Convert dataset to Parquet

README.md

@@ -19,6 +19,19 @@ language:
 - cs
 - ko
 - zh
+license:
+- cc-by-4.0
+multilinguality:
+- multilingual
+size_categories:
+- 10K<n<100K
+task_categories:
+- automatic-speech-recognition
+- speech-processing
+task_ids:
+- speech-recognition
+- keyword-spotting
+pretty_name: MInDS-14
 language_bcp47:
 - en
 - en-GB
@@ -35,19 +48,810 @@ language_bcp47:
 - cs
 - ko
 - zh
-license:
-- cc-by-4.0
-multilinguality:
-- multilingual
-pretty_name: 'MInDS-14'
-size_categories:
-- 10K<n<100K
-task_categories:
-- automatic-speech-recognition
-- speech-processing
-task_ids:
-- speech-recognition
-- keyword-spotting
+dataset_info:
+- config_name: cs-CZ
+  features:
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
+          '0': abroad
+          '1': address
+          '2': app_error
+          '3': atm_limit
+          '4': balance
+          '5': business_loan
+          '6': card_issues
+          '7': cash_deposit
+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
+      class_label:
+        names:
+          '0': cs-CZ
+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
+          '4': en-US
+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 40348448.0
+    num_examples: 574
+  download_size: 36473252
+  dataset_size: 40348448.0
+- config_name: de-DE
+  features:
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
+          '0': abroad
+          '1': address
+          '2': app_error
+          '3': atm_limit
+          '4': balance
+          '5': business_loan
+          '6': card_issues
+          '7': cash_deposit
+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
+      class_label:
+        names:
+          '0': cs-CZ
+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
+          '4': en-US
+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 53416129.0
+    num_examples: 611
+  download_size: 41061320
+  dataset_size: 53416129.0
+- config_name: en-AU
+  features:
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
+          '0': abroad
+          '1': address
+          '2': app_error
+          '3': atm_limit
+          '4': balance
+          '5': business_loan
+          '6': card_issues
+          '7': cash_deposit
+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
+      class_label:
+        names:
+          '0': cs-CZ
+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
+          '4': en-US
+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 44128508.0
+    num_examples: 654
+  download_size: 37345603
+  dataset_size: 44128508.0
+- config_name: en-GB
+  features:
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
+          '0': abroad
+          '1': address
+          '2': app_error
+          '3': atm_limit
+          '4': balance
+          '5': business_loan
+          '6': card_issues
+          '7': cash_deposit
+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
+      class_label:
+        names:
+          '0': cs-CZ
+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
+          '4': en-US
+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 39114338.0
+    num_examples: 592
+  download_size: 34547264
+  dataset_size: 39114338.0
+- config_name: en-US
+  features:
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
+          '0': abroad
+          '1': address
+          '2': app_error
+          '3': atm_limit
+          '4': balance
+          '5': business_loan
+          '6': card_issues
+          '7': cash_deposit
+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
+      class_label:
+        names:
+          '0': cs-CZ
+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
+          '4': en-US
+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 38758978.0
+    num_examples: 563
+  download_size: 34191011
+  dataset_size: 38758978.0
+- config_name: es-ES
+  features:
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
+          '0': abroad
+          '1': address
+          '2': app_error
+          '3': atm_limit
+          '4': balance
+          '5': business_loan
+          '6': card_issues
+          '7': cash_deposit
+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
+      class_label:
+        names:
+          '0': cs-CZ
+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
+          '4': en-US
+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 44119716.0
+    num_examples: 486
+  download_size: 39065674
+  dataset_size: 44119716.0
+- config_name: fr-FR
+  features:
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
+          '0': abroad
+          '1': address
+          '2': app_error
+          '3': atm_limit
+          '4': balance
+          '5': business_loan
+          '6': card_issues
+          '7': cash_deposit
+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
+      class_label:
+        names:
+          '0': cs-CZ
+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
+          '4': en-US
+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 36180915.0
+    num_examples: 539
+  download_size: 32613718
+  dataset_size: 36180915.0
+- config_name: it-IT
+  features:
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
+          '0': abroad
+          '1': address
+          '2': app_error
+          '3': atm_limit
+          '4': balance
+          '5': business_loan
+          '6': card_issues
+          '7': cash_deposit
+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
+      class_label:
+        names:
+          '0': cs-CZ
+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
