cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15794240
title: Speech-to-text dataset for keyword spotting applications in the Papiamento language within a healthcare environment

description: This audio dataset accompanies the SISSTEM Bachelor's thesis "Speech-to-text model for keyword spotting applications in the Papiamento language within a healthcare environment" by Joel Rajnherc. It was developed to kick-start the exploration of keyword spotting research for the Papiamento language. The speech_commands dataset heavily inspired it. It currently consists of seven classes, six keywords, and one class for unknowns.

Approximately 280 participants contributed to the dataset, which resulted in 16766 samples after filtering.

What do the instances in this dataset represent?

Each instance represents a one-second-long recording, stored as a spectrogram with 124 frequency bins by 129 time frames. Each sample is stored in the .npz file format. Regarding the target label, there are seven classes in total:




Papiamento
English


Dolor
Pain


Masha danki
Thank you very much


No
No


Resultado
Result


SSIMSAN (designated wake word)
SSIMSAN (designated wake word)


Unknown (auxiliary bucket)
Unknown (auxiliary bucket)




 

Can I reproduce the results easily?

Certainly, we provide a notebook code repository for educational and academic interests here.

Acknowledgements



All the participants who contributed to the data collection!

All the stakeholders, including but not limited to Full Stack Vision Aruba (Raspberry PI Foundation), ImSan, FHTMS, and Esther Plomp from the University of Aruba Research Center.

The thesis supervisor Francis Laclé, co-evaluators Dr. Salys Sultan, Dr. Eric Mijts, and external readers Peter Scholing and John Becker.

A special thank you to Jean-Luc at SISSTEM for providing help with data filtering.
DOI: 10.15468/dl.p8bkmk
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "Country is Costa Rica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 53 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016115-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqbmpt
title: Occurrence Download

description: A dataset containing 3544 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cuphea aequipetala"
 ]
}

 The dataset includes 3544 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016116-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.erhmax
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Brachypodium pubescens, Brachypodium quartinianum, Brachypodium quartinianum, Brachypodium schumannianum, Brachypodium sylvaticum abyssinicum, Brachypodium sylvaticum pseudopinnatum, Brevipodium flexum, Dinebra pubescens, Festuca diaphana, Festuca flexa)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016117-250711103210423/datasets/export for details.
DOI: 10.15468/dl.9j4xad
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ABW2356"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016118-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qw6vq6
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 57 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016119-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ruw7sy
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016120-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwsmp5
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tomostima sonorae"
 ]
}

 The dataset includes 113 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016121-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc29jqcy
title: CCDC 2131230: Experimental Crystal Structure Determination

description: Related Article: Chandran R, Abha Sharma, Keshri Nath Tiwari|2025|Eur.J.Org.Chem.|28|e202500287|doi:10.1002/ejoc.202500287
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2dgw3w
title: CCDC 2218828: Experimental Crystal Structure Determination

description: Related Article: Celia Pena-Bonhome, Desiree Fiaccabrino, Tamara Rama, Daniel Fernández-Pavón, Lily Southcott, Zhengxing Zhang, Kuo-Shyan Lin, Andrés de Blas, Brian O. Patrick, Paul Schaffer, Chris Orvig, María de Guadalupe Jaraquemada-Peláez, Teresa Rodríguez-Blas|2023|Inorg.Chem.|62|20593|doi:10.1021/acs.inorgchem.2c04123
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2dgw4x
title: CCDC 2218829: Experimental Crystal Structure Determination

description: Related Article: Celia Pena-Bonhome, Desiree Fiaccabrino, Tamara Rama, Daniel Fernández-Pavón, Lily Southcott, Zhengxing Zhang, Kuo-Shyan Lin, Andrés de Blas, Brian O. Patrick, Paul Schaffer, Chris Orvig, María de Guadalupe Jaraquemada-Peláez, Teresa Rodríguez-Blas|2023|Inorg.Chem.|62|20593|doi:10.1021/acs.inorgchem.2c04123
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2dgw5y
title: CCDC 2218830: Experimental Crystal Structure Determination

description: Related Article: Celia Pena-Bonhome, Desiree Fiaccabrino, Tamara Rama, Daniel Fernández-Pavón, Lily Southcott, Zhengxing Zhang, Kuo-Shyan Lin, Andrés de Blas, Brian O. Patrick, Paul Schaffer, Chris Orvig, María de Guadalupe Jaraquemada-Peláez, Teresa Rodríguez-Blas|2023|Inorg.Chem.|62|20593|doi:10.1021/acs.inorgchem.2c04123
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2dgw6z
title: CCDC 2218831: Experimental Crystal Structure Determination

