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CommonLanguage.tar.gz

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README.md

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+---
+pretty_name: Common Language
+annotations_creators:
+- crowdsourced
+language_creators:
+- crowdsourced
+languages:
+- ar
+- br
+- ca
+- cnh
+- cs
+- cv
+- cy
+- de
+- dv
+- el
+- en
+- eo
+- es
+- et
+- eu
+- fa
+- fr
+- fy-NL
+- ia
+- id
+- it
+- ja
+- ka
+- kab
+- ky
+- lv
+- mn
+- mt
+- nl
+- pl
+- pt
+- rm-sursilv
+- ro
+- ru
+- rw
+- sah
+- sl
+- sv-SE
+- ta
+- tr
+- tt
+- uk
+- zh-CN
+- zh-HK
+- zh-TW
+licenses:
+- cc-by-nc-4.0
+multilinguality:
+- multilingual
+size_categories:
+- 100K<n<1M
+source_datasets:
+- extended|common_voice
+task_categories:
+- speech-processing
+task_ids:
+- speech-classification
+---
+
+# Dataset Card for common_language
+
+## Table of Contents
+- [Dataset Description](#dataset-description)
+  - [Dataset Summary](#dataset-summary)
+  - [Supported Tasks and Leaderboards](#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:** https://zenodo.org/record/5036977
+- **Repository:** https://github.com/speechbrain/speechbrain/tree/develop/recipes/CommonLanguage
+- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+- **Leaderboard:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Dataset Summary
+
+This dataset is composed of speech recordings from languages that were carefully selected from the CommonVoice database. The total duration of audio recordings is 45.1 hours (i.e., 1 hour of material for each language). The dataset has been extracted from CommonVoice to train language-id systems.
+
+### Supported Tasks and Leaderboards
+
+The baselines for language-id are available in the SpeechBrain toolkit (see recipes/CommonLanguage):
+https://github.com/speechbrain/speechbrain
+
+### Languages
+
+List of included languages:
+```
+Arabic, Basque, Breton, Catalan, Chinese_China, Chinese_Hongkong, Chinese_Taiwan, Chuvash, Czech, Dhivehi, Dutch, English, Esperanto, Estonian, French, Frisian, Georgian, German, Greek, Hakha_Chin, Indonesian, Interlingua, Italian, Japanese, Kabyle, Kinyarwanda, Kyrgyz, Latvian, Maltese, Mongolian, Persian, Polish, Portuguese, Romanian, Romansh_Sursilvan, Russian, Sakha, Slovenian, Spanish, Swedish, Tamil, Tatar, Turkish, Ukranian, Welsh
+```
+
+## Dataset Structure
+
+### Data Instances
+
+A typical data point comprises the `path` to the audio file, and its label `language`. Additional fields include `age`, `client_id`, `gender` and `sentence`.
+
+```python
+{
+  'client_id': 'itln_trn_sp_175',
+  'path': '/path/common_voice_kpd/Italian/train/itln_trn_sp_175/common_voice_it_18279446.wav',
+  'sentence': 'Con gli studenti è leggermente simile.',
+  'age': 'not_defined',
+  'gender': 'not_defined',
+  'language': 22
+}
+```
+
+### Data Fields
+
+`client_id` (`string`): An id for which client (voice) made the recording
+
+`path` (`string`): The path to the audio file
+
+`language` (`ClassLabel`): The language of the recording (see the `Languages` section above)
+
+`sentence` (`string`): The sentence the user was prompted to speak
+
+`age` (`string`): The age of the speaker.
+
+`gender` (`string`): The gender of the speaker
+
+### Data Splits
+
+The dataset is already balanced and split into train, dev (validation) and test sets. 
+
+| Name                              | Train  | Dev    | Test  |
+|:---------------------------------:|:------:|:------:|:-----:|
+| **# of utterances**               | 177552 | 47104  | 47704 |
+| **# unique speakers**             | 11189  | 1297   | 1322  |
+| **Total duration, hr**            | 30.04  | 7.53   | 7.53  |
+| **Min duration, sec**             | 0.86   | 0.98   | 0.89  |
+| **Mean duration, sec**            | 4.87   | 4.61   | 4.55  |
+| **Max duration, sec**             | 21.72  | 105.67 | 29.83 |
+| **Duration per language, min**    | ~40    | ~10    | ~10   |
+
+## Dataset Creation
+
+### Curation Rationale
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Source Data
+
+#### Initial Data Collection and Normalization
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+#### Who are the source language producers?
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Annotations
+
+#### Annotation process
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+#### Who are the annotators?
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Personal and Sensitive Information
+
+The dataset consists of people who have donated their voice online.  You agree to not attempt to determine the identity of speakers in the Common Voice dataset.
+
+## Considerations for Using the Data
+
+### Social Impact of Dataset
+
+The dataset consists of people who have donated their voice online.  You agree to not attempt to determine the identity of speakers in the Common Voice dataset.
+
+### Discussion of Biases
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Other Known Limitations
+
+The Mongolian and Ukrainian languages are spelled as "Mangolian" and "Ukranian" in this version of the dataset.
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+## Additional Information
+
+### Dataset Curators
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Licensing Information
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Citation Information
+
+```
+@dataset{ganesh_sinisetty_2021_5036977,
+  author       = {Ganesh Sinisetty and
+                  Pavlo Ruban and
+                  Oleksandr Dymov and
+                  Mirco Ravanelli},
+  title        = {CommonLanguage},
+  month        = jun,
+  year         = 2021,
+  publisher    = {Zenodo},
+  version      = {0.1},
+  doi          = {10.5281/zenodo.5036977},
+  url          = {https://doi.org/10.5281/zenodo.5036977}
+}
+```
+
+### Contributions
+
+Thanks to [@anton-l](https://github.com/anton-l) for adding this dataset.