+          '4': en-US
+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 82809519.0
+    num_examples: 696
+  download_size: 59279783
+  dataset_size: 82809519.0
+- config_name: ko-KR
+  features:
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
+          '0': abroad
+          '1': address
+          '2': app_error
+          '3': atm_limit
+          '4': balance
+          '5': business_loan
+          '6': card_issues
+          '7': cash_deposit
+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
+      class_label:
+        names:
+          '0': cs-CZ
+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
+          '4': en-US
+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 39704392.0
+    num_examples: 592
+  download_size: 34155509
+  dataset_size: 39704392.0
+- config_name: nl-NL
+  features:
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
+          '0': abroad
+          '1': address
+          '2': app_error
+          '3': atm_limit
+          '4': balance
+          '5': business_loan
+          '6': card_issues
+          '7': cash_deposit
+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
+      class_label:
+        names:
+          '0': cs-CZ
+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
+          '4': en-US
+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 51394899.0
+    num_examples: 654
+  download_size: 46537391
+  dataset_size: 51394899.0
+- config_name: pl-PL
+  features:
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
+          '0': abroad
+          '1': address
+          '2': app_error
+          '3': atm_limit
+          '4': balance
+          '5': business_loan
+          '6': card_issues
+          '7': cash_deposit
+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
+      class_label:
+        names:
+          '0': cs-CZ
+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
+          '4': en-US
+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 88519091.0
+    num_examples: 562
+  download_size: 52653360
+  dataset_size: 88519091.0
+- config_name: pt-PT
+  features:
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
+          '0': abroad
+          '1': address
+          '2': app_error
+          '3': atm_limit
+          '4': balance
+          '5': business_loan
+          '6': card_issues
+          '7': cash_deposit
+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
+      class_label:
+        names:
+          '0': cs-CZ
+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
+          '4': en-US
+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 77520663.0
+    num_examples: 604
+  download_size: 51730868
+  dataset_size: 77520663.0
+- config_name: ru-RU
+  features:
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
+          '0': abroad
+          '1': address
+          '2': app_error
+          '3': atm_limit
+          '4': balance
+          '5': business_loan
+          '6': card_issues
+          '7': cash_deposit
+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
+      class_label:
+        names:
+          '0': cs-CZ
+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
+          '4': en-US
+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 38133114.0
+    num_examples: 539
+  download_size: 34490005
+  dataset_size: 38133114.0
+- config_name: zh-CN
+  features:
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
+          '0': abroad
+          '1': address
+          '2': app_error
+          '3': atm_limit
+          '4': balance
+          '5': business_loan
+          '6': card_issues
+          '7': cash_deposit
+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
+      class_label:
+        names:
+          '0': cs-CZ
+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
+          '4': en-US
+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 36497299.0
+    num_examples: 502
+  download_size: 32353193
+  dataset_size: 36497299.0
+configs:
+- config_name: all
+  data_files:
+  - split: train
+    path:
+    - "cs-CZ/train-*"
+    - "de-DE/train-*"
+    - "en-AU/train-*"
+    - "en-GB/train-*"
+    - "en-US/train-*"
+    - "es-ES/train-*"
+    - "fr-FR/train-*"
+    - "it-IT/train-*"
+    - "ko-KR/train-*"
+    - "nl-NL/train-*"
+    - "pl-PL/train-*"
+    - "pt-PT/train-*"
+    - "ru-RU/train-*"
+    - "zh-CN/train-*"
+- config_name: cs-CZ
+  data_files:
+  - split: train
+    path: cs-CZ/train-*
+- config_name: de-DE
+  data_files:
+  - split: train
+    path: de-DE/train-*
+- config_name: en-AU
+  data_files:
+  - split: train
+    path: en-AU/train-*
+- config_name: en-GB
+  data_files:
+  - split: train
+    path: en-GB/train-*
+- config_name: en-US
+  data_files:
+  - split: train
+    path: en-US/train-*
+- config_name: es-ES
+  data_files:
+  - split: train
+    path: es-ES/train-*
+- config_name: fr-FR
+  data_files:
+  - split: train
+    path: fr-FR/train-*
+- config_name: it-IT
+  data_files:
+  - split: train
+    path: it-IT/train-*
+- config_name: ko-KR
+  data_files:
+  - split: train
+    path: ko-KR/train-*
+- config_name: nl-NL
+  data_files:
+  - split: train
+    path: nl-NL/train-*
+- config_name: pl-PL
+  data_files:
+  - split: train
+    path: pl-PL/train-*
+- config_name: pt-PT
+  data_files:
+  - split: train
+    path: pt-PT/train-*
+- config_name: ru-RU
+  data_files:
+  - split: train
+    path: ru-RU/train-*
+- config_name: zh-CN
+  data_files:
+  - split: train
+    path: zh-CN/train-*
 ---
 
 # MInDS-14
@@ -97,13 +901,12 @@ All other configurations have the same structure.