description: Related Article: Celia Pena-Bonhome, Desiree Fiaccabrino, Tamara Rama, Daniel Fernández-Pavón, Lily Southcott, Zhengxing Zhang, Kuo-Shyan Lin, Andrés de Blas, Brian O. Patrick, Paul Schaffer, Chris Orvig, María de Guadalupe Jaraquemada-Peláez, Teresa Rodríguez-Blas|2023|Inorg.Chem.|62|20593|doi:10.1021/acs.inorgchem.2c04123
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2dlhzh
title: CCDC 2222327: Experimental Crystal Structure Determination

description: Related Article: Chandran R, Abha Sharma, Keshri Nath Tiwari|2025|Eur.J.Org.Chem.|28|e202500287|doi:10.1002/ejoc.202500287
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jkf5q
title: CCDC 2340443: Experimental Crystal Structure Determination

description: Related Article: Anirban Karmakar, Andreia A. C. D. Santos, Peixi Liu, Atash V. Gurbanov, João Pires, Elisabete C. B. A. Alegria, Khudayar I. Hasanov, M. Fátima C. Guedes da Silva, Zhihua Wang, Armando J. L. Pombeiro|2024|Inorg.Chem.|63|13321|doi:10.1021/acs.inorgchem.4c01063
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jkf6r
title: CCDC 2340444: Experimental Crystal Structure Determination

description: Related Article: Anirban Karmakar, Andreia A. C. D. Santos, Peixi Liu, Atash V. Gurbanov, João Pires, Elisabete C. B. A. Alegria, Khudayar I. Hasanov, M. Fátima C. Guedes da Silva, Zhihua Wang, Armando J. L. Pombeiro|2024|Inorg.Chem.|63|13321|doi:10.1021/acs.inorgchem.4c01063
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2k41g7
title: CCDC 2357378: Experimental Crystal Structure Determination

description: Related Article: Marcos Tapia, Shyam K. Pahari, Sandip Das, Firoz Shah Tuglak Khan, Shabnam Hematian|2025|Inorg.Chem.|64|12416|doi:10.1021/acs.inorgchem.5c01099
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2k41h8
title: CCDC 2357379: Experimental Crystal Structure Determination

description: Related Article: Marcos Tapia, Shyam K. Pahari, Sandip Das, Firoz Shah Tuglak Khan, Shabnam Hematian|2025|Inorg.Chem.|64|12416|doi:10.1021/acs.inorgchem.5c01099
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.9knx92
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((104.98462 -9.41392,114.80439 -9.41392,114.80439 -5.58313,104.98462 -5.58313,104.98462 -9.41392))",
 "OccurrenceStatus is Present",
 "TaxonKey is Melastoma malabathricum"
 ]
}

 The dataset includes 226 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016122-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4rxrdj
title: Occurrence Download

description: A dataset containing 186754 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Raphanus raphanistrum"
 ]
}

 The dataset includes 186754 records from 1724 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015998-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/viet-c80-79
title: Tito Melara, An Immigrant's Experience in Viet Nam

description: [profile bio] Tito Melara was born in El Salvador on January 4th, 1945. In the midst of 1960's liberation conflicts in El Salvador, Tito decided to move to the United States to pursue an education. During the process of his immigration to the United States in 1965, he was served with a draft notice. He did not yet speak English, and experienced great difficulty integrating into American culture. Immediately prior to his transfer to Basic Training, he married his love, Virginia, also adopting her 12 children. In October of 1968, he deployed to Viet Nam. During his time overseas, Tito was stationed in Ben Hoa, Phu-Bai, and Hue. He says that the one thing that sustained him in absence of his family was the ability to read and write letters. In 1969, Tito returned to the United states. Since his deployment in Viet Nam, he has experienced numerous health issues related to the war, including an almost-fatal bout with cancer. He has yet to find resolution with what happened during the war, but leads a very happy life in Fields Landing, California. [profiler bio] Christopher Orenic and Danielle Then are USC students participating in the research project via an American War in Viet Nam course.
DOI: 10.25549/viet-c80-84
title: Tito Melara, An Immigrant's Experience in Viet Nam

description: [profile bio] Tito Melara was born in El Salvador on January 4th, 1945. In the midst of 1960's liberation conflicts in El Salvador, Tito decided to move to the United States to pursue an education. During the process of his immigration to the United States in 1965, he was served with a draft notice. He did not yet speak English, and experienced great difficulty integrating into American culture. Immediately prior to his transfer to Basic Training, he married his love, Virginia, also adopting her 12 children. In October of 1968, he deployed to Viet Nam. During his time overseas, Tito was stationed in Ben Hoa, Phu-Bai, and Hue. He says that the one thing that sustained him in absence of his family was the ability to read and write letters. In 1969, Tito returned to the United states. Since his deployment in Viet Nam, he has experienced numerous health issues related to the war, including an almost-fatal bout with cancer. He has yet to find resolution with what happened during the war, but leads a very happy life in Fields Landing, California. [profiler bio] Christopher Orenic and Danielle Then are USC students participating in the research project via an American War in Viet Nam course.
DOI: 10.15468/dl.mpqm3f
title: Occurrence Download

description: A dataset containing 654 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Sorex navigator"
 ]
}