common_language.py

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+# coding=utf-8
+# Copyright 2021 The HuggingFace Datasets Authors and the current dataset script contributor.
+#
+# 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.
+""" Common Language Dataset"""
+
+
+import glob
+import os
+
+import datasets
+
+
+_DATA_URL = "CommonLanguage.tar.gz"
+
+_CITATION = """\
+@dataset{ganesh_sinisetty_2021_5036977,
+  author       = {Ganesh Sinisetty and
+                  Pavlo Ruban and
+                  Oleksandr Dymov and
+                  Mirco Ravanelli},
+  title        = {CommonLanguage},
+  month        = jun,
+  year         = 2021,
+  publisher    = {Zenodo},
+  version      = {0.1},
+  doi          = {10.5281/zenodo.5036977},
+  url          = {https://doi.org/10.5281/zenodo.5036977}
+}
+"""
+
+_DESCRIPTION = """\
+This dataset is composed of speech recordings from languages that were carefully selected from the CommonVoice database.
+The total duration of audio recordings is 45.1 hours (i.e., 1 hour of material for each language).
+The dataset has been extracted from CommonVoice to train language-id systems.
+"""
+
+_HOMEPAGE = "https://zenodo.org/record/5036977"
+
+_LICENSE = "https://creativecommons.org/licenses/by/4.0/legalcode"
+
+_LANGUAGES = [
+    "Arabic",
+    "Basque",
+    "Breton",
+    "Catalan",
+    "Chinese_China",
+    "Chinese_Hongkong",
+    "Chinese_Taiwan",
+    "Chuvash",
+    "Czech",
+    "Dhivehi",
+    "Dutch",
+    "English",
+    "Esperanto",
+    "Estonian",
+    "French",
+    "Frisian",
+    "Georgian",
+    "German",
+    "Greek",
+    "Hakha_Chin",
+    "Indonesian",
+    "Interlingua",
+    "Italian",
+    "Japanese",
+    "Kabyle",
+    "Kinyarwanda",
+    "Kyrgyz",
+    "Latvian",
+    "Maltese",
+    "Mangolian",
+    "Persian",
+    "Polish",
+    "Portuguese",
+    "Romanian",
+    "Romansh_Sursilvan",
+    "Russian",
+    "Sakha",
+    "Slovenian",
+    "Spanish",
+    "Swedish",
+    "Tamil",
+    "Tatar",
+    "Turkish",
+    "Ukranian",
+    "Welsh",
+]
+
+
+class CommonLanguage(datasets.GeneratorBasedBuilder):
+    VERSION = datasets.Version("0.1.0")
+
+    BUILDER_CONFIGS = [
+        datasets.BuilderConfig(name="full", version=VERSION, description="The entire Common Language dataset"),
+    ]
+
+    def _info(self):
+        features = datasets.Features(
+            {
+                "client_id": datasets.Value("string"),
+                "path": datasets.Value("string"),
+                "sentence": datasets.Value("string"),
+                "age": datasets.Value("string"),
+                "gender": datasets.Value("string"),
+                "language": datasets.ClassLabel(names=_LANGUAGES),
+            }
+        )
+
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=features,
+            supervised_keys=None,
+            homepage=_HOMEPAGE,
+            license=_LICENSE,
+            citation=_CITATION,
+        )
+
+    def _split_generators(self, dl_manager):
+        """Returns SplitGenerators."""
+
+        dl_path = dl_manager.download_and_extract(_DATA_URL)
+        archive_path = os.path.join(dl_path, "common_voice_kpd/")
+
+        return [
+            datasets.SplitGenerator(
+                name=datasets.Split.TRAIN,
+                gen_kwargs={"archive_path": archive_path, "split": "train"},
+            ),
+            datasets.SplitGenerator(
+                name=datasets.Split.VALIDATION,
+                gen_kwargs={"archive_path": archive_path, "split": "dev"},
+            ),
+            datasets.SplitGenerator(
+                name=datasets.Split.TEST,
+                gen_kwargs={"archive_path": archive_path, "split": "test"},
+            ),
+        ]
+
+    def _generate_examples(self, archive_path, split):
+        """Yields examples."""
+
+        csv_path_glob = os.path.join(archive_path, "**/", f"{split}.csv")
+
+        key = 0
+        for csv_path in sorted(glob.glob(csv_path_glob)):
+            with open(csv_path, encoding="utf-16") as fin:
+                next(fin)  # skip the header
+                for line in fin:
+                    client_id, wav_name, sentence, age, gender = line.strip().split("\t")[1:]
+                    language = csv_path.split("/")[-2]
+                    path = os.path.join(os.path.splitext(csv_path)[0], client_id, wav_name)
+
+                    yield key, {
+                        "client_id": client_id,
+                        "path": path,
+                        "sentence": sentence,
+                        "age": age,
+                        "gender": gender,
+                        "language": language,
+                    }
+                    key += 1
+

