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Dataset Text Albanian (Albania) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 12,000 words Add Dataset to Quote sqi_ALB_PHON Appen Global Pronunciation Dictionary Albanian Albania N/A N/A N/A N/A 12,000 N/A text Albanian (Albania) Pronunciation Dictionary
Dataset Text Amharic (Ethiopia) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 49,000 words Add Dataset to Quote amh_ETH_PHON Appen Global Pronunciation Dictionary Amharic Ethiopia N/A N/A N/A N/A 49,000 N/A text Amharic (Ethiopia) Pronunciation Dictionary
Dataset Text Arabic (Algeria) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 11,000 words Add Dataset to Quote ara_DZA_PHON Appen Global Pronunciation Dictionary Arabic Algeria N/A N/A N/A N/A 11,000 N/A text Arabic (Algeria) Pronunciation Dictionary
Dataset Audio Arabic (Eastern Algeria) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 29 hours Add Dataset to Quote EAR_ASR001 Appen Global Conversational Speech Arabic Algeria Low background noise (home/office) 496 2 Available on request 11,327 8 alaw Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
For the majority of calls, both speakers (in-line/out-line) were collected and transcribed however, for a smaller number of calls, only one half of the conversation was collected and transcribed
8% landline, 92% mobile
Arabic (Eastern Algeria) conversational telephony
Dataset Text Arabic (Egypt) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 40,000 words Add Dataset to Quote ara_EGY_PHON Appen Global Pronunciation Dictionary Arabic Egypt N/A N/A N/A N/A 40,000 N/A text Arabic (Egypt) Pronunciation Dictionary
Dataset Audio Arabic (Egypt) scripted smartphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Mobile phone Unit: 352 hours Add Dataset to Quote ARE_ASR001_CN Appen China Scripted Speech Arabic Egypt Low background noise (home/office) 627 1 128,908 207,576 16 wav Dataset contains audio with corresponding text prompts
Text prompts are not vowelised
Arabic (Egypt) scripted smartphone
Dataset Text Arabic (Iraq) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 13,000 words Add Dataset to Quote ara_IRQ_POS Appen Global Part of Speech Dictionary Arabic Iraq N/A N/A N/A N/A 13,000 N/A text Arabic (Iraq) Part of Speech Dictionary
Dataset Text Arabic (Iraq) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 19,000 words Add Dataset to Quote ara_IRQ_PHON Appen Global Pronunciation Dictionary Arabic Iraq N/A N/A N/A N/A 19,000 N/A text Person names Arabic (Iraq) Pronunciation Dictionary
Dataset Text Arabic (Libya) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 48,000 words Add Dataset to Quote ara_LBY_PHON Appen Global Pronunciation Dictionary Arabic Libya N/A N/A N/A N/A 48,000 N/A text Arabic (Libya) Pronunciation Dictionary
Dataset Audio Arabic (Modern Standard Arabic) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 12 hours Add Dataset to Quote MSA_ASR001 GlobalPhone Scripted Speech Arabic Tunisia Mixed (quiet home/office, public, outdoor) 78 1 4,908 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
Arabic (Modern Standard Arabic) scripted microphone
Dataset Audio Arabic (Morocco) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 33 hours Add Dataset to Quote ARY_ASR001 Appen Global Conversational Speech Arabic Morocco Low background noise 180 2 80,430 23,836 8 alaw Each speaker participated in 1 to 4 conversations. Speakers are identified by a unique 4-digit speaker ID which is recorded in the demographic file
Transcription is available in original script and fully reversible Romanised version with accompanying pronunciation lexicon
English translation of product transcription is available (ARY_MT001, ARY_ASRMT001)
Arabic (Morocco) conversational telephony
Dataset Text Arabic (Morocco) conversational telephony translation Common Use Cases: MT, Chatbot , Conversational AI Recording Device: N/A Unit: 80,430 utterances Add Dataset to Quote ARY_MT001 Appen Global Conversational Translation Arabic Morocco N/A 180 N/A 80,430 23,836 N/A text Corresponding audio, transcription, fully reversible romanised transcription and pronunciation lexicon data are available (ARY_ASR001, ARY_ASRMT001) Arabic (Morocco) conversational telephony translation
Dataset Text Arabic (Morocco) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 60,000 words Add Dataset to Quote ara_MAR_PHON Appen Global Pronunciation Dictionary Arabic Morocco N/A N/A N/A N/A 60,000 N/A text Arabic (Morocco) Pronunciation Dictionary
Dataset Text Arabic (MSA) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 40,000 words Add Dataset to Quote arb_MSA_PHON Appen Global Pronunciation Dictionary Standard Arabic N/A N/A N/A N/A N/A 40,000 N/A text Arabic (MSA) Pronunciation Dictionary
Dataset Audio Arabic (Saudi Arabia) scripted smartphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Mobile phone Unit: 322 hours Add Dataset to Quote ARS_ASR001_CN Appen China Scripted Speech Arabic Saudi Arabia Low background noise (home/office) 227 1 104,574 156,282 16 wav Dataset contains audio with corresponding text prompts
Text prompts are not vowelised
300-1000 prompts per speaker covering general content including education, sports, entertainment, travel, culture and technology
Arabic (Saudi Arabia) scripted smartphone
Dataset Text Arabic (Sudan) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 17,000 words Add Dataset to Quote ara_SDN_PHON Appen Global Pronunciation Dictionary Arabic Sudan N/A N/A N/A N/A 17,000 N/A text Arabic (Sudan) Pronunciation Dictionary
Dataset Text Arabic (United Arab Emirates (UAE)) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 75,000 words Add Dataset to Quote ara_ARE_PHON Appen Global Pronunciation Dictionary Arabic United Arab Emirates (UAE) N/A N/A N/A N/A 75,000 N/A text Arabic (United Arab Emirates (UAE)) Pronunciation Dictionary
Dataset Audio Arabic (United Arab Emirates (UAE)) scripted smartphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Mobile phone Unit: 170 hours Add Dataset to Quote ARU_ASR001_CN Appen China Scripted Speech Arabic United Arab Emirates (UAE) Low background noise (home/office) 133 1 42,352 85,775 16 wav Dataset contains audio with corresponding text prompts
Text prompts are not vowelised
Arabic (United Arab Emirates (UAE)) scripted smartphone
Dataset Audio Arabic (United Arab Emirates (UAE)) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Mobile phone and landline Unit: 48 hours Add Dataset to Quote OrienTel United Arab Emirates MCA (Modern Colloquial Arabic) Nuance Scripted Speech Arabic United Arab Emirates (UAE) Low background noise 880 1 43,000 Available on request 8 alaw Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
49 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items, phonetically rich sentences and words and spontaneous items for control
Arabic (United Arab Emirates (UAE)) scripted telephony
Dataset Audio Arabic (United Arab Emirates (UAE)) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Mobile phone and landline Unit: 31 hours Add Dataset to Quote OrienTel United Arab Emirates MSA (Modern Standard Arabic) Nuance Scripted Speech Arabic United Arab Emirates (UAE) Low background noise 500 1 24,500 Available on request 8 alaw Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
49 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items, phonetically rich sentences and words and spontaneous items for control
Arabic (United Arab Emirates (UAE)) scripted telephony
Dataset Audio Arabic (United Arab Emirates (UAE)/ Saudi Arabia) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 86 hours Add Dataset to Quote CGA_ASR001 Appen Global Scripted Speech Arabic United Arab Emirates (UAE) – Saudi Arabia Low background noise (home/office) 150 4 42,000 19,245 16 raw PCM Fully transcribed with acoustic event tagging derived from the SpeechDAT conventions
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
All transcriptions fully vowelized
280 prompts per speaker including 30 Person names (first name and family name) from a set of 15, 10 single isolated digits 0-10, 8-digit sequences (randomly generated), 200 phonetically balanced sentences, 30 x 10-word phonetically balanced word strings
Arabic (United Arab Emirates (UAE)/ Saudi Arabia) scripted microphone
Dataset Text Arabic NER news text Common Use Cases: NER, Content Classification, Search Engines Recording Device: N/A Unit: 20,774 sentences Add Dataset to Quote ARB_NER001 Appen Global News NER Standard Arabic N/A N/A N/A N/A 20,774 Available on request N/A text News text corpora with entities tagged in XML format: Person, Title, Organization, Location, Geo-political entity, Facility, Religion, Nationality, Quantity Arabic NER news text
Dataset Text Assamese (India) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 40,000 words Add Dataset to Quote asm_IND_PHON Appen Global Pronunciation Dictionary Assamese India N/A N/A N/A N/A 40,000 N/A text Assamese (India) Pronunciation Dictionary
Dataset Audio Baby crying audio Common Use Cases: Baby Monitor, Security & Other Consumer Applications Recording Device: Mobile phone Unit: 70 hours Add Dataset to Quote CRY_ASR001_CN Appen China Human Sound N/A China Low background noise (home/office) 566 1 N/A N/A 16 wav Crying sound of babies 0-3 years old, each lasting around 2 minutes. Audio only. Baby crying audio
Dataset Audio Bahasa Indonesia conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 31 hours Add Dataset to Quote BAH_ASR001 Appen Global Conversational Speech Indonesian Indonesia Low background noise 1,002 2 30,695 11,480 8 wav Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
For a large proportion of calls, only one half of the conversation was collected and transcribed
28% landline, 72% mobile
Bahasa Indonesia conversational telephony
Dataset Text Basque (Spain) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 10,000 words Add Dataset to Quote eus_ESP_PHON Appen Global Pronunciation Dictionary Basque Spain N/A N/A N/A N/A 10,000 N/A text Basque (Spain) Pronunciation Dictionary
Dataset Audio Bengali (Bangladesh) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 47 hours Add Dataset to Quote BEN_ASR001 Appen Global Conversational Speech Bengali Bangladesh Mixed (in-car, roadside, home/office) 1,000 2 108,923 17,922 8 wav Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
Bengali (Bangladesh) conversational telephony
Dataset Text Bengali (India) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 29,000 words Add Dataset to Quote ben_IND_PHON Appen Global Pronunciation Dictionary Bengali India N/A N/A N/A N/A 29,000 N/A text Bengali (India) Pronunciation Dictionary
Dataset Audio Bulgarian (Bulgaria) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 38 hours Add Dataset to Quote BUL_ASR001 Appen Global Conversational Speech Bulgarian Bulgaria Low background noise (home/office) 217 2 86,453 22,342 8 alaw or wav Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
200 telephony conversations are recorded for this project – 100 speakers make 2 calls each (1 from landline, 1 from mobile) to a pool of 100 call receivers
49% landline, 51% mobile
Conversations cover a range of topics including: Holiday/Leisure, Movies/TV Shows and Work.
Bulgarian (Bulgaria) conversational telephony
Dataset Text Bulgarian (Bulgaria) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 55,000 words Add Dataset to Quote bul_BGR_PHON Appen Global Pronunciation Dictionary Bulgarian Bulgaria N/A N/A N/A N/A 55,000 N/A text Bulgarian (Bulgaria) Pronunciation Dictionary
Dataset Audio Bulgarian (Bulgaria) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 22 hours Add Dataset to Quote BUL_ASR002 GlobalPhone Scripted Speech Bulgarian Bulgaria Mixed (quiet home/office, public, outdoor) 77 1 8,674 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
Bulgarian (Bulgaria) scripted microphone
Dataset Image Business-to-business printed text document OCR Common Use Cases: Document Processing, Document Search Recording Device: Camera, scan Unit: 5,832 documents Add Dataset to Quote IMG_OCR_B2B Appen Global Document OCR N/A N/A Mixed lighting conditions N/A N/A N/A N/A N/A png Scans and photographs of business-to-business documents containing printed text. 38% Premium Quality images in 10 languages, 25 countries, including Purchase Order, Payment Advice or Remittance Advice, Order Confirmation and Delivery note. 64% Standard Quality images in various challenging conditions in 11 languages, 34 countries, in a wider range of categories including Complaints or Return, Delivery advice, Delivery note, Dunning, Goods receipt, Invoice, Offer, Order confirmation, Pay slip, Payment Advice or Remittance Advice, Purchase Order, Receipt, and Supplier load Business-to-business printed text document OCR
Dataset Text Cantonese (China) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 10,000 words Add Dataset to Quote yue_HKG_POS Appen Global Part of Speech Dictionary Cantonese China N/A N/A N/A N/A 10,000 N/A text Traditional Cantonese (China) Part of Speech Dictionary
Dataset Text Cantonese (China) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 37,000 words Add Dataset to Quote yue_CHN_PHON Appen Global Pronunciation Dictionary Cantonese China N/A N/A N/A N/A 37,000 N/A text Simplified Cantonese (China) Pronunciation Dictionary
Dataset Text Cantonese (China) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 40,000 words Add Dataset to Quote yue_CHN_PHON Appen Global Pronunciation Dictionary Cantonese China N/A N/A N/A N/A 40,000 N/A text Traditional Cantonese (China) Pronunciation Dictionary
Dataset Text Catalan (Spain) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 10,000 words Add Dataset to Quote cat_ESP_PHON Appen Global Pronunciation Dictionary Catalan Spain N/A N/A N/A N/A 10,000 N/A text Catalan (Spain) Pronunciation Dictionary
Dataset Text Cebuano (Philippines) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 21,000 words Add Dataset to Quote ceb_PHL_PHON Appen Global Pronunciation Dictionary Cebuano Philippines N/A N/A N/A N/A 21,000 N/A text Cebuano (Philippines) Pronunciation Dictionary
Dataset Audio Chinese (multinational foreigner) scripted smartphone Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone Unit: 200 hours Add Dataset to Quote FOREIGNER_ASR001_CN Appen China Scripted Speech Mandarin Chinese China Low background noise 309 1 16 wav Dataset contains audio with corresponding text prompts.