 The dataset includes 654 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016449-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/viet-c80-85
title: Tito Melara, An Immigrant's Experience in Viet Nam

description: [profile bio] Tito Melara was born in El Salvador on January 4th, 1945. In the midst of 1960's liberation conflicts in El Salvador, Tito decided to move to the United States to pursue an education. During the process of his immigration to the United States in 1965, he was served with a draft notice. He did not yet speak English, and experienced great difficulty integrating into American culture. Immediately prior to his transfer to Basic Training, he married his love, Virginia, also adopting her 12 children. In October of 1968, he deployed to Viet Nam. During his time overseas, Tito was stationed in Ben Hoa, Phu-Bai, and Hue. He says that the one thing that sustained him in absence of his family was the ability to read and write letters. In 1969, Tito returned to the United states. Since his deployment in Viet Nam, he has experienced numerous health issues related to the war, including an almost-fatal bout with cancer. He has yet to find resolution with what happened during the war, but leads a very happy life in Fields Landing, California. [profiler bio] Christopher Orenic and Danielle Then are USC students participating in the research project via an American War in Viet Nam course.
DOI: 10.25549/viet-c80-204
title: Kenn Miller, I Feel For Them All

description: [profile bio] Kenn Miller (b. 1948) is a decorated veteran of the Vietnam War. From 1967 through 1969, he served three voluntary extensions of his combat tours in an Airborne Ranger company in Vietnam. He was a Long Range Patrol team member and team leader in LRRP Detachment, 1st Brigade, 101st Airborne Division; F Company 58th Infantry (LRP); and L Company 75th Ranger. After his military service, Miller returned briefly to the United States, then moved to Taiwan. After marrying and returning again to America, he studied history and English at the University of Michigan. He then worked as a physical education teacher, auto worker, ghostwriter, and part-time editor and "book doctor" for Ballantine Books, Ivy Books, and the Naval Institute Press. Miller now lives in San Gabriel, California. [profiler bio] Curren Mehta is from Seattle, Washington, majoring in applied and computational mathematics and minoring in computer science. John Wang is from Taipei, Taiwan, majoring in architecture. Shabina Rayan is from Seattle, Washington, majoring in computer science and business administration. An Vo is from Ho Chi Minh City, Vietnam, majoring in economics.
DOI: 10.25549/viet-c80-539
title: Experiences from Vietnam War by David Johnson

description: [profile bio] David Johnson hails from Fresno, CA, where he was born on May 16, 1950. Dave is one half Native American and one half German. Before enlisting in the war in 1968, Dave was a student. Once he enlisted, he entered Special Forces as a Private, and was stationed in many regions including Bong Son, Da Nang, and Dong Dat, among other areas in Viet Nam. He was deployed with Fifth Special Forces Group, 173rd Airborne Brigade, and the 23rd Infantry Division, or more commonly known as the 'American Division'. When Dave returned from the service on Dec. 3, 1971, he became a correctional officer. He now cares for an elderly man with special needs. [profiler bio] Jordan Tolentino; Alayna Lewis; Bryce Herman; Sang Lee
DOI: 10.25549/viet-c80-19
title: An Lam, Difficulties of Talking about the War

description: [profile bio] An Lam was born on February 12th, 1985, and grew up in Da Nang City, in central Viet Nam, where a lot of war activity took place during the American War in Vietnam. Since he was born ten years after the end of the war, he does not have direct experiences from the War; however, having lived in Viet Nam for 20 years, he exhibits the unique perspective of how the war has been remembered by the Vietnamese, in the years afterward. He accredits everything he knows about the war to be from his schooling and his family's memories. During the war, most of his family fought on the American side, creating a conflict for An Lam in school, where the Northern Vietnamese soldiers were portrayed as heroes. Shortly after the war, his aunt fled to the US, and sponsored An's family for immigration to the United States. In 2004, at age 19, An and his parents arrived first in Dallas, Texas to live with his aunt. Two months later, his father decided to move the family to Orange County, California, where they still reside today. An now works as a machinist at Robinson Pharma. His hobbies include swimming, Tai Chi and Aikido. [profiler bio] David Lowenstein is a senior majoring in International Relations and Global Business, and is originally from Andover, Massachusetts.; Marty Juco is a senior majoring in Business with a concentration in management operations. He is from Antioch, California and entered USC as a transfer from Diablo Valley Community College.; Jennifer Stiefel is currently a senior majoring in Psychology. She is originally from Esslingen, Germany, but has lived in Orange County, California for ten years.; Tsz Chan is a senior from Temple City, California, majoring in Economics.
DOI: 10.15468/dl.2csbuw
title: Occurrence Download

description: A dataset containing 24090 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "OccurrenceStatus is Present",
 "TaxonKey is Triturus cristatus",
 "Year 1759-2025"
 ]
}

 The dataset includes 24090 records from 584 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016451-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.