dataset_infos.json

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+{"full": {"description": "This dataset is composed of speech recordings from languages that were carefully selected from the CommonVoice database.\nThe total duration of audio recordings is 45.1 hours (i.e., 1 hour of material for each language).\nThe dataset has been extracted from CommonVoice to train language-id systems.\n", "citation": "@dataset{ganesh_sinisetty_2021_5036977,\n  author       = {Ganesh Sinisetty and\n                  Pavlo Ruban and\n                  Oleksandr Dymov and\n                  Mirco Ravanelli},\n  title        = {CommonLanguage},\n  month        = jun,\n  year         = 2021,\n  publisher    = {Zenodo},\n  version      = {0.1},\n  doi          = {10.5281/zenodo.5036977},\n  url          = {https://doi.org/10.5281/zenodo.5036977}\n}\n", "homepage": "https://zenodo.org/record/5036977", "license": "https://creativecommons.org/licenses/by/4.0/legalcode", "features": {"client_id": {"dtype": "string", "id": null, "_type": "Value"}, "path": {"dtype": "string", "id": null, "_type": "Value"}, "sentence": {"dtype": "string", "id": null, "_type": "Value"}, "age": {"dtype": "string", "id": null, "_type": "Value"}, "gender": {"dtype": "string", "id": null, "_type": "Value"}, "language": {"num_classes": 45, "names": ["Arabic", "Basque", "Breton", "Catalan", "Chinese_China", "Chinese_Hongkong", "Chinese_Taiwan", "Chuvash", "Czech", "Dhivehi", "Dutch", "English", "Esperanto", "Estonian", "French", "Frisian", "Georgian", "German", "Greek", "Hakha_Chin", "Indonesian", "Interlingua", "Italian", "Japanese", "Kabyle", "Kinyarwanda", "Kyrgyz", "Latvian", "Maltese", "Mangolian", "Persian", "Polish", "Portuguese", "Romanian", "Romansh_Sursilvan", "Russian", "Sakha", "Slovenian", "Spanish", "Swedish", "Tamil", "Tatar", "Turkish", "Ukranian", "Welsh"], "names_file": null, "id": null, "_type": "ClassLabel"}}, "post_processed": null, "supervised_keys": null, "task_templates": null, "builder_name": "common_language", "config_name": "full", "version": {"version_str": "0.1.0", "description": null, "major": 0, "minor": 1, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 7116761, "num_examples": 22194, "dataset_name": "common_language"}, "validation": {"name": "validation", "num_bytes": 1855233, "num_examples": 5888, "dataset_name": "common_language"}, "test": {"name": "test", "num_bytes": 1877970, "num_examples": 5963, "dataset_name": "common_language"}}, "download_checksums": {"CommonLanguage.tar.gz": {"num_bytes": 3761951178, "checksum": "94bde611700887527c223363bb1d2a22d0a5b55e0e381c5dc74ad67b06a267d7"}}, "download_size": 3761951178, "post_processing_size": null, "dataset_size": 10849964, "size_in_bytes": 3772801142}}