This database contains 200 hours of foreigners speaking Chinese from the following countries: Argentina, Egypt, Australia, Russia, the Philippines, Kazakhstan, Korea, Kyrgyzstan, Canada, Kuala Lumpur, Kenya, Laos, Malaysia, Mauritius, the United States, Mongolia, South Africa, Japan, Tajikistan, Thailand, Turkey, Hong Kong, Singapore, India, Indonesia, Vietnam
There is no data from South Korea, Brazil, or data recorded by minors.
Each session lasts about an hour; sentence duration ranges between 3-10 seconds
The content is in the form of an individual reading while being recorded on a mobile phone in a home/office environment.
Sensitive data and personal information has been scrubbed.
Chinese (multinational foreigner) scripted smartphone
Dataset Audio Croatian (Croatia) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 39 hours Add Dataset to Quote CRO_ASR001 Appen Global Conversational Speech Croatian Croatia Low background noise (home/office) 200 2 Available on request 23,919 8 alaw Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
200 telephony conversations are recorded for this project – 100 speakers make 2 calls each (1 from landline, 1 from mobile) to a pool of 100 call receivers
53% landline, 47% mobile
Conversations cover a range of topics including: News & Current Affairs, Health and Sport.
Croatian (Croatia) conversational telephony
Dataset Text Croatian (Croatia) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 19,000 words Add Dataset to Quote hrv_HRV_PHON Appen Global Pronunciation Dictionary Croatian Croatia N/A N/A N/A N/A 19,000 N/A text Croatian (Croatia) Pronunciation Dictionary
Dataset Audio Croatian (Croatia) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 11 hours Add Dataset to Quote CRO_ASR002 GlobalPhone Scripted Speech Croatian Croatia Mixed (quiet home/office, public, outdoor) 94 1 4,499 23,929 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
Croatian (Croatia) scripted microphone
Dataset Audio Croatian (Croatia) scripted smartphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Mobile phone Unit: 263 hours Add Dataset to Quote CRO_ASR003_CN Appen China Scripted Speech Croatian Croatia Low background noise (home/office) 243 1 73,467 136,140 16 wav Dataset contains audio with corresponding text prompts Croatian (Croatia) scripted smartphone
Dataset Text Czech (Czech Republic) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 50,000 words Add Dataset to Quote ces_CZE_PHON Appen Global Pronunciation Dictionary Czech Czech Republic N/A N/A N/A N/A 50,000 N/A text Czech (Czech Republic) Pronunciation Dictionary
Dataset Audio Czech (Czech Republic) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 31 hours Add Dataset to Quote CZE_ASR001 GlobalPhone Scripted Speech Czech Czech Republic Mixed (quiet home/office, public, outdoor) 102 1 12,425 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
Czech (Czech Republic) scripted microphone
Dataset Audio Czech (Czech Republic) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Landline only Unit: 93 hours Add Dataset to Quote Czech SpeechDat(E) Dataset Nuance Scripted Speech Czech Czech Republic Low background noise 1,000 1 52,000 Available on request 8 alaw Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
52 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items, and phonetically rich words and sentences
Czech (Czech Republic) scripted telephony
Dataset Text Danish (Denmark) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 100,000 words Add Dataset to Quote dan_DNK_POS Appen Global Part of Speech Dictionary Danish Denmark N/A N/A N/A N/A 100,000 N/A text Danish (Denmark) Part of Speech Dictionary
Dataset Text Danish (Denmark) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 107,000 words Add Dataset to Quote dan_DNK_PHON Appen Global Pronunciation Dictionary Danish Denmark N/A N/A N/A N/A 107,000 N/A text Danish (Denmark) Pronunciation Dictionary
Dataset Audio Danish (Denmark) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 53 hours Add Dataset to Quote Speecon Danish Nuance Scripted Speech Danish Denmark Mixed (office, entertainment, car, public place) 600 (550 adult speakers and 50 child speakers) 4 170,000 Available on request 16 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
290 prompts per adult speaker and 210 prompts per child speaker including digits, natural numbers, letter strings, personal, place and business names, application words for adult speakers, command (toy, phone and general) for child speakers, phonetically rich words and sentences and free and elicited spontaneous responses for adult speakers
Danish (Denmark) scripted microphone
Dataset Audio Dari (Afghanistan) broadcast Common Use Cases: ASR, Automatic Captioning, Keyword Spotting Recording Device: Microphone Unit: 51 hours Add Dataset to Quote DAR_BRC001 Appen Global Broadcast Speech Dari Afghanistan Low background noise (studio) N/A 1 Available on request Available on request N/A wav Dataset is fully transcribed and timestamped
Pronunciation lexicon not currently available but can be developed upon request
Dataset is largely speech only and does not include music or advertisements
Data types include: talk shows, interviews, news broadcasts (excluding news reading by anchors)
13% landline, 87% mobile
Dari (Afghanistan) broadcast
Dataset Audio Dari (Afghanistan) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 40 hours Add Dataset to Quote DAR_ASR001 Appen Global Conversational Speech Dari Afghanistan Low background noise 500 2 Available on request 11,168 8 alaw Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
Dataset is largely speech only and does not include music or advertisements
13% landline, 87% mobile
Dari (Afghanistan) conversational telephony
Dataset Text Dari (Afghanistan) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 31,000 words Add Dataset to Quote prs_AFG_PHON Appen Global Pronunciation Dictionary Dari Afghanistan N/A N/A N/A N/A 31,000 N/A text Dari (Afghanistan) Pronunciation Dictionary
Dataset Text Dholuo (Kenya) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 23,000 words Add Dataset to Quote luo_KEN_PHON Appen Global Pronunciation Dictionary Dholuo Kenya N/A N/A N/A N/A 23,000 N/A text Dholuo (Kenya) Pronunciation Dictionary
Dataset Audio Dongbei dialect (China) Conversational Speech Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Recording pen/microphone Unit: 84.6 hours Add Dataset to Quote DONGBEI_ASR001_CN Appen China Conversational Speech Dongbei dialect China Low background noise 268 1 16 wav Audio only; transcription not included
Audio recordings cover 19 districts: Shenyang Heping District, Shenhe District, Huanggu District, Dadong District, Tiexi District, Lvyuan District, Chaoyang District, Kuancheng District, Erdao District, Nanguan District, Daoli District, Nangang District, Daowai District, Pingfang District, Songbei District, Xiangfang District, Hulan District, Acheng District and Shuangcheng District
Northeast suburb accents not included, and no minors were recorded.
Each recording session contains 20-30 minutes of free dialogue between 2-5 people.
Sensitive data and personal information has been scrubbed.
Dongbei dialect (China) Conversational Speech
Dataset Audio Dongbei dialect (China) Conversational Speech Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone Unit: 75.2 hours Add Dataset to Quote DONGBEI_ASR002_CN Appen China Conversational Speech Dongbei dialect China Low background noise 185 1 8 wav Audio only; transcription not included
Audio recordings cover 19 districts: Shenyang Heping District, Shenhe District, Huanggu District, Dadong District, Tiexi District, Lvyuan District, Chaoyang District, Kuancheng District, Erdao District, Nanguan District, Daoli District, Nangang District, Daowai District, Pingfang District, Songbei District, Xiangfang District, Hulan District, Acheng District and Shuangcheng District
Northeast suburb accents not included, and no minors were recorded.
Each recording session contains 20-30 minutes of free dialogue between 2-5 people.
Sensitive data and personal information has been scrubbed.
Dongbei dialect (China) Conversational Speech
Dataset Audio Dutch (Belgium) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 47 hours Add Dataset to Quote Speecon Dutch from Belgium Nuance Scripted Speech Dutch Belgium Mixed (office, entertainment, car, public place) 600 (550 adult speakers and 50 child speakers) 4 170,000 Available on request 16 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
290 prompts per adult speaker and 210 prompts per child speaker including digits, natural numbers, letter strings, personal, place and business names, application words for adult speakers, command (toy, phone and general) for child speakers, phonetically rich words and sentences and free and elicited spontaneous responses for adult speakers
Dutch (Belgium) scripted microphone
Dataset Audio Dutch (Belgium) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Microphone Unit: 80 hours Add Dataset to Quote Flemish SpeechDat(II) FDB-1000 (FIXED1FL) Nuance Scripted Speech Dutch Belgium Low background noise 1,000 1 52,000 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
52 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items, phonetically rich sentences and words and spontaneous items for control
Dutch (Belgium) scripted telephony
Dataset Audio Dutch (Netherlands & Belgium) scripted in-car Common Use Cases: ASR, Virtual Assistant, In Car HMI & Entertainment Recording Device: Microphone and mobile phone Unit: 27 hours Add Dataset to Quote Dutch and Flemish SpeechDat-Car Nuance Scripted Speech Dutch Netherland – Belgium Mixed (in-car) 302 5 15,100 Available on request 16 and 8 Available on request Dataset is fully transcribed and is accompanied by a pronunciation lexicon and validation report
125 prompts per adult speaker including digits, natural numbers, letter strings, personal, place and business names (some spontaneous), generic command and control items, phonetically rich words and sentences and prompts for spontaneous speech
Dutch (Netherlands & Belgium) scripted in-car
Dataset Audio Dutch (Netherlands) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 36 hours Add Dataset to Quote NLD_ASR001 Appen Global Conversational Speech Dutch Netherlands Low background noise 200 2 Available on request 14,964 8 alaw Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
200 telephony conversations are recorded for this project – 100 speakers make 2 calls each (1 from landline, 1 from mobile) to a pool of 100 call receivers
51% landline, 49% mobile
Conversations cover a range of topics including: Holiday/Leisure, Work and Sport.
Dutch (Netherlands) conversational telephony
Dataset Text Dutch (Netherlands) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 45,000 words Add Dataset to Quote nld_NLD_PHON Appen Global Pronunciation Dictionary Dutch Netherlands N/A N/A N/A N/A 45,000 N/A text Dutch (Netherlands) Pronunciation Dictionary
Dataset Audio Dutch (Netherlands) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 68 hours Add Dataset to Quote Speecon Dutch from the Netherlands Nuance Scripted Speech Dutch Netherlands Mixed (office, entertainment, car, public place) 600 (550 adult speakers and 50 child speakers) 4 170,000 Available on request 16 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
290 prompts per adult speaker and 210 prompts per child speaker including digits, natural numbers, letter strings, personal, place and business names, application words for adult speakers, command (toy, phone and general) for child speakers, phonetically rich words and sentences and free and elicited spontaneous responses for adult speakers
Dutch (Netherlands) scripted microphone
Dataset Image East African facial images Common Use Cases: Facial Recognition Recording Device: Camera Unit: 13500 images Add Dataset to Quote IMG_FACE_KEN_CN Appen China Human Face N/A Kenya Mixed background and lighting conditions 99 N/A N/A N/A N/A jpg Images of 99 participants containing all combinations of 9 different lighting conditions, 2 different distances between participants face and smartphone, 7 different camera angles. All combinations of these 3 requirements were completed per participant.
A random 32 images per person include occlusions such as sunglasses, masks, wigs or hats
A random 36 shots include different facial expressions including stare, open mouth, pout mouth smile and frown
Lighting conditions: indoor normal light, outdoor normal light, indoor backlight, outdoor backlight, indoor ordinary dark light, full black screen fill light, point light source (white light, street light), neon light (monochromatic red, green and blue, multi-color mixed light), side glare
Distances: 30cm and 50cm
Camera angles: front, left 45°, right 45°, left 15°, right 15°, top 30°, bottom 30°
East African facial images
Dataset Audio English (Arabic – Levant/Egypt) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 28 hours Add Dataset to Quote ENA_ASR001 Appen Global Conversational Speech English Egypt Low background noise 250 2 Available on request 5,619 8 alaw or wav Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
Average length of calls: 10-15 mins
English (Arabic – Levant/Egypt) conversational telephony
Dataset Text English (Australia) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 157,000 words Add Dataset to Quote eng_AUS_PHON Appen Global Pronunciation Dictionary English Australia N/A N/A N/A N/A 157,000 N/A text English (Australia) Pronunciation Dictionary
Dataset Audio English (Australia) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Mobile phone and landline Unit: 92 hours Add Dataset to Quote AUS_ASR001 Appen Global Scripted Speech English Australia Low background noise (home/office) 500 1 82,500 35,137 8 alaw Fully transcribed to SpeechDAT type conventions
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
162 prompts (read speech) per speaker including digits, natural numbers, letter strings, personal, place, and business names, confirmation items (yes, no + fuzzy), generic command and control items (from a set of 215), phonetically rich sentences and words
English (Australia) scripted telephony
Dataset Audio English (Australia) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Mobile phone and landline Unit: 118 hours Add Dataset to Quote AUS_ASR002 Appen Global Scripted Speech English Australia Mixed 1,000 1 75,000 18,952 8 alaw Fully transcribed to SpeechDAT type conventions
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
75 prompts per speaker including digits, natural numbers, letter strings, personal, place, and business names, confirmation items (yes, no + fuzzy), generic command and control items, phonetically rich sentences and words
The prompts are a mixture of ‘read’ and ‘elicited’ items where 5 prompts per script are ‘spontaneous free speech’
English (Australia) scripted telephony
Dataset Text English (Canada) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 3,000 words Add Dataset to Quote eng_CAN_POS Appen Global Part of Speech Dictionary English Canada N/A N/A N/A N/A 3,000 N/A text English (Canada) Part of Speech Dictionary
Dataset Text English (Canada) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 50,000 words Add Dataset to Quote eng_CAN_PHON Appen Global Pronunciation Dictionary English Canada N/A N/A N/A N/A 50,000 N/A text English (Canada) Pronunciation Dictionary
Dataset Audio English (Canada) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Mobile phone and landline Unit: 144 hours Add Dataset to Quote ENC_ASR001 Appen Global Scripted Speech English Canada Mixed 1,000 1 99,000 12,483 8 alaw or wav Fully transcribed to SALA II/SpeechDAT type conventions
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
99 prompts per speaker including digits, natural numbers, letter strings, personal, place, and business names, confirmation items (yes, no + fuzzy), generic command and control items, phonetically rich sentences and words
English (Canada) scripted telephony
Dataset Text English (Hong Kong) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 18,000 words Add Dataset to Quote eng_HKG_PHON Appen Global Pronunciation Dictionary English Hong Kong N/A N/A N/A N/A 18,000 N/A text English (Hong Kong) Pronunciation Dictionary
Dataset Audio English (India) conversational smartphone Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone Unit: 143 hours Add Dataset to Quote ENI_ASR003 Appen Global Conversational Speech English India Mixed (home, car, public place, outdoor) 272 1 Available on request Available on request 48 wav Dataset is fully transcribed and time stamped
Two person conversations covering a broad range of generic topics including clothing, culture, education, finance, food, health, history, hospitality, insurance, media/entertainment, sports, travel/holiday, weather and work.