 - Total amount of disk used: 471 MB
 
 
-An example of a datainstance of the config `fr-FR` looks as follows:
+An example of a data instance of the config `fr-FR` looks as follows:
 
 ```
 {
-    "path": "/home/patrick/.cache/huggingface/datasets/downloads/extracted/3ebe2265b2f102203be5e64fa8e533e0c6742e72268772c8ac1834c5a1a921e3/fr-FR~ADDRESS/response_4.wav",
     "audio": {
-        "path": "/home/patrick/.cache/huggingface/datasets/downloads/extracted/3ebe2265b2f102203be5e64fa8e533e0c6742e72268772c8ac1834c5a1a921e3/fr-FR~ADDRESS/response_4.wav",
+        "path": None,
         "array": array(
             [0.0, 0.0, 0.0, ..., 0.0, 0.00048828, -0.00024414], dtype=float32
         ),
@@ -119,8 +922,7 @@ An example of a datainstance of the config `fr-FR` looks as follows:
 ### Data Fields
 The data fields are the same among all splits.
 
-- **path** (str): Path to the audio file
-- **audio** (dict): Audio object including loaded audio array, sampling rate and path ot audio
+- **audio** (dict): Audio object including loaded audio array, sampling rate and path to audio
 - **transcription** (str): Transcription of the audio file
 - **english_transcription** (str): English transcription of the audio file
 - **intent_class** (int): Class id of intent

cs-CZ/train-00000-of-00001.parquet

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+size 36473252

de-DE/train-00000-of-00001.parquet

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en-AU/train-00000-of-00001.parquet

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+size 37345603

en-GB/train-00000-of-00001.parquet

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en-US/train-00000-of-00001.parquet

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+size 34191011

es-ES/train-00000-of-00001.parquet

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+size 39065674

fr-FR/train-00000-of-00001.parquet

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it-IT/train-00000-of-00001.parquet

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+size 59279783

ko-KR/train-00000-of-00001.parquet

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minds14.py

@@ -1,172 +0,0 @@
-# coding=utf-8
-# Copyright 2022 The PolyAI and 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.
-
-import csv
-import os
-
-import datasets
-
-logger = datasets.logging.get_logger(__name__)
-
-
-""" MInDS-14 Dataset"""
-
-_CITATION = """\
-@article{gerz2021multilingual,
-  title={Multilingual and cross-lingual intent detection from spoken data},
-  author={Gerz, Daniela and Su, Pei-Hao and Kusztos, Razvan and Mondal, Avishek and Lis, Michal and Singhal, Eshan and Mrk{\v{s}}i{\'c}, Nikola and Wen, Tsung-Hsien and Vuli{\'c}, Ivan},
-  journal={arXiv preprint arXiv:2104.08524},
-  year={2021}
-}
-"""
-
-_DESCRIPTION = """\
-MINDS-14 is training and evaluation resource for intent
-detection task with spoken data. It covers 14
-intents extracted from a commercial system
-in the e-banking domain, associated with spoken examples in 14 diverse language varieties.
-"""
-
-_ALL_CONFIGS = sorted([
-    "cs-CZ", "de-DE", "en-AU", "en-GB", "en-US", "es-ES", "fr-FR", "it-IT", "ko-KR", "nl-NL", "pl-PL", "pt-PT", "ru-RU", "zh-CN"
-])
-
-
-_DESCRIPTION = "MINDS-14 is a dataset for the intent detection task with spoken data. It covers 14 intents extracted from a commercial system in the e-banking domain, associated with spoken examples in 14 diverse language varieties."
