 |
+
|
112 |
+
return output
|
113 |
+
|
114 |
+
def _generate_examples(self, filepath, labelpath, files):
|
115 |
+
""" Yield examples """
|
116 |
+
src_tag, tgt_tag = self.config.language_pair.split("-")
|
117 |
+
src, tgt = None, None
|
118 |
+
|
119 |
+
for path, f in files:
|
120 |
+
if(path == filepath):
|
121 |
+
src = f.read().decode("utf-8").split("\n")[:-1]
|
122 |
+
elif(path == labelpath):
|
123 |
+
tgt = f.read().decode("utf-8").split("\n")[:-1]
|
124 |
+
|
125 |
+
if(src is not None and tgt is not None):
|
126 |
+
for idx, (s,t) in enumerate(zip(src, tgt)):
|
127 |
+
yield idx, {"translation": {src_tag: s, tgt_tag: t}}
|
128 |
+
break
|
index.html
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|
1 |
+
<html>
|
2 |
+
<head>
|
3 |
+
<style>
|
4 |
+
button {
|
5 |
+
width: 25%;
|
6 |
+
border: 0;
|
7 |
+
padding: 0.5%;
|
8 |
+
margin: 2% 1%;
|
9 |
+
color: slategrey;
|
10 |
+
/*box-shadow: rgba(0, 0, 0, 0.35) 0px 5px 15px;*/
|
11 |
+
font-weight: bolder;
|
12 |
+
font-size: 125%;
|
13 |
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}
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button:hover {
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background-color: #d9e6ff;
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color: #ff5659;
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}
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</style>
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<title>BAYƐLƐMABAGA: Parallel French - Bambara Dataset for Machine Learning</title>
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+
</head>
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+
<body>
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<h1>
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+
BAYƐLƐMABAGA: Parallel French - Bambara Dataset for Machine Learning
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+
</h1>
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+
<h2>Overview</h2>
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<p>
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+
The Bayelemabaga dataset is a collection of 44160 aligned machine
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+
translation ready Bambara-French lines, originating from
|
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+
<a href="http://cormande.huma-num.fr/corbama/run.cgi/first_form"
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+
>Corpus Bambara de Reference</a
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+
> by INALCO's LLACAN Lab. The dataset is constitued of text extracted from
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+
<strong>231</strong> text files, varing from periodicals, books,
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+
short stories, blog posts, part of the Bible and the Quran.
|
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+
</p>
|
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+
<h2>Snapshot: 44160</h2>
|
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+
<table>
|
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+
<thead>
|
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+
<tr>
|
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+
<th align="left"></th>
|
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+
<th align="right"></th>
|
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+
</tr>
|
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+
</thead>
|
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+
<tbody>
|
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+
<tr>
|
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+
<td align="left"><strong>Lines</strong></td>
|
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+
<td align="right"><strong>44160</strong></td>
|
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+
</tr>
|
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+
<tr>
|
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+
<td align="left">French Tokens</td>
|
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+
<td align="right">665425</td>
|
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+
</tr>
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+
<tr>
|
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+
<td align="left">Bambara Tokens</td>
|
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+
<td align="right">645414</td>
|
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+
</tr>
|
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+
<tr>
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+
<td align="left">French Types</td>
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+
<td align="right">28312</td>
|
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+
</tr>
|
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+
<tr>
|
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+
<td align="left">Bambara Types</td>
|
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+
<td align="right">27532</td>
|
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+
</tr>
|
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+
<tr>
|
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+
<td align="left">Avg. Fr line length</td>
|
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+
<td align="right">79</td>
|
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+
</tr>
|
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+
<tr>
|
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+
<td align="left">Avg. Bam line length</td>
|
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+
<td align="right">66</td>
|
71 |
+
</tr>
|
72 |
+
<tr>
|
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+
<td align="left">Number of text sources</td>
|
74 |
+
<td align="right">231</td>
|
75 |
+
</tr>
|
76 |
+
</tbody>
|
77 |
+
</table>
|
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+
<h2>Data Splits</h2>
|
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+
<table>
|
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+
<thead>
|
81 |
+
<tr>
|
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+
<th align="center"></th>
|
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+
<th align="center"></th>
|
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+
<th align="right"></th>
|
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+
</tr>
|
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+
</thead>
|
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+
<tbody>
|
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+
<tr>
|
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+
<td align="center">Train</td>
|
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+
<td align="center">80%</td>
|
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+
<td align="right">35328</td>
|
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+
</tr>
|
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+
<tr>
|
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+
<td align="center">Valid</td>
|
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+
<td align="center">10%</td>
|
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+
<td align="right">4416</td>
|
97 |
+
</tr>
|
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+
<tr>
|
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+
<td align="center">Test</td>
|
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+
<td align="center">10%</td>
|
101 |
+
<td align="right">4416</td>
|
102 |
+
</tr>
|
103 |
+
<tr>
|
104 |
+
<td align="center"></td>
|
105 |
+
<td align="center"></td>
|
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+
<td align="right"></td>
|
107 |
+
</tr>
|
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+
</tbody>
|
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+
</table>
|
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+
<h2>Remarks</h2>
|
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+
<ul>
|
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+
<li>
|
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+
We are working on resolving some last minute misalignment issues
|
114 |
+
encountered.
|
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+
</li>
|
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+
</ul>
|
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+
<h3>Maintenance</h3>
|
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+
<ul>
|
119 |
+
<li>This dataset is supposed to be actively maintained.</li>
|
120 |
+
</ul>
|
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+
<h3>Benchmarks:</h3>
|
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+
<ul>
|
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+
<li>
|
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+
<code>Coming soon</code>
|
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+
</li>
|
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+
</ul>
|
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+
<h3>To note:</h3>
|
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+
<ul>
|
129 |
+
<li>
|
130 |
+
ʃ => (sh) sound: Symbol left in the dataset, although not a
|
131 |
+
part of bambara orthography nor French orthography.
|
132 |
+
</li>
|
133 |
+
</ul>
|
134 |
+
<h2>License</h2>
|
135 |
+
<h2>Version</h2>
|
136 |
+
<ul>
|
137 |
+
<li>
|
138 |
+
<code>1.0.0</code>
|
139 |
+
</li>
|
140 |
+
</ul>
|
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+
<h2>Citation</h2>
|
142 |
+
<h2>Contacts</h2>
|
143 |
+
<ul>
|
144 |
+
<li>Christopher Homan (PI)</li>
|
145 |
+
<li>Michael Leventhal (PI)</li>
|
146 |
+
<li>Valentin Vydrin (PI)</li>
|
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+
</ul>
|
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+
|
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+
<button onclick="download_triggered()">Download</button>
|
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+
<div id="code_sent"></div>
|
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+
<div>
|
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+
For any questions, contact <code>mleventhal@robotsmali.org</code>
|
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+
</div>
|
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+
<br />
|
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+
<div>This dataset is distributed under the CC-BY-SA-4.0 LICENSE</div>
|
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+
</body>
|
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+
<script src="./index.js"></script>
|
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+
</html>
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