Each speaker participates in up to 12 conversations that are 5-15 minutes long.
Pronunciation lexicon not currently available but can be developed upon request
English (India) conversational smartphone
Dataset Audio English (India) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 67 hours Add Dataset to Quote ENI_ASR002 Appen Global Conversational Speech English India Low background noise 540 2 77,565 11,646 8 alaw or wav Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
271 telephony conversations are recorded for this project
English (India) conversational telephony
Dataset Text English (India) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 13,000 words Add Dataset to Quote eng_IND_POS Appen Global Part of Speech Dictionary English India N/A N/A N/A N/A 13,000 N/A text English (India) Part of Speech Dictionary
Dataset Text English (India) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 60,000 words Add Dataset to Quote eng_IND_PHON Appen Global Pronunciation Dictionary English India N/A N/A N/A N/A 60,000 N/A text English (India) Pronunciation Dictionary
Dataset Audio English (India) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Mobile phone and landline Unit: 217 hours Add Dataset to Quote ENI_ASR001 Appen Global Scripted Speech English India Mixed 2,358 1 115,541 9,190 8 alaw or wav Fully transcribed to SpeechDAT type conventions.
Dataset is accompanied by a pronunciation lexicon [SAMPA] containing all transcribed words
49 prompts per speaker including digits, natural numbers, letter strings, personal, place, and business names, confirmation items (yes, no + fuzzy), generic command and control items, phonetically rich sentences and words
English (India) scripted telephony
Dataset Text English (Ireland) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 12,000 words Add Dataset to Quote eng_IRL_PHON Appen Global Pronunciation Dictionary English Ireland N/A N/A N/A N/A 12,000 N/A text English (Ireland) Pronunciation Dictionary
Dataset Text English (NZ) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 28,000 words Add Dataset to Quote eng_NZL_PHON Appen Global Pronunciation Dictionary English NZ N/A N/A N/A N/A 28,000 N/A text English (NZ) Pronunciation Dictionary
Dataset Audio English (Philippines) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 53 hours Add Dataset to Quote ENF_ASR001 Appen Global Conversational Speech English Philippines Low background noise 450 2 41,602 7,272 8 alaw or wav Dataset is fully transcribed and time stamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
Average length of calls: 10-15 mins
English (Philippines) conversational telephony
Dataset Text English (Philippines) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 7,000 words Add Dataset to Quote eng_PHL_PHON Appen Global Pronunciation Dictionary English Philippines N/A N/A N/A N/A 7,000 N/A text English (Philippines) Pronunciation Dictionary
Dataset Text English (United Arab Emirates (UAE)) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 5,000 words Add Dataset to Quote eng_ARE_PHON Appen Global Pronunciation Dictionary English United Arab Emirates (UAE) N/A N/A N/A N/A 5,000 N/A text English (United Arab Emirates (UAE)) Pronunciation Dictionary
Dataset Audio English (United Arab Emirates (UAE)) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Mobile phone and landline Unit: 33 hours Add Dataset to Quote OrienTel English as spoken in the United Arab Emirates Nuance Scripted Speech English United Arab Emirates (UAE) Low background noise 500 1 25,500 Available on request 8 alaw Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
51 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items, phonetically rich sentences and words and spontaneous items for control
English (United Arab Emirates (UAE)) scripted telephony
Dataset Audio English (United Kingdom) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 150 hours Add Dataset to Quote UKE_ASR001 Appen Global Conversational Speech English United Kingdom Low background noise 1,175 2 298,562 24,193 8 wav Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
This version contains full 15-minute calls – there is a reduced version with 5 min calls named UKE_ASR001B.
English (United Kingdom) conversational telephony
Dataset Audio English (United Kingdom) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 50 hours Add Dataset to Quote UKE_ASR001B Appen Global Conversational Speech English United Kingdom Low background noise 1,150 2 Available on request 13,192 8 wav Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
This version contains full 5-minute calls – there is an expanded version with 15 min calls named UKE_ASR001.
English (United Kingdom) conversational telephony
Dataset Text English (United Kingdom) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 155,000 words Add Dataset to Quote eng_GBR_POS Appen Global Part of Speech Dictionary English United Kingdom N/A N/A N/A N/A 155,000 N/A text English (United Kingdom) Part of Speech Dictionary
Dataset Text English (United Kingdom) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 195,000 words Add Dataset to Quote eng_GBR_PHON Appen Global Pronunciation Dictionary English United Kingdom N/A N/A N/A N/A 195,000 N/A text English (United Kingdom) Pronunciation Dictionary
Dataset Audio English (United Kingdom) scripted microphone – single female Common Use Cases: TTS Recording Device: Headset microphone Unit: 11 hours Add Dataset to Quote TC-STAR female baseline voice Laura Nuance Scripted Speech English United Kingdom Low background noise (studio) 1 1 Available on request Available on request 96 Available on request Dataset includes manual orthographic transcription, automatic segmentation into phonemes, automatic generation of pitch marks (where a certain percentage of phonetic segments and pitch marks has been manually checked)
Dataset is accompanied by a pronunciation lexicon with POS, lemma and phonetic transcription
English (United Kingdom) scripted microphone – single female
Dataset Audio English (United Kingdom) scripted microphone – single male Common Use Cases: TTS Recording Device: Headset microphone Unit: 7 hours Add Dataset to Quote TC-STAR male baseline voice Ian Nuance Scripted Speech English United Kingdom Low background noise (studio) 1 1 Available on request Available on request 96 Available on request Dataset includes manual orthographic transcription, automatic segmentation into phonemes, automatic generation of pitch marks (where a certain percentage of phonetic segments and pitch marks has been manually checked)
Dataset is accompanied by a pronunciation lexicon with POS, lemma and phonetic transcription
English (United Kingdom) scripted microphone – single male
Dataset Audio English (United States – African American) conversational smartphone Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone Unit: 50 hours Add Dataset to Quote USE_ASR004 Appen Global Conversational Speech English United States Mixed (home, car, public place, outdoor) 94 1 Available on request Available on request 48 wav Dataset is fully transcribed and time stamped
Two person conversations recorded on a smartphone covering a broad range of generic topics including clothing, culture, education, finance, food, health, history, hospitality, insurance, media/entertainment, sports, travel/holiday, weather and work.
Each speaker participates in up to 12 conversations that are 5-15 minutes long.
Pronunciation lexicon not currently available but can be developed upon request
English (United States – African American) conversational smartphone
Dataset Audio English (United States) conversational smartphone Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone Unit: 1000 hours Add Dataset to Quote USE_ASR003 Appen Global Conversational Speech English United States Low background noise 1,856 1 500,000 52,586 16 wav Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
Conversations cover a wide variety of topics including: study/major/work, hometown, living arrangements, weather and seasons, punctuality, TV programs/film)
English (United States) conversational smartphone
Dataset Text English (United States) Medical Terms Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 8,000 words Add Dataset to Quote eng_USA_Med_PHON Appen Global Pronunciation Dictionary English United States N/A N/A N/A N/A 8,000 N/A text Pronunciation dictionary of medical terms with their associated transcriptions and domain tagging.
Data is comprised of medical words extracted from PubMed abstracts, as well as pharmaceutical drug names collected by Appen through web-spidering. Pronunciations were processed by native speakers of US English and domain tagging done by a team of US English native speakers with medical transcription or other medical qualifications and experience.
Domains include: Anatomy, Biochem/biological, Condition, General, Organisation, Person, Pharmaceutical, Procedure.
English (United States) Medical Terms Pronunciation Dictionary
Dataset Text English (United States) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 263,000 words Add Dataset to Quote eng_USA_POS Appen Global Part of Speech Dictionary English United States N/A N/A N/A N/A 263,000 N/A text English (United States) Part of Speech Dictionary
Dataset Text English (United States) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 358,000 words Add Dataset to Quote eng_USA_PHON Appen Global Pronunciation Dictionary English United States N/A N/A N/A N/A 358,000 N/A text English (United States) Pronunciation Dictionary
Dataset Audio English (United States) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 53 hours Add Dataset to Quote Speecon English (USA) database Nuance Scripted Speech English United States Mixed (office, entertainment, car, public place) 600 (550 adult speakers and 50 child speakers) 4 170,000 Available on request 16 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
290 prompts per adult speaker and 210 prompts per child speaker including digits, natural numbers, letter strings, personal, place and business names, application words for adult speakers, command (toy, phone and general) for child speakers, phonetically rich words and sentences and free and elicited spontaneous responses for adult speakers
English (United States) scripted microphone
Dataset Audio English (United States) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 62 hours Add Dataset to Quote USE_ASR001 Appen Global Scripted Speech English United States Low background noise (studio) 200 2 80,000 18,318 48 raw PCM or wav PCM Dataset is fully transcribed and timestamped
Dataset is formatted according to SALA II/SpeechDAT style conventions
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
Each speaker read 400 prompts including digits, natural numbers, personal and city names, telephone numbers, generic command and control items, phonetically rich sentences and words
English (United States) scripted microphone
Dataset Audio English (United States) Ultra High-Volume labeled speech Common Use Cases: ASR, Conversational AI, Speech Analytics, Automatic Captioning, In Car HMI & Entertainment, Virtual Assistant Recording Device: N/A Unit: 1196 hours Add Dataset to Quote USE_UHV001 Appen Global Broadcast Speech English United States Low background noise 20472 1 423371 110265 16 wav Customised packaging available
High quality labelled speech datasets of web-sourced licensable broadcast audio data, curated to ensure representative speaker demographic distributions, and filtered through human quality checks.
12.6M total words
Utterance-level labelling includes: speech transcription, accent identification, speaker identification, verification, gender and age-group detection, domain classification.
Domains include: Agriculture & plants, Animals & Pets, Art & Culture, Beauty & Fashion, Career, Clothing, Education, Entertainment, Family & Relationships, Finance & Insurance, Food, Health, History, Hospitality, Legal, Leisure, News & Politics, Religion & Spirituality, Retail, Science & Technology, Social Networks, Sports, Telecom, Travel, Weather, Others
English (United States) Ultra High-Volume labeled speech
Dataset Text English Inverse text normalisation Common Use Cases: ASR, Language Modelling, Closed Captioning Recording Device: N/A Unit: 4454 test cases Add Dataset to Quote ENG_ITN001 Appen Global Inverse text normalisation English N/A N/A N/A N/A N/A N/A N/A text Inverse text normalisation input-output pairs, in 14 semiotic classes: cardinal, ordinal, decimal, fraction, measure, time, date, currency, letter, digit, electronic, address, postal codes, identifiers English Inverse text normalisation
Dataset Text English NER news text Common Use Cases: NER, Content Classification, Search Engines Recording Device: N/A Unit: 22,768 sentences Add Dataset to Quote ENG_NER001 Appen Global News NER English N/A N/A N/A N/A 22,768 Available on request N/A text News text corpora with entities tagged in XML format: Person, Title, Organization, Location, Geo-political entity, Facility, Religion, Nationality, Quantity English NER news text
Dataset Image Annotation European License Plate Detection Annotations Common Use Cases: License plate detection for vehicles on the road Recording Device: N/A Unit: 100,000 bounding boxes Add Dataset to Quote LICENSE_ANNO Appen Global Image and Video Bounding Box Annotations N/A Germany, France, Switzerland N/A N/A N/A N/A N/A N/A json This dataset contains 100,000 license plate bounding box annotations of 38,000 images and video frames from the KITTI and Cityscapes datasets, from Germany, France and Switzerland. Metadata associated with the bounding boxes, of the box size and position distributions, is included.
The source images and video frames cover real world complex scenes in good/median weather conditions, captured over several months (spring, summer, fall), varying scene layouts, backgrounds, and occlusion.
The annotations were carried out by Appen’s in-house workforce.