-
-_HOMEPAGE_URL = "https://arxiv.org/abs/2104.08524"
-
-_DATA_URL = "https://www.dropbox.com/s/e2us0hcs3ilr20e/MInDS-14.zip?dl=1"
-
-
-class Minds14Config(datasets.BuilderConfig):
-    """BuilderConfig for xtreme-s"""
-
-    def __init__(
-        self, name, description, homepage, data_url
-    ):
-        super(Minds14Config, self).__init__(
-            name=self.name,
-            version=datasets.Version("1.0.0", ""),
-            description=self.description,
-        )
-        self.name = name
-        self.description = description
-        self.homepage = homepage
-        self.data_url = data_url
-
-
-def _build_config(name):
-    return Minds14Config(
-        name=name,
-        description=_DESCRIPTION,
-        homepage=_HOMEPAGE_URL,
-        data_url=_DATA_URL,
-    )
-
-
-class Minds14(datasets.GeneratorBasedBuilder):
-
-    DEFAULT_WRITER_BATCH_SIZE = 1000
-    BUILDER_CONFIGS = [_build_config(name) for name in _ALL_CONFIGS + ["all"]]
-
-    def _info(self):
-        task_templates = None
-        langs = _ALL_CONFIGS
-        features = datasets.Features(
-            {
-                "path": datasets.Value("string"),
-                "audio": datasets.Audio(sampling_rate=8_000),
-                "transcription": datasets.Value("string"),
-                "english_transcription": datasets.Value("string"),
-                "intent_class": datasets.ClassLabel(
-                    names=[
-                        "abroad",
-                        "address",
-                        "app_error",
-                        "atm_limit",
-                        "balance",
-                        "business_loan",
-                        "card_issues",
-                        "cash_deposit",
-                        "direct_debit",
-                        "freeze",
-                        "high_value_payment",
-                        "joint_account",
-                        "latest_transactions",
-                        "pay_bill",
-                    ]
-                ),
-                "lang_id": datasets.ClassLabel(names=langs),
-            }
-        )
-
-        return datasets.DatasetInfo(
-            description=_DESCRIPTION,
-            features=features,
-            supervised_keys=("audio", "transcription"),
-            homepage=self.config.homepage,
-            citation=_CITATION,
-            task_templates=task_templates,
-        )
-
-    def _split_generators(self, dl_manager):
-        langs = (
-            _ALL_CONFIGS
-            if self.config.name == "all"
-            else [self.config.name]
-        )
-
-        archive_path = dl_manager.download_and_extract(self.config.data_url)
-        audio_path = dl_manager.extract(
-            os.path.join(archive_path, "MInDS-14", "audio.zip")
-        )
-        text_path = dl_manager.extract(
-            os.path.join(archive_path, "MInDS-14", "text.zip")
-        )
-
-        text_path = {l: os.path.join(text_path, f"{l}.csv") for l in langs}
-
-        return [
-            datasets.SplitGenerator(
-                name=datasets.Split.TRAIN,
-                gen_kwargs={
-                    "audio_path": audio_path,
-                    "text_paths": text_path,
-                },
-            )
-        ]
-
-
-    def _generate_examples(self, audio_path, text_paths):
-        key = 0
-        for lang in text_paths.keys():
-            text_path = text_paths[lang]
-            with open(text_path, encoding="utf-8") as csv_file:
-                csv_reader = csv.reader(csv_file, delimiter=",", skipinitialspace=True)
-                next(csv_reader)
-                for row in csv_reader:
-                    file_path, transcription, english_transcription, intent_class = row
-
-                    file_path = os.path.join(audio_path, *file_path.split("/"))
-                    yield key, {
-                        "path": file_path,
-                        "audio": file_path,
-                        "transcription": transcription,
-                        "english_transcription": english_transcription,
-                        "intent_class": intent_class.lower(),
-                        "lang_id": _ALL_CONFIGS.index(lang),
-                    }
-                    key += 1

nl-NL/train-00000-of-00001.parquet

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pl-PL/train-00000-of-00001.parquet

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pt-PT/train-00000-of-00001.parquet

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ru-RU/train-00000-of-00001.parquet

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