European License Plate Detection Annotations
Dataset Text Farsi/Persian NER news text Common Use Cases: NER, Content Classification, Search Engines Recording Device: N/A Unit: 19,584 sentences Add Dataset to Quote FAR_NER001 Appen Global News NER Iranian Persian Iran N/A N/A N/A 19,584 Available on request N/A text News text corpora with entities tagged in XML format: Person, Title, Organization, Location, Geo-political entity, Facility, Religion, Nationality, Quantity Farsi/Persian NER news text
Dataset Text Finnish (Finland) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 10,000 words Add Dataset to Quote fin_FIN_POS Appen Global Part of Speech Dictionary Finnish Finland N/A N/A N/A N/A 10,000 N/A text Finnish (Finland) Part of Speech Dictionary
Dataset Image Finnish (Finland) printed text OCR Common Use Cases: Document Processing, Document Search Recording Device: Camera Unit: 7293 images Add Dataset to Quote IMG_OCR_FIN_CN Appen China Document OCR Finnish Finland Mixed lighting conditions 4 N/A N/A N/A N/A jpg Images containing text, such as billboards / outer packaging / signage / magazines / menus, etc. Finnish (Finland) printed text OCR
Dataset Text Finnish (Finland) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 86,000 words Add Dataset to Quote fin_FIN_PHON Appen Global Pronunciation Dictionary Finnish Finland N/A N/A N/A N/A 86,000 N/A text Finnish (Finland) Pronunciation Dictionary
Dataset Text French (Algeria) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 4,000 words Add Dataset to Quote fra_DZA_PHON Appen Global Pronunciation Dictionary French Algeria N/A N/A N/A N/A 4,000 N/A text Arabic script French (Algeria) Pronunciation Dictionary
Dataset Audio French (Belgium) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Landline only Unit: 76 hours Add Dataset to Quote Belgian French SpeechDat(II) FDB-1000 (FIXED1BF) Nuance Scripted Speech French Belgium Low background noise 1,000 1 53,000 Available on request 8 alaw Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
53 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items, phonetically rich sentences and words and spontaneous items for control
French (Belgium) scripted telephony
Dataset Audio French (Canada) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 9 hours Add Dataset to Quote FRC_ASR003 Appen Global Conversational Speech French Canada Mixed 68 2 Available on request 6,022 8 alaw Dataset is fully transcribed and time stamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
Average length of calls: 10-15 mins
For the majority of calls, only one half of the conversation was collected and transcribed, however, for a smaller number of calls, both speakers (in-line/out-line) were collected and transcribed
French (Canada) conversational telephony
Dataset Text French (Canada) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 67,000 words Add Dataset to Quote fra_CAN_PHON Appen Global Pronunciation Dictionary French Canada N/A N/A N/A N/A 67,000 N/A text French (Canada) Pronunciation Dictionary
Dataset Audio French (Canada) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 46 hours Add Dataset to Quote FRC_ASR002 Appen Global Scripted Speech French Canada Low background noise (home/office) 150 1 22,500 10,755 16 wav Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
150 prompts per speaker including digits, digit strings (randomly generated), addresses and phonetically rich sentences and words
French (Canada) scripted microphone
Dataset Audio French (Canada) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Mobile phone Unit: 131 hours Add Dataset to Quote FRC_ASR001 Appen Global Scripted Speech French Canada Mixed 1,000 1 100,000 11,697 8 mulaw Fully transcribed to SpeechDAT type conventions
Dataset is accompanied by a pronunciation lexicon [SAMPA] containing all transcribed words
100 prompts per speaker including digits, natural numbers, letter strings, personal, place, and business names, confirmation items (yes, no + fuzzy), generic command and control items, phonetically rich sentences and words
French (Canada) scripted telephony
Dataset Audio French (France) conversational smartphone Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone Unit: 159 hours Add Dataset to Quote FRF_ASR004 Appen Global Conversational Speech French France Mixed (home, car, public place, outdoor) 298 1 Available on request Available on request 48 wav Dataset is fully transcribed and time stamped
Two person conversations covering a broad range of generic topics including clothing, culture, education, finance, food, health, history, hospitality, insurance, media/entertainment, sports, travel/holiday, weather and work.
Each speaker participates in up to 12 conversations that are 5-15 minutes long.
Pronunciation lexicon not currently available but can be developed upon request
French (France) conversational smartphone
Dataset Audio French (France) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 25 hours Add Dataset to Quote FRF_ASR001 Appen Global Conversational Speech French France Low background noise 563 2 Available on request 11,922 8 alaw Dataset is fully transcribed and time stamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
For the majority of calls, both speakers (in-line/out-line) were collected and transcribed, however, for a smaller number of calls, only one half of the conversation was collected and transcribed
French (France) conversational telephony
Dataset Audio French (France) In-Car Common Use Cases: ASR, Virtual Assistant, In Car HMI & Entertainment Recording Device: Microphone and mobile phone Unit: 113 hours Add Dataset to Quote French SpeechDat-Car Nuance Scripted Speech French France Mixed (in-car) 300 5 37,500 Available on request 16 and 8 Available on request Dataset is fully transcribed and is accompanied by a pronunciation lexicon and validation report
Approximately 125 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names (some spontaneous), generic command and control items, phonetically rich words and sentences and prompts for spontaneous speech
113.7 hours
French (France) In-Car
Dataset Text French (France) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 95,000 words Add Dataset to Quote fra_FRA_POS Appen Global Part of Speech Dictionary French France N/A N/A N/A N/A 95,000 N/A text French (France) Part of Speech Dictionary
Dataset Text French (France) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 112,000 words Add Dataset to Quote fra_FRA_PHON Appen Global Pronunciation Dictionary French France N/A N/A N/A N/A 112,000 N/A text French (France) Pronunciation Dictionary
Dataset Audio French (France) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 26 hours Add Dataset to Quote FRF_ASR003 GlobalPhone Scripted Speech French France Mixed (quiet home/office, public, outdoor) 98 1 10,273 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
French (France) scripted microphone
Dataset Audio French (France) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Landline only Unit: 41 hours Add Dataset to Quote French SpeechDat(II) FDB-1000 Nuance Scripted Speech French France Low background noise (home/office) 1,017 1 48,000 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
48 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items and phonetically rich sentences and words
French (France) scripted telephony
Dataset Audio French (France) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Landline only Unit: 305 hours Add Dataset to Quote French SpeechDat(II) FDB-5000 Nuance Scripted Speech French France Low background noise 5,040 1 237,000 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
47 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items and phonetically rich sentences and words
French (France) scripted telephony
Dataset Audio French (Luxembourg) telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Landline only Unit: 45 hours Add Dataset to Quote Luxembourgish French SpeechDat(II) FDB-500 (FIXED1LF) Nuance Scripted Speech French Luxembourg Low background noise 614 1 32,000 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
53 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items and phonetically rich sentences and words
French (Luxembourg) telephony
Dataset Text French Inverse text normalisation Common Use Cases: ASR, Language Modelling, Closed Captioning Recording Device: N/A Unit: 3274 test cases Add Dataset to Quote FRA_ITN001 Appen Global Inverse text normalisation French N/A N/A N/A N/A N/A N/A N/A text Inverse text normalisation input-output pairs, in 14 semiotic classes: cardinal, ordinal, decimal, fraction, measure, time, date, currency, letter, digit, electronic, address, postal codes, identifiers French Inverse text normalisation
Dataset Text Georgian (Georgia) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 67,000 words Add Dataset to Quote kat_GEO_PHON Appen Global Pronunciation Dictionary Georgian Georgia N/A N/A N/A N/A 67,000 N/A text Georgian (Georgia) Pronunciation Dictionary
Dataset Audio German (Germany) conversational smartphone Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone Unit: 104 hours Add Dataset to Quote DEU_ASR004 Appen Global Conversational Speech German Germany Mixed (home, car, public place, outdoor) 198 1 Available on request Available on request 48 wav Dataset is fully transcribed and time stamped
Two person conversations covering a broad range of generic topics including clothing, culture, education, finance, food, health, history, hospitality, insurance, media/entertainment, sports, travel/holiday, weather and work.
Each speaker participates in up to 12 conversations that are 5-15 minutes long.
Pronunciation lexicon not currently available but can be developed upon request
German (Germany) conversational smartphone
Dataset Text German (Germany) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 146,000 words Add Dataset to Quote deu_DEU_PHON Appen Global Pronunciation Dictionary German Germany N/A N/A N/A N/A 146,000 N/A text German (Germany) Pronunciation Dictionary
Dataset Audio German (Germany) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 16 hours Add Dataset to Quote DEU_ASR001 Appen Global Scripted Speech German Germany Low background noise (studio) 127 2 12,700 6,826 48 raw PCM Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
Each speaker read 100 prompts including digits, natural numbers, personal and city names, telephone numbers, generic command and control items, phonetically rich sentences and words
German (Germany) scripted microphone
Dataset Audio German (Germany) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 25 hours Add Dataset to Quote DEU_ASR003 GlobalPhone Scripted Speech German Germany Mixed (quiet home/office, public, outdoor) 77 1 10,085 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
German (Germany) scripted microphone
Dataset Audio German (Germany) telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Landline only Unit: 31 hours Add Dataset to Quote German SpeechDat (II) FDB-1000 Nuance Scripted Speech German Germany Low background noise (home/office) 988 1 43,000 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
44 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items and phonetically rich sentences and words
German (Germany) telephony
Dataset Audio German (Germany) telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Landline only Unit: 268 hours Add Dataset to Quote German SpeechDat(II) FDB-4000 Nuance Scripted Speech German Germany Low background noise (home/office) 4,000 1 160,000 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
40 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items and phonetically rich sentences and words
German (Germany) telephony
Dataset Audio German (Luxembourg) telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Landline only Unit: 33 hours Add Dataset to Quote Luxembourgish German SpeechDat(II) FDB-500 (FIXED1LG) Nuance Scripted Speech German Luxembourg Low background noise 500 1 26,500 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
53 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items and phonetically rich sentences and words
German (Luxembourg) telephony
Dataset Text German (Switzerland) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 27,000 words Add Dataset to Quote deu_CHE_PHON Appen Global Pronunciation Dictionary German Switzerland N/A N/A N/A N/A 27,000 N/A text German (Switzerland) Pronunciation Dictionary
Dataset Audio German (Switzerland) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 53 hours Add Dataset to Quote Speecon German (Switzerland) database Nuance Scripted Speech German Switzerland Mixed (office, entertainment, car, public place) 600 (550 adult speakers and 50 child speakers) 4 170,000 Available on request 16 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
290 prompts per adult speaker and 210 prompts per child speaker including digits, natural numbers, letter strings, personal, place and business names, application words for adult speakers, command (toy, phone and general) for child speakers, phonetically rich words and sentences and free and elicited spontaneous responses for adult speakers
German (Switzerland) scripted microphone
Dataset Audio German (Turkey) telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Mobile phone and landline Unit: 31 hours Add Dataset to Quote OrienTel German Spoken by Turkish Nuance Scripted Speech German Turkey Low background noise 300 1 15,600 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
52 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items and phonetically rich sentences and words
German (Turkey) telephony
Dataset Text German Inverse text normalisation Common Use Cases: ASR, Language Modelling, Closed Captioning Recording Device: N/A Unit: 8001 test cases Add Dataset to Quote DEU_ITN001 Appen Global Inverse text normalisation German N/A N/A N/A N/A N/A N/A N/A text Inverse text normalisation input-output pairs, in 14 semiotic classes: cardinal, ordinal, decimal, fraction, measure, time, date, currency, letter, digit, electronic, address, postal codes, identifiers German Inverse text normalisation
Dataset Audio GlobalPhone Multilingual Text & Speech Database Common Use Cases: ASR, Language Identification, Multilingual Speech Synthesis, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 450 hours Add Dataset to Quote GLOBALPHONE GlobalPhone Scripted Speech N/A N/A Mixed (quiet home/office, public, outdoor) 1942 1 169,755 Available on request 16 wav Global Phone multilingual corpus, languages can be sold separately or in multi-language packages. Tiered package pricing available.
GLOBALPHONE provides multilingual speech and text data in 20 Languages: Arabic, Bulgarian, Chinese-Mandarin, Chinese-Shanghai, Croatian, Czech, French, German, Hausa, Japanese, Korean, Polish, Portuguese, Russian, Spanish, Swedish, Tamil, Thai, Turkish, and Vietnamese.
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
In each language, news article sentences were read by about 100 native speakers. The articles cover national and international political news, as well as economic news from 1995-2011. The speech is available in 16bit, 16kHz mono quality recorded with a close-speaking microphone and the same recording equipment was used for all languages.
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
GlobalPhone Multilingual Text & Speech Database
Dataset Text Greek (Greece) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 5,000 words Add Dataset to Quote ell_GRC_PHON Appen Global Pronunciation Dictionary Greek Greece N/A N/A N/A N/A 5,000 N/A text Greek (Greece) Pronunciation Dictionary
Dataset Audio Greek (Greece) scripted smartphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Mobile phone Unit: 191 hours Add Dataset to Quote GRE_ASR001_CN Appen China Scripted Speech Greek Greece Low background noise (home/office) 287 1 54,113 68,271 16 wav Dataset contains audio with corresponding text prompts Greek (Greece) scripted smartphone
Dataset Text Guarani (Paraguay) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 36,000 words Add Dataset to Quote grn_PRY_PHON Appen Global Pronunciation Dictionary Guarani Paraguay N/A N/A N/A N/A 36,000 N/A text Guarani (Paraguay) Pronunciation Dictionary
Dataset Text Haitian Creole (Haiti) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 18,000 words Add Dataset to Quote hat_HTI_PHON Appen Global Pronunciation Dictionary Haitian Creole Haiti N/A N/A N/A N/A 18,000 N/A text Haitian Creole (Haiti) Pronunciation Dictionary
Dataset Image Handwritten text document OCR Common Use Cases: Document Processing, Document Search Recording Device: Camera, scan Unit: 663 images Add Dataset to Quote IMG_OCR_Handwritten Appen Global Document OCR N/A N/A Mixed lighting conditions N/A N/A N/A N/A N/A png Scans and photographs of handwritten forms and handwritten documents. 3 Languages: 11% Arabic, 60% English, 29% Russian Handwritten text document OCR
Dataset Audio Hausa (Nigeria) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone Unit: 33 hours Add Dataset to Quote HAU_ASR002 Appen Global Conversational Speech Hausa Nigeria Low background noise 200 2 Available on request 7,949 8 alaw Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
200 telephony conversations are recorded for this project – 100 speakers make 2 calls each (1 from landline, 1 from mobile) to a pool of 100 call receivers
Hausa (Nigeria) conversational telephony
Dataset Text Hausa (Nigeria) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 11,000 words Add Dataset to Quote hau_NGA_PHON Appen Global Pronunciation Dictionary Hausa Nigeria N/A N/A N/A N/A 11,000 N/A text Hausa (Nigeria) Pronunciation Dictionary
Dataset Audio Hausa scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 20 hours Add Dataset to Quote HAU_ASR001 GlobalPhone Scripted Speech Hausa Cameroon Mixed (quiet home/office, public, outdoor) 103 1 7,895 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
Hausa scripted microphone
Dataset Audio Hebrew (Israel) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 34 hours Add Dataset to Quote HEB_ASR001 Appen Global Conversational Speech Hebrew Israel Low background noise 200 2 Available on request 19,250 8 alaw or wav Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
200 telephony conversations are recorded for this project – 100 speakers make 2 calls each (1 from landline, 1 from mobile) to a pool of 100 call receivers
50% landline, 50% mobile
Conversations cover a range of topics including: Friends, Family and Studies.
Hebrew (Israel) conversational telephony
Dataset Text Hebrew (Israel) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 31,000 words Add Dataset to Quote heb_ISR_PHON Appen Global Pronunciation Dictionary Hebrew Israel N/A N/A N/A N/A 31,000 N/A text Hebrew (Israel) Pronunciation Dictionary
Dataset Audio Hindi (India) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics, TTS Recording Device: Mobile phone and landline Unit: 32 hours Add Dataset to Quote HIN_ASR002 Appen Global Conversational Speech Hindi India Mixed 996 2 Available on request 12,266 8 wav Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
For the majority of calls, both speakers (in-line/out-line) were collected and transcribed, however, for a smaller number of calls, only one half of the conversation was collected and transcribed
29% landline, 71% mobile
Hindi (India) conversational telephony
Dataset Text Hindi (India) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: Unit: 35,000 words Add Dataset to Quote hin_IND_PHON Appen Global Pronunciation Dictionary Hindi India N/A N/A N/A N/A 35,000 N/A text Hindi (India) Pronunciation Dictionary
Dataset Audio Hindi (India) scripted telephony Common Use Cases: ASR, Virtual Assistant, TTS Recording Device: Mobile phone Unit: 224 hours Add Dataset to Quote HIN_ASR001 Appen Global Scripted Speech Hindi India Low background noise 1,920 1 96,000 9,853 8 alaw or wav Fully transcribed to SpeechDAT type conventions
Dataset is accompanied by a pronunciation lexicon [SAMPA] containing all transcribed words
50 prompts per speaker including digits, natural numbers, personal, business and place names, web addresses, confirmation items (yes, no + fuzzy), generic command and control items, phonetically rich sentences and words
Hindi (India) scripted telephony
Dataset Text Hindi Inverse text normalisation Common Use Cases: ASR, Language Modelling, Closed Captioning Recording Device: N/A Unit: 6924 test cases Add Dataset to Quote HIN_ITN001 Appen Global Inverse text normalisation Hindi N/A N/A N/A N/A N/A N/A N/A text Inverse text normalisation input-output pairs, in 14 semiotic classes: cardinal, ordinal, decimal, fraction, measure, time, date, currency, letter, digit, electronic, address, postal codes, identifiers Hindi Inverse text normalisation
Dataset Video Human body movement videos Common Use Cases: Fitness Applications, Action Classification, Gesture Recognition Recording Device: Mobile phone Unit: 2000 videos Add Dataset to Quote HUMAN_BODY_VID001_CN Appen China Human Body N/A China Mixed background and lighting conditions 1000 N/A N/A N/A N/A mp4 Video clips are approximately 10-20 seconds long Human body movement videos
Dataset Text Hungarian (Hungary) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 500 words Add Dataset to Quote hun_HUN_PHON Appen Global Pronunciation Dictionary Hungarian Hungary N/A N/A N/A N/A 500 N/A text Hungarian (Hungary) Pronunciation Dictionary
Dataset Audio Hungarian (Hungary) scripted smartphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Mobile phone Unit: 286 hours Add Dataset to Quote HUN_ASR001_CN Appen China Scripted Speech Hungarian Hungary Low background noise (home/office) 254 1 94,031 201,921 16 wav Dataset contains audio with corresponding text prompts Hungarian (Hungary) scripted smartphone
Dataset Audio Hungarian (Hungary) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Landline only Unit: 65 hours Add Dataset to Quote Hungarian SpeechDat(E) Nuance Scripted Speech Hungarian Hungary Low background noise 1,000 1 48,000 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
48 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items and phonetically rich sentences and words
Hungarian (Hungary) scripted telephony
Dataset Text Icelandic (Iceland) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 3,000 words Add Dataset to Quote isl_ISL_PHON Appen Global Pronunciation Dictionary Icelandic Iceland N/A N/A N/A N/A 3000 N/A text Icelandic (Iceland) Pronunciation Dictionary
Dataset Text Igbo (Nigeria) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 32,000 words Add Dataset to Quote ibo_NGA_PHON Appen Global Pronunciation Dictionary Igbo Nigeria N/A N/A N/A N/A 32,000 N/A text Igbo (Nigeria) Pronunciation Dictionary
Dataset Text Indonesian (Indonesia) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 10,000 words Add Dataset to Quote ind_IDN_POS Appen Global Part of Speech Dictionary Indonesian Indonesia N/A N/A N/A N/A 10,000 N/A text Indonesian (Indonesia) Part of Speech Dictionary
Dataset Text Indonesian (Indonesia) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 95,000 words Add Dataset to Quote ind_IDN_PHON Appen Global Pronunciation Dictionary Indonesian Indonesia N/A N/A N/A N/A 95,000 N/A text Indonesian (Indonesia) Pronunciation Dictionary
Dataset Audio Inner Mongolian (China) Conversational Speech Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone Unit: 100 hours Add Dataset to Quote NMG_ASR001_CN Appen China Conversational Speech Inner Mongolian China Low background noise 200 1 16 wav Audio only; transcription not included
Audio recordings cover the following areas: Xilingol League, Tongliao, Hohhot. Each recording session contains about 30 minutes of free dialogue between 2 people.
Inner Mongolian (China) Conversational Speech
Dataset Audio Iranian Persian (Farsi) (Iran) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 30 hours Add Dataset to Quote FAR_ASR002 Appen Global Conversational Speech Iranian Persian (Farsi) Iran Mixed 1,000 2 Available on request 12,358 8 wav Dataset is fully transcribed and time stamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
Iranian Persian (Farsi) (Iran) conversational telephony
Dataset Audio Iranian Persian (Farsi) (Iran) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Mobile phone and landline Unit: 85 hours Add Dataset to Quote FAR_ASR001 Appen Global Scripted Speech Iranian Persian (Farsi) Iran Mixed 789 1 38,400 8,716 8 alaw or wav Fully transcribed to OrienTel type conventions
Dataset is accompanied by a pronunciation lexicon [SAMPA] containing all transcribed words
48 prompts per speaker including digits, natural numbers, letter strings, personal, place, and business names, confirmation items (yes, no + fuzzy), generic command and control items, phonetically rich sentences and words
Iranian Persian (Farsi) (Iran) scripted telephony
Dataset Text Iranian Persian (Iran) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 1,400,000 words Add Dataset to Quote pes_IRN_POS Appen Global Part of Speech Dictionary Iranian Persian Iran N/A N/A N/A N/A 1,400,000 N/A text Iranian Persian (Iran) Part of Speech Dictionary
Dataset Text Iranian Persian (Iran) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 85,000 words Add Dataset to Quote pes_IRN_PHON Appen Global Pronunciation Dictionary Iranian Persian Iran N/A N/A N/A N/A 85,000 N/A text Iranian Persian (Iran) Pronunciation Dictionary
Dataset Audio Italian (Italy) conversational smartphone Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone Unit: 256 hours Add Dataset to Quote ITA_ASR005 Appen Global Conversational Speech Italian Italy Mixed (home, car, public place, outdoor) 482 1 Available on request Available on request 48 wav Dataset is fully transcribed and time stamped
Two person conversations covering a broad range of generic topics including clothing, culture, education, finance, food, health, history, hospitality, insurance, media/entertainment, sports, travel/holiday, weather and work.
Each speaker participates in up to 12 conversations that are 5-15 minutes long.
Pronunciation lexicon not currently available but can be developed upon request
Italian (Italy) conversational smartphone
Dataset Audio Italian (Italy) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 36 hours Add Dataset to Quote ITA_ASR003 Appen Global Conversational Speech Italian Italy Low background noise 200 2 Available on request 18,974 8 alaw Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
200 telephony conversations are recorded for this project – 100 speakers make 2 calls each (1 from landline, 1 from mobile) to a pool of 100 call receivers
50% landline, 50% mobile
Conversations cover a range of topics including: Travel, Family and Holidays.
Italian (Italy) conversational telephony
Dataset Text Italian (Italy) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 171,000 words Add Dataset to Quote ita_ITA_POS Appen Global Part of Speech Dictionary Italian Italy N/A N/A N/A N/A 171,000 N/A text Italian (Italy) Part of Speech Dictionary
Dataset Text Italian (Italy) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 197,000 words Add Dataset to Quote ita_ITA_PHON Appen Global Pronunciation Dictionary Italian Italy N/A N/A N/A N/A 197,000 N/A text Italian (Italy) Pronunciation Dictionary
Dataset Audio Italian (Italy) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 44 hours Add Dataset to Quote ITA_ASR001 Appen Global Scripted Speech Italian Italy Mixed 200 4 40,000 7,316 22 raw PCM Fully transcribed to SpeechDAT type conventions
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
200 prompts per speaker including 100 command and control type items and 100 phonetically rich sentences
Italian (Italy) scripted microphone
Dataset Audio Italian (Italy) scripted microphone Common Use Cases: TTS Recording Device: Microphone Unit: 3 hours Add Dataset to Quote ITA_TTS001 Appen Global Scripted Speech Italian Italy Low background noise (studio) 1 1 3,300 Available on request 22 raw PCM Dataset is accompanied by a pronunciation lexicon containing all words spoken in the Dataset
3,300 prompts per speaker including phonetically rich sentences
Italian (Italy) scripted microphone
Dataset Audio Italian (Italy) scripted microphone in-car Common Use Cases: ASR, Virtual Assistant, In Car HMI & Entertainment Recording Device: Microphone Unit: 47 hours Add Dataset to Quote ITA_ASR002 Appen Global Scripted Speech Italian Italy Mixed (in-car) 205 4 35,875 10,366 48 raw PCM Fully transcribed to SpeechDAT type conventions
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
350 prompts per speaker including digits, street names, generic command and control items, phonetically rich sentences and words
Each speaker recorded 1or 2 sessions including Session 1 in a parked vehicle with the engine running and Session 2 in a vehicle travelling at 60 mph (100 km/h)
Italian (Italy) scripted microphone in-car
Dataset Audio Italian (Italy) telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Landline only Unit: 38 hours Add Dataset to Quote Italian Fixed Network Speech SpeechDat(M) Corpus Nuance Scripted Speech Italian Italy Low background noise (home/office) 1,000 1 39,000 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
39 prompts per speaker including isolated and connected digits, natural numbers, money amounts, spelled words, time and date phrases, yes/no questions, city names, common application words, application words in phrases and phonetically rich sentences
Italian (Italy) telephony
Dataset Audio Italian (Italy) telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Landline only Unit: 228 hours Add Dataset to Quote Italian SpeechDat(II) FDB-3000 Nuance Scripted Speech Italian Italy Low background noise (home/office) 3,040 1 134,000 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
44 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items and phonetically rich sentences and words
Italian (Italy) telephony
Dataset Audio Italian (Italy) telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Mobile phone Unit: 103 hours Add Dataset to Quote Italian SpeechDat(II) MDB-250 Nuance Scripted Speech Italian Italy Low background noise (home/office) 375 1 19,000 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
51 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items and phonetically rich sentences and words
Italian (Italy) telephony
Dataset Audio Italian (Italy) telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Mobile phone Unit: 13 hours Add Dataset to Quote SpeechDat(M) Italian Mobile Network Speech Database Nuance Scripted Speech Italian Italy Low background noise (home/office) 342 1 13,500 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
40 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items and phonetically rich sentences and words
Italian (Italy) telephony
Dataset Text Japanese (Japan) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 269,000 words Add Dataset to Quote jpn_JPN_POS Appen Global Part of Speech Dictionary Japanese Japan N/A N/A N/A N/A 269,000 N/A text Japanese (Japan) Part of Speech Dictionary
Dataset Text Japanese (Japan) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 262,000 words Add Dataset to Quote jpn_JPN_PHON Appen Global Pronunciation Dictionary Japanese Japan N/A N/A N/A N/A 262,000 N/A text Japanese (Japan) Pronunciation Dictionary
Dataset Audio Japanese (Japan) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 33 hours Add Dataset to Quote JPN_ASR001 GlobalPhone Scripted Speech Japanese Japan Mixed (quiet home/office, public, outdoor) 144 1 13,067 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
Japanese (Japan) scripted microphone
Dataset Audio Japanese (Japan) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 57 hours Add Dataset to Quote Speecon Japanese Nuance Scripted Speech Japanese Japan Mixed (office, entertainment, car, public place) 600 (550 adult speakers and 50 child speakers) 4 170,000 Available on request 16 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
290 prompts per adult speaker and 210 prompts per child speaker including digits, natural numbers, letter strings, personal, place and business names, application words for adult speakers, command (toy, phone and general) for child speakers, phonetically rich words and sentences and free and elicited spontaneous responses for adult speakers
Japanese (Japan) scripted microphone
Dataset Text Japanese Inverse text normalisation Common Use Cases: ASR, Language Modelling, Closed Captioning Recording Device: N/A Unit: 5363 test cases Add Dataset to Quote JPN_ITN001 Appen Global Inverse text normalisation Japanese N/A N/A N/A N/A N/A N/A N/A text Inverse text normalisation input-output pairs, in 14 semiotic classes: cardinal, ordinal, decimal, fraction, measure, time, date, currency, letter, digit, electronic, address, postal codes, identifiers Japanese Inverse text normalisation
Dataset Text Japanese NER news text Common Use Cases: NER, Content Classification, Search Engines Recording Device: N/A Unit: 20,629 sentences Add Dataset to Quote JPY_NER001 Appen Global News NER Japanese Japan N/A N/A N/A 20,629 Available on request N/A text News text corpora with entities tagged in XML format: Person, Title, Organization, Location, Geo-political entity, Facility, Religion, Nationality, Quantity Japanese NER news text
Dataset Text Javanese (Indonesia) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 22,000 words Add Dataset to Quote jav_IDN_PHON Appen Global Pronunciation Dictionary Javanese Indonesia N/A N/A N/A N/A 22,000 N/A text Javanese (Indonesia) Pronunciation Dictionary
Dataset Audio Kannada (India) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 15 hours Add Dataset to Quote KAN_ASR001 Appen Global Conversational Speech Kannada India Mixed 178 2 Available on request 15,660 8 alaw Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
15% landline, 85% mobile
Kannada (India) conversational telephony
Dataset Audio Kannada (India) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 57 hours Add Dataset to Quote KAN_ASR001A Appen Global Conversational Speech Kannada India Mixed 1,000 2 Available on request 15,660 8 alaw Approx. 25% of the dataset sessions are transcribed and time stamped – full transcripts can be made available
Database is accompanied by a pronunciation lexicon containing all transcribed words
16% Hands-Free car, 16% Landline quiet, 15% Mobile quiet, 17% Moving vehicle, 19% Public place, 17% Roadside
Kannada (India) conversational telephony
Dataset Text Kannada (India) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 49,000 words Add Dataset to Quote kan_IND_PHON Appen Global Pronunciation Dictionary Kannada India N/A N/A N/A N/A 49,000 N/A text Kannada (India) Pronunciation Dictionary
Dataset Text Kazakh (Kazakhstan) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 31,000 words Add Dataset to Quote kaz_KAZ_PHON Appen Global Pronunciation Dictionary Kazakh Kazakhstan N/A N/A N/A N/A 31,000 N/A text Kazakh (Kazakhstan) Pronunciation Dictionary
Dataset Text Korean (South Korea) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 100,000 words Add Dataset to Quote kor_KOR_POS Appen Global Part of Speech Dictionary Korean South Korea N/A N/A N/A N/A 100,000 N/A text Korean (South Korea) Part of Speech Dictionary
Dataset Text Korean (South Korea) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 105,000 words Add Dataset to Quote kor_KOR_PHON Appen Global Pronunciation Dictionary Korean South Korea N/A N/A N/A N/A 105,000 N/A text Korean (South Korea) Pronunciation Dictionary
Dataset Audio Korean (South Korea) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 20 hours Add Dataset to Quote KOR_ASR001 GlobalPhone Scripted Speech Korean South Korea Mixed (quiet home/office, public, outdoor) 100 1 8,107 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
Korean (South Korea) scripted microphone
Dataset Text Korean NER news text Common Use Cases: NER, Content Classification, Search Engines Recording Device: N/A Unit: 25,830 sentences Add Dataset to Quote KOR_NER001 Appen Global News NER Korean South Korea N/A N/A N/A 25,830 Available on request N/A text News text corpora with entities tagged in XML format: Person, Title, Organization, Location, Geo-political entity, Facility, Religion, Nationality, Quantity Korean NER news text
Dataset Text Kurmanji (Turkey) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 60,000 words Add Dataset to Quote kur_TUR_PHON Appen Global Pronunciation Dictionary Kurmanji Turkey N/A N/A N/A N/A 60,000 N/A text Kurmanji (Turkey) Pronunciation Dictionary
Dataset Text Lao (Laos) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 9,000 words Add Dataset to Quote lao_LAO_PHON Appen Global Pronunciation Dictionary Lao Laos N/A N/A N/A N/A 9,000 N/A text Lao (Laos) Pronunciation Dictionary
Dataset Text Latin American Spanish Inverse text normalisation Common Use Cases: ASR, Language Modelling, Closed Captioning Recording Device: N/A Unit: 3795 test cases Add Dataset to Quote SPA_ITN001 Appen Global Inverse text normalisation Spanish N/A N/A N/A N/A N/A N/A N/A text Inverse text normalisation input-output pairs, in 14 semiotic classes: cardinal, ordinal, decimal, fraction, measure, time, date, currency, letter, digit, electronic, address, postal codes, identifiers Latin American Spanish Inverse text normalisation
Dataset Text Lithuanian (Lithuania) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 71,000 words Add Dataset to Quote lit_LTU_PHON Appen Global Pronunciation Dictionary Lithuanian Lithuania N/A N/A N/A N/A 71,000 N/A text Lithuanian (Lithuania) Pronunciation Dictionary
Dataset Text Malayalam (India) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 19,000 words Add Dataset to Quote mal_IND_PHON Appen Global Pronunciation Dictionary Malayalam India N/A N/A N/A N/A 19,000 N/A text Malayalam (India) Pronunciation Dictionary
Dataset Text Malaysian (Malaysia) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 26,000 words Add Dataset to Quote msa_MYS_PHON Appen Global Pronunciation Dictionary Malaysian Malaysia N/A N/A N/A N/A 26,000 N/A text Malaysian (Malaysia) Pronunciation Dictionary
Dataset Text Mandarin (Simplified) (China) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 35,000 words Add Dataset to Quote zho_CHN_PHON Appen Global Pronunciation Dictionary Mandarin (Simplified) China N/A N/A N/A N/A 35,000 N/A text Mandarin (Simplified) (China) Pronunciation Dictionary
Dataset Text Mandarin (Traditional) (Taiwan) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 50,000 words Add Dataset to Quote zho_TWN_PHON Appen Global Pronunciation Dictionary Mandarin (Traditional) Taiwan N/A N/A N/A N/A 50,000 N/A text Mandarin (Traditional) (Taiwan) Pronunciation Dictionary
Dataset Audio Mandarin Chinese (China) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 26 hours Add Dataset to Quote MAC_ASR002 GlobalPhone Scripted Speech Mandarin Chinese China Mixed (quiet home/office, public, outdoor) 132 1 10,225 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
Mandarin Chinese (China) scripted microphone
Dataset Audio Mandarin Chinese (China) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Mobile phone and landline Unit: 323 hours Add Dataset to Quote MAC_ASR001 Appen Global Scripted Speech Mandarin Chinese China Mixed 2,000 1 200,000 7,145 8 alaw Fully transcribed to SpeechDAT type conventions
Dataset is accompanied by a pronunciation lexicon [SAMPA] containing all transcribed words
98 prompts per speaker including digits, natural numbers, letter strings, personal, place, and business names, confirmation items (yes, no + fuzzy), generic command and control items (from a set of 215), phonetically rich sentences and words
100% mobile
Mandarin Chinese (China) scripted telephony
Dataset Text Mandarin Chinese Inverse text normalisation Common Use Cases: ASR, Language Modelling, Closed Captioning Recording Device: N/A Unit: 4230 test cases Add Dataset to Quote CMN_ITN001 Appen Global Inverse text normalisation Mandarin Chinese N/A N/A N/A N/A N/A N/A N/A text Inverse text normalisation input-output pairs, in 14 semiotic classes: cardinal, ordinal, decimal, fraction, measure, time, date, currency, letter, digit, electronic, address, postal codes, identifiers Mandarin Chinese Inverse text normalisation
Dataset Text Mandarin NER news text Common Use Cases: NER, Content Classification, Search Engines Recording Device: N/A Unit: 17,313 sentences Add Dataset to Quote MAC_NER001 Appen Global News NER Mandarin Chinese China N/A N/A N/A 17,313 Available on request N/A text News text corpora with entities tagged in XML format: Person, Title, Organization, Location, Geo-political entity, Facility, Religion, Nationality, Quantity Mandarin NER news text
Dataset Audio Marathi (India) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 15 hours Add Dataset to Quote MAR_ASR001 Appen Global Conversational Speech Marathi India Mixed 180 2 Available on request 11,908 8 alaw Approx. 29% of the dataset sessions are transcribed and time stamped – full transcripts can be made available
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
17% Hands-Free car, 16% Landline quiet, 19% Mobile quiet, 16% Moving vehicle, 16% Public place, 17% Roadside
Marathi (India) conversational telephony
Dataset Audio Marathi (India) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 52 hours Add Dataset to Quote MAR_ASR001A Appen Global Conversational Speech Marathi India Mixed 1,000 2 Available on request 11,908 8 alaw Portion of the dataset sessions are transcribed and time stamped – full transcripts can be made available
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
16% landline, 84% mobile
Marathi (India) conversational telephony
Dataset Text Marathi (India) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 30,000 words Add Dataset to Quote mar_IND_PHON Appen Global Pronunciation Dictionary Marathi India N/A N/A N/A N/A 30,000 N/A text Marathi (India) Pronunciation Dictionary
Dataset Text Mongolian (Mongolia) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 32,000 words Add Dataset to Quote mon_MNG_PHON Appen Global Pronunciation Dictionary Mongolian Mongolia N/A N/A N/A N/A 32,000 N/A text Mongolian (Mongolia) Pronunciation Dictionary
Dataset Text Norwegian (Norway) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 3,000 words Add Dataset to Quote nor_NOR_POS Appen Global Part of Speech Dictionary Norwegian Norway N/A N/A N/A N/A 3,000 N/A text Norwegian (Norway) Part of Speech Dictionary
Dataset Text Norwegian (Norway) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 117,000 words Add Dataset to Quote nor_NOR_PHON Appen Global Pronunciation Dictionary Norwegian Norway N/A N/A N/A N/A 117,000 N/A text Norwegian (Norway) Pronunciation Dictionary
Dataset Image Object Image Collection Common Use Cases: Image label recognition training Recording Device: Mobile phone and camera Unit: 2196 images Add Dataset to Quote IMG_TAG_CN Appen China Object Image N/A N/A Mixed lighting conditions N/A N/A N/A jpg Multi-scene picture sample library of 2196 images, with the following categories: KTV: 50, Department store: 55, Office: 100; Museum: 63; Electrical appliances: 55; Marine: 191; Car: 50; Handbags: 35; Night view: 54; Sports equipment: 54; Convenience stores: 34; Restaurant: 54; Window scenery: 62; Pets: 82; Ship: 50; Zoo, 70; Clothing store: 53; Beach: 95; Airport: 65 tickets; Gym: 47; Attractions: 77; Crowd: 67; Desert: 73; Beach: 68; Mountain area: 54; Shopping mall: 55; Trees: 85; Sky: 102; Snow: 71; Snow Mountain: 53; Night view: 78; Playground: 94 Object Image Collection
Dataset Text Oriya (India) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 19,000 words Add Dataset to Quote ori_IND_PHON Appen Global Pronunciation Dictionary Oriya India N/A N/A N/A N/A 19,000 N/A text Oriya (India) Pronunciation Dictionary
Dataset Audio Panjabi (Pakistan) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 20 hours Add Dataset to Quote PAP_ASR001 Appen Global Conversational Speech Panjabi Pakistan Low background noise 205 2 Available on request 7,298 8 alaw Dataset is fully transcribed and time-stamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
71% of calls, both speakers (in-line/out-line) were collected and transcribed, however, for 29% calls, only one half of the conversation was collected and transcribed
20% landline, 80% mobile
Panjabi (Pakistan) conversational telephony
Dataset Audio Pashto (Afghanistan) broadcast Common Use Cases: ASR, Automatic Captioning, Keyword Spotting Recording Device: Microphone Unit: 51 hours Add Dataset to Quote PAS_BRC001 Appen Global Broadcast Speech Northern Pashto – Southern Pashto Afghanistan Low background noise (studio) N/A 1 Available on request Available on request N/A wav Dataset is fully transcribed and timestamped
Pronunciation lexicon not currently available but can be developed upon request
Dataset is largely speech only and does not include music or advertisements
Data types include: talk shows, interviews, news broadcasts (excluding news reading by anchors)
Pashto (Afghanistan) broadcast
Dataset Audio Pashto (Afghanistan) conversational microphone Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Microphone Unit: 39 hours Add Dataset to Quote PAS_ASR002 Appen Global Conversational Speech Northern Pashto – Southern Pashto Afghanistan Low background noise 40 2 34860 9,480 16 wav Dataset is fully transcribed and time stamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
A full translation of the transcripts into French is also available as an optional additional purchase
Average length of calls: 120 mins where one speaker acts as an interviewer and the other as the interviewee for scenarios are similar to TransTAC style (e.g. civil affairs, checkpoints etc.)
The interviewer appears in more than one set of dialogues but the interviewee is unique for each set
Pashto (Afghanistan) conversational microphone
Dataset Audio Pashto (Afghanistan) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 55 hours Add Dataset to Quote PAS_ASR001 Appen Global Conversational Speech Northern Pashto – Southern Pashto Afghanistan Low background noise 967 2 Available on request 13,633 8 wav Dataset is fully transcribed and time stamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
For the majority of calls, both speakers (in-line/out-line) were collected and transcribed, however, for a smaller number of calls, only one half of the conversation was collected and transcribed
25% landline, 75% mobile
Pashto (Afghanistan) conversational telephony
Dataset Text Pashto (Afghanistan) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 64,000 words Add Dataset to Quote pus_AFG_PHON Appen Global Pronunciation Dictionary Pashto Afghanistan N/A N/A N/A N/A 64,000 N/A text Pashto (Afghanistan) Pronunciation Dictionary
Dataset Text Polish (Poland) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 4,000 words Add Dataset to Quote pol_POL_POS Appen Global Part of Speech Dictionary Polish Poland N/A N/A N/A N/A 4,000 N/A text Polish (Poland) Part of Speech Dictionary
Dataset Text Polish (Poland) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 42,000 words Add Dataset to Quote pol_POL_PHON Appen Global Pronunciation Dictionary Polish Poland N/A N/A N/A N/A 42,000 N/A text Polish (Poland) Pronunciation Dictionary
Dataset Audio Polish (Poland) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 25 hours Add Dataset to Quote POL_ASR001 GlobalPhone Scripted Speech Polish Poland Mixed (quiet home/office, public, outdoor) 99 1 10,130 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
Polish (Poland) scripted microphone
Dataset Audio Polish (Poland) scripted smartphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Mobile phone Unit: 293 hours Add Dataset to Quote POL_ASR002_CN Appen China Scripted Speech Polish Poland Low background noise (home/office) 353 1 106,674 168,544 16 wav Dataset contains audio with corresponding text prompts Polish (Poland) scripted smartphone
Dataset Audio Polish (Poland) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Landline only Unit: 78 hours Add Dataset to Quote Polish SpeechDat(E) Database Nuance Scripted Speech Polish Poland Low background noise 1,000 1 48,000 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
48 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items and phonetically rich sentences and words
Polish (Poland) scripted telephony
Dataset Audio Portuguese (Brazil) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 33 hours Add Dataset to Quote PTB_ASR002 Appen Global Conversational Speech Portuguese Brazil Low background noise 200 2 33,837 11,287 8 alaw or wav Dataset is fully transcribed and time stamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
63% landline, 38% mobile
Portuguese (Brazil) conversational telephony
Dataset Audio Portuguese (Brazil) microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 26 hours Add Dataset to Quote PTB_ASR001 GlobalPhone Scripted Speech Portuguese Brazil Mixed (quiet home/office, public, outdoor) 102 1 10,417 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
Portuguese (Brazil) microphone
Dataset Text Portuguese (Brazil) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 98,000 words Add Dataset to Quote por_BRA_POS Appen Global Part of Speech Dictionary Portuguese Brazil N/A N/A N/A N/A 98000 N/A text Portuguese (Brazil) Part of Speech Dictionary
Dataset Text Portuguese (Brazil) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 102,000 words Add Dataset to Quote por_BRA_PHON Appen Global Pronunciation Dictionary Portuguese Brazil N/A N/A N/A N/A 102,000 N/A text Portuguese (Brazil) Pronunciation Dictionary
Dataset Audio Portuguese (Portugal) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 36 hours Add Dataset to Quote PTP_ASR001 Appen Global Conversational Speech Portuguese Portugal Low background noise 200 2 36,586 16,339 8 alaw or wav Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
200 telephony conversations are recorded for this project – 100 speakers make 2 calls each (1 from landline, 1 from mobile) to a pool of 100 call receivers
Portuguese (Portugal) conversational telephony
Dataset Text Portuguese (Portugal) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 60,000 words Add Dataset to Quote por_PRT_POS Appen Global Part of Speech Dictionary Portuguese Portugal N/A N/A N/A N/A 60,000 N/A text Portuguese (Portugal) Part of Speech Dictionary
Dataset Text Portuguese (Portugal) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 112,000 words Add Dataset to Quote por_PRT_PHON Appen Global Pronunciation Dictionary Portuguese Portugal N/A N/A N/A N/A 112,000 N/A text Portuguese (Portugal) Pronunciation Dictionary
Dataset Audio Romanian (Romania) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 37 hours Add Dataset to Quote ROM_ASR001 Appen Global Conversational Speech Romanian Romania Low background noise 200 2 Available on request 16,658 8 alaw Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
200 telephony conversations are recorded for this project – 100 speakers make 2 calls each (1 from landline, 1 from mobile) to a pool of 100 call receivers
50% landline, 50% mobile
Conversations cover a range of topics including: Leisure, Work and Sport.
Romanian (Romania) conversational telephony
Dataset Text Romanian (Romania) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 16,000 words Add Dataset to Quote ron_ROU_PHON Appen Global Pronunciation Dictionary Romanian Romania N/A N/A N/A N/A 16,000 N/A text Romanian (Romania) Pronunciation Dictionary
Dataset Audio Russian (Russia) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 37 hours Add Dataset to Quote RUS_ASR001 Appen Global Conversational Speech Russian Russia Low background noise 200 2 Available on request 28,284 8 alaw or wav Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
200 telephony conversations are recorded for this project – 100 speakers make 2 calls each (1 from landline, 1 from mobile) to a pool of 100 call receivers
50% landline, 50% mobile
Russian (Russia) conversational telephony
Dataset Text Russian (Russia) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 100,000 words Add Dataset to Quote rus_RUS_POS Appen Global Part of Speech Dictionary Russian Russia N/A N/A N/A N/A 100,000 N/A text Russian (Russia) Part of Speech Dictionary
Dataset Text Russian (Russia) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 120,000 words Add Dataset to Quote rus_RUS_PHON Appen Global Pronunciation Dictionary Russian Russia N/A N/A N/A N/A 120,000 N/A text Russian (Russia) Pronunciation Dictionary
Dataset Audio Russian (Russia) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 31 hours Add Dataset to Quote RUS_ASR002 GlobalPhone Scripted Speech Russian Russia Mixed (quiet home/office, public, outdoor) 115 1 12,205 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
Russian (Russia) scripted microphone
Dataset Audio Russian (Russia) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 46 hours Add Dataset to Quote Speecon Russian Database Nuance Scripted Speech Russian Russia Mixed (office, entertainment, car, public place) 600 (550 adult speakers and 50 child speakers) 4 170,000 Available on request 16 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
290 prompts per adult speaker and 210 prompts per child speaker including digits, natural numbers, letter strings, personal, place and business names, application words for adult speakers, command (toy, phone and general) for child speakers, phonetically rich words and sentences and free and elicited spontaneous responses for adult speakers
Russian (Russia) scripted microphone
Dataset Audio Russian (Russia) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Landline only Unit: 180 hours Add Dataset to Quote Russian SpeechDat(E) Database Nuance Scripted Speech Russian Russia Low background noise 2,500 1 112,000 Available on request 8 alaw Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
45 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items and phonetically rich sentences and words
Russian (Russia) scripted telephony
Dataset Text Russian NER news text Common Use Cases: NER, Content Classification, Search Engines Recording Device: N/A Unit: 29,888 sentences Add Dataset to Quote RUS_NER001 Appen Global News NER Russian Russia N/A N/A N/A 29,888 Available on request N/A text News text corpora with entities tagged in XML format: Person, Title, Organization, Location, Geo-political entity, Facility, Religion, Nationality, Quantity Russian NER news text
Dataset Text Serbian (Serbia) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 29,000 words Add Dataset to Quote srp_SRB_PHON Appen Global Pronunciation Dictionary Serbian Serbia N/A N/A N/A N/A 29,000 N/A text Serbian (Serbia) Pronunciation Dictionary
Dataset Audio Shanghai dialect (China) Conversational Speech Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone Unit: 4.5 hours Add Dataset to Quote SHANGHAI_ASR002_CN Appen China Conversational Speech Shanghai dialect China Low background noise 14 1 8 wav Audio only, transcription not included
Audio recordings cover the following districts: Shanghai Huangpu District, Xuhui District, Changning District, Jing ‘an District, Putuo District, Hongkou District, Yangpu District, Pudong New Area
Shanghai suburb accents not included, and no minors were recorded.
Each recording session contains 20-30 minutes of free dialogue between 2-5 people.
Sensitive data and personal information has been scrubbed.
Shanghai dialect (China) Conversational Speech
Dataset Audio Shanghai dialect (China) Conversational Speech Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Recording pen/microphone Unit: 21 hours Add Dataset to Quote SHANGHAI_ASR001_CN Appen China Conversational Speech Shanghai dialect China Low background noise 51 1 16 wav Audio only, transcription not included
Audio recordings cover the following districts: Shanghai Huangpu District, Xuhui District, Changning District, Jing ‘an District, Putuo District, Hongkou District, Yangpu District, Pudong New Area
Shanghai suburb accents not included, and no minors were recorded.
Each recording session contains 20-30 minutes of free dialogue between 2-5 people.
Sensitive data and personal information has been scrubbed.
Shanghai dialect (China) Conversational Speech
Dataset Image Simplified Chinese printed text OCR Common Use Cases: Document Processing, Document Search Recording Device: Camera Unit: 200 images Add Dataset to Quote IMG_OCR_MAC_CN Appen China Document OCR N/A China Mixed lighting conditions 30 N/A N/A N/A N/A jpg Text in each image is labeled with bounding boxes by the line
Images containing heavy text in Chinese, including books, publications, posters, receipts, PPT, printed paper, etc.
Simplified Chinese printed text OCR
Dataset Audio Slovak (Slovakia) scripted telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Landline only Unit: 65 hours Add Dataset to Quote Slovak SpeechDat(E) Database Nuance Scripted Speech Slovak Slovakia Low background noise 1,000 1 48,000 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
48 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items and phonetically rich sentences and words
Slovak (Slovakia) scripted telephony
Dataset Text Slovenian (Slovenian) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 28,000 words Add Dataset to Quote slv_SVN_PHON Appen Global Pronunciation Dictionary Slovenian Slovenian N/A N/A N/A N/A 28000 N/A text Slovenian (Slovenian) Pronunciation Dictionary
Dataset Audio Slovenian (Slovenian) telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Landline only Unit: 76 hours Add Dataset to Quote Slovenian SpeechDat(II) FDB-1000 Nuance Scripted Speech Slovenian Slovenia Low background noise (home/office) 1,000 1 40,000 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
Approximately 40 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items and phonetically rich sentences and words
Slovenian (Slovenian) telephony
Dataset Audio Somali (Somalia) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 50 hours Add Dataset to Quote SOM_ASR001 Appen Global Conversational Speech Somali Somalia Low background noise 1,000 2 Available on request 23,217 8 alaw Dataset is fully transcribed and time stamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
1% landline, 99% mobile
Somali (Somalia) conversational telephony
Dataset Text Somali (Somalia) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 76,000 words Add Dataset to Quote som_SOM_PHON Appen Global Pronunciation Dictionary Somali Somalia N/A N/A N/A N/A 76,000 N/A text Somali (Somalia) Pronunciation Dictionary
Dataset Text Sorani (Iraq) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 26,000 words Add Dataset to Quote kur_IRQ_PHON Appen Global Pronunciation Dictionary Sorani Iraq N/A N/A N/A N/A 26,000 N/A text Sorani (Iraq) Pronunciation Dictionary
Dataset Audio Sorani (Kurdish) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 5 hours Add Dataset to Quote SOR_ASR001 Appen Global Conversational Speech Central Kurdish (Iran) Iran Low background noise 170 2 Available on request 7,924 8 alaw or wav Dataset is fully transcribed and time stamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
For a large proportion of calls, only one half of the conversation was collected and transcribed
Sorani (Kurdish) conversational telephony
Dataset Text Spanish (Argentina) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 15,000 words Add Dataset to Quote spa_ARG_PHON Appen Global Pronunciation Dictionary Spanish Argentina N/A N/A N/A N/A 15,000 N/A text Spanish (Argentina) Pronunciation Dictionary
Dataset Text Spanish (Chile) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 15,000 words Add Dataset to Quote spa_CHL_PHON Appen Global Pronunciation Dictionary Spanish Chile N/A N/A N/A N/A 15,000 N/A text Spanish (Chile) Pronunciation Dictionary
Dataset Text Spanish (Colombia) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 15,000 words Add Dataset to Quote spa_COL_PHON Appen Global Pronunciation Dictionary Spanish Colombia N/A N/A N/A N/A 15,000 N/A text Spanish (Colombia) Pronunciation Dictionary
Dataset Audio Spanish (Latin America – Chile and Colombia) conversational telephony Common Use Cases: ASR, Call Centre, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 22 hours Add Dataset to Quote ESL_ASR002 Appen Global Conversational Speech Spanish Chile-Columbia Mixed 84 2 22,098 Available on request 8 wav Dataset is fully transcribed and time-stamped
Pronunciation lexicon not currently available but can be developed upon request
Call Center
Call Centre style conversations (by 64 customers, 14 agents) in banking and telco domains, primarily using mobile phone
Spanish (Latin America – Chile and Colombia) conversational telephony
Dataset Audio Spanish (Latin America) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 17 hours Add Dataset to Quote ESL_ASR001 GlobalPhone Scripted Speech Spanish Costa Rica Mixed (quiet home/office, public, outdoor) 100 1 6,898 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
Spanish (Latin America) scripted microphone
Dataset Text Spanish (Peru) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 15,000 words Add Dataset to Quote spa_PER_PHON Appen Global Pronunciation Dictionary Spanish Peru N/A N/A N/A N/A 15,000 N/A text Spanish (Peru) Pronunciation Dictionary
Dataset Audio Spanish (Spain) conversational smartphone Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone Unit: 223 hours Add Dataset to Quote ESP_ASR003 Appen Global Conversational Speech Spanish Spain Mixed (home, car, public place, outdoor) 414 1 Available on request Available on request 48 wav Dataset is fully transcribed and time stamped
Two person conversations covering a broad range of generic topics including clothing, culture, education, finance, food, health, history, hospitality, insurance, media/entertainment, sports, travel/holiday, weather and work.
Each speaker participates in up to 12 conversations that are 5-15 minutes long.
Pronunciation lexicon not currently available but can be developed upon request
Spanish (Spain) conversational smartphone
Dataset Text Spanish (Spain) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 100,000 words Add Dataset to Quote spa_ESP_PHON Appen Global Pronunciation Dictionary Spanish Spain N/A N/A N/A N/A 100,000 N/A text Spanish (Spain) Pronunciation Dictionary
Dataset Audio Spanish (Spain) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 39 hours Add Dataset to Quote ESP_ASR001 Appen Global Scripted Speech Spanish Spain Mixed 200 4 40,000 6,367 22 raw PCM Fully transcribed to SpeechDAT type conventions
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
200 prompts per speaker including 100 command and control type items and 100 phonetically rich sentences
Spanish (Spain) scripted microphone
Dataset Audio Spanish (Spain) scripted microphone Common Use Cases: TTS Recording Device: Microphone Unit: 1 hour Add Dataset to Quote ESP_TTS001 Appen Global Scripted Speech Spanish Spain Low background noise (studio) 1 1 1,787 3,614 22 wav Dataset is accompanied by a pronunciation lexicon containing all words spoken in the Dataset
1,787 prompts per speaker including phonetically rich sentences
Spanish (Spain) scripted microphone
Dataset Audio Spanish (Spain) scripted microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 46 hours Add Dataset to Quote Speecon Spanish Database Nuance Scripted Speech Spanish Spain Mixed (office, entertainment, car, public place) 600 (550 adult speakers and 50 child speakers) 4 170,000 Available on request 16 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
290 prompts per adult speaker and 210 prompts per child speaker including digits, natural numbers, letter strings, personal, place and business names, application words for adult speakers, command (toy, phone and general) for child speakers, phonetically rich words and sentences and free and elicited spontaneous responses for adult speakers
Spanish (Spain) scripted microphone
Dataset Text Spanish (United States) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 90,000 words Add Dataset to Quote spa_USA_PHON Appen Global Pronunciation Dictionary Spanish United States N/A N/A N/A N/A 90,000 N/A text Spanish (United States) Pronunciation Dictionary
Dataset Text Spanish (Venezuela) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 15,000 words Add Dataset to Quote spa_VEN_PHON Appen Global Pronunciation Dictionary Spanish Venezuela N/A N/A N/A N/A 15,000 N/A text Spanish (Venezuela) Pronunciation Dictionary
Dataset Image Street signs OCR Common Use Cases: Document Processing, Document Search Recording Device: Camera Unit: 669 images Add Dataset to Quote IMG_OCR_Streetsigns Appen Global Document OCR English N/A Mixed lighting conditions N/A N/A N/A N/A N/A png Photographs of street signs, 51% traffic signs and 49% other. English from 18 locales. Street signs OCR
Dataset Text Swahili (Kenya) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 66,000 words Add Dataset to Quote swa_KEN_PHON Appen Global Pronunciation Dictionary Swahili Kenya N/A N/A N/A N/A 66,000 N/A text Swahili (Kenya) Pronunciation Dictionary
Dataset Text Swedish (Sweden) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 105,000 words Add Dataset to Quote swe_SWE_POS Appen Global Part of Speech Dictionary Swedish Sweden N/A N/A N/A N/A 105,000 N/A text Swedish (Sweden) Part of Speech Dictionary
Dataset Text Swedish (Sweden) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 105,000 words Add Dataset to Quote swe_SWE_PHON Appen Global Pronunciation Dictionary Swedish Sweden N/A N/A N/A N/A 105,000 N/A text Swedish (Sweden) Pronunciation Dictionary
Dataset Audio Swedish (Sweden/ Finland) microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 30 hours Add Dataset to Quote SWE_ASR001 GlobalPhone Scripted Speech Swedish Sweden – Finland Mixed (quiet home/office, public, outdoor) 98 1 11,816 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
Swedish (Sweden/ Finland) microphone
Dataset Text Sylheti (Bangladesh – India) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 22,000 words Add Dataset to Quote syl_BGD -IND_PHON Appen Global Pronunciation Dictionary Sylheti Bangladesh – India N/A N/A N/A N/A 22,000 N/A text Sylheti (Bangladesh – India) Pronunciation Dictionary
Dataset Text Tagalog (Philippines) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 34,000 words Add Dataset to Quote tgl_PHL_PHON Appen Global Pronunciation Dictionary Tagalog Philippines N/A N/A N/A N/A 34,000 N/A text Tagalog (Philippines) Pronunciation Dictionary
Dataset Text Tamil (India) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 106,000 words Add Dataset to Quote tam_IND_PHON Appen Global Pronunciation Dictionary Tamil India N/A N/A N/A N/A 106,000 N/A text Tamil (India) Pronunciation Dictionary
Dataset Text Telugu (India) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 51,000 words Add Dataset to Quote tel_IND_PHON Appen Global Pronunciation Dictionary Telugu India N/A N/A N/A N/A 51,000 N/A text Telugu (India) Pronunciation Dictionary
Dataset Audio Thai (Thailand) microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 28 hours Add Dataset to Quote THA_ASR001 GlobalPhone Scripted Speech Thai Thailand Mixed (quiet home/office, public, outdoor) 98 1 14,039 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
Thai (Thailand) microphone
Dataset Image Thai (Thailand) printed text OCR Common Use Cases: Document Processing, Document Search Recording Device: Camera Unit: 1219 images Add Dataset to Quote IMG_OCR_THA_CN Appen China Document OCR Thai Thailand Mixed lighting conditions 10 N/A N/A N/A N/A jpg Images containing text, Shopping receipts / tickets / invoices / taxi slips, etc. Thai (Thailand) printed text OCR
Dataset Text Thai (Thailand) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 30,000 words Add Dataset to Quote tha_THA_PHON Appen Global Pronunciation Dictionary Thai Thailand N/A N/A N/A N/A 30,000 N/A text Thai (Thailand) Pronunciation Dictionary
Dataset Text Tok Pisin (Papua New Guinea) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 8,000 words Add Dataset to Quote tpi_PNG_PHON Appen Global Pronunciation Dictionary Tok Pisin Papua New Guinea N/A N/A N/A N/A 8,000 N/A text Tok Pisin (Papua New Guinea) Pronunciation Dictionary
Dataset Audio Turkish (Turkey) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 41 hours Add Dataset to Quote TUR_ASR001 Appen Global Conversational Speech Turkish Turkey Low background noise 200 2 Available on request 32,386 8 alaw or wav Dataset is fully transcribed and timestamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
200 telephony conversations are recorded for this project – 100 speakers make 2 calls each (1 from landline, 1 from mobile) to a pool of 100 call receivers
48% landline, 52% mobile
Turkish (Turkey) conversational telephony
Dataset Audio Turkish (Turkey) microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 17 hours Add Dataset to Quote TUR_ASR002 GlobalPhone Scripted Speech Turkish Turkey Mixed (quiet home/office, public, outdoor) 100 1 6,950 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
Turkish (Turkey) microphone
Dataset Text Turkish (Turkey) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 257,000 words Add Dataset to Quote tur_TUR_POS Appen Global Part of Speech Dictionary Turkish Turkey N/A N/A N/A N/A 257,000 N/A text Turkish (Turkey) Part of Speech Dictionary
Dataset Text Turkish (Turkey) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 255,000 words Add Dataset to Quote tur_TUR_PHON Appen Global Pronunciation Dictionary Turkish Turkey N/A N/A N/A N/A 255,000 N/A text Turkish (Turkey) Pronunciation Dictionary
Dataset Audio Turkish (Turkey) telephony Common Use Cases: ASR, Virtual Assistant Recording Device: Mobile phone and landline Unit: 118 hours Add Dataset to Quote OrienTel Turkish Database Nuance Scripted Speech Turkish Turkey Low background noise 1,700 1 76,500 Available on request 8 Available on request Dataset is fully transcribed to SpeechDAT type conventions and is accompanied by a pronunciation lexicon and validation report
45 prompts per speaker including digits, natural numbers, letter strings, personal, place and business names, confirmation items (yes, no + fuzzy), generic command and control items and phonetically rich sentences and words
Turkish (Turkey) telephony
Dataset Text Ukrainian (Ukraine) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 6,000 words Add Dataset to Quote ukr_UKR_PHON Appen Global Pronunciation Dictionary Ukrainian Ukraine N/A N/A N/A N/A 6,000 N/A text Ukrainian (Ukraine) Pronunciation Dictionary
Dataset Audio Urdu (India/ Pakistan) conversational telephony Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone and landline Unit: 47 hours Add Dataset to Quote URD_ASR001 Appen Global Conversational Speech Urdu India – Pakistan Mixed 1,000 2 174,666 10,871 8 wav Dataset is fully transcribed and time stamped
Dataset is accompanied by a pronunciation lexicon containing all transcribed words
Environments: 9% Hands-free car, 7% Landline quiet, 34% mobile quiet, 29% public place, 16% roadside
Urdu (India/ Pakistan) conversational telephony
Dataset Text Urdu (Pakistan) Part of Speech Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 12,000 words Add Dataset to Quote urd_PAK_POS Appen Global Part of Speech Dictionary Urdu Pakistan N/A N/A N/A N/A 12,000 N/A text Urdu (Pakistan) Part of Speech Dictionary
Dataset Text Urdu (Pakistan) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 21,000 words Add Dataset to Quote urd_PAK_PHON Appen Global Pronunciation Dictionary Urdu Pakistan N/A N/A N/A N/A 21,000 N/A text Urdu (Pakistan) Pronunciation Dictionary
Dataset Text Urdu NER news text Common Use Cases: NER, Content Classification, Search Engines Recording Device: N/A Unit: 20,634 sentences Add Dataset to Quote URD_NER001 Appen Global News NER Urdu Pakistan N/A N/A N/A 20,634 Available on request N/A text News text corpora with entities tagged in XML format: Person, Title, Organization, Location, Geo-political entity, Facility, Religion, Nationality, Quantity Urdu NER news text
Dataset Audio Vietnamese (Vietnam) microphone Common Use Cases: ASR, Virtual Assistant, Chatbot Recording Device: Microphone Unit: 19 hours Add Dataset to Quote VIE_ASR001 GlobalPhone Scripted Speech Vietnamese Vietnam Mixed (quiet home/office, public, outdoor) 129 1 18,842 Available on request 16 wav Part of a multilingual corpus; tiered package prices available with purchase of multiple Global Phone languages or the full corpus
Dataset is fully transcribed and the transcription is available both in original script and in Romanized form
Each speaker reads a number of phonetically rich sentences selected from national newspaper articles available from the web to cover a wide domain with large vocabulary
Developed in collaboration with the Karlsruhe Institute of Technology (KIT)
Vietnamese (Vietnam) microphone
Dataset Text Vietnamese (Vietnam) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 8,000 words Add Dataset to Quote vie_VNM_PHON Appen Global Pronunciation Dictionary Vietnamese Vietnam N/A N/A N/A N/A 8,000 N/A text Vietnamese (Vietnam) Pronunciation Dictionary
Dataset Text Wu (China) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 11,000 words Add Dataset to Quote wuu_CHN_PHON Appen Global Pronunciation Dictionary Wu China N/A N/A N/A N/A 11,000 N/A text Wu (China) Pronunciation Dictionary
Dataset Audio Wuhan dialect (China) Conversational Speech Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Mobile phone Unit: 58.6 hours Add Dataset to Quote WUHAN_ASR002_CN Appen China Conversational Speech Wuhan dialect China Low background noise 180 1 8 wav Audio only; transcription not included
Audio recordings cover 5 districts of Wuhan: Jiang ‘an, Jianghan, Qiao Kou, Hanyang and Wuchang
Northeast suburb accents not included, and no minors were recorded.
Each recording session contains 20-30 minutes of free dialogue between 2-5 people.
Sensitive data and personal information has been scrubbed.
Wuhan dialect (China) Conversational Speech
Dataset Audio Wuhan dialect (China) Conversational Speech Common Use Cases: ASR, Conversational AI, Speech Analytics Recording Device: Recording pen/microphone Unit: 44.71 hours Add Dataset to Quote WUHAN_ASR001_CN Appen China Conversational Speech Wuhan dialect China Low background noise 135 1 16 wav Audio only; transcription not included
Audio recordings cover 5 districts of Wuhan: Jiang ‘an, Jianghan, Qiao Kou, Hanyang and Wuchang
Northeast suburb accents not included, and no minors were recorded.
Each recording session contains 20-30 minutes of free dialogue between 2-5 people.
Sensitive data and personal information has been scrubbed.
Wuhan dialect (China) Conversational Speech
Dataset Text Xiang (China) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 12,000 words Add Dataset to Quote hsn_CHN_PHON Appen Global Pronunciation Dictionary Xiang China N/A N/A N/A N/A 12,000 N/A text Xiang (China) Pronunciation Dictionary
Dataset Text Zulu (South Africa) Pronunciation Dictionary Common Use Cases: ASR, TTS, Language Modelling Recording Device: N/A Unit: 77,000 words Add Dataset to Quote zul_ZAF_PHON Appen Global Pronunciation Dictionary Zulu South Africa N/A N/A N/A N/A 77,000 N/A text Zulu (South Africa) Pronunciation Dictionary