cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.9ve2te
title: Occurrence Download

description: A dataset containing 8983 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Afzelia africana Sm., Afzelia africana Sm. ex Pers.)"
 ]
}

 The dataset includes 8983 records from 183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087855-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.27mhhb
title: Occurrence Download

description: A dataset containing 1061 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Afzelia quanzensis Welw.)"
 ]
}

 The dataset includes 1061 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087859-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8btqtj
title: Occurrence Download

description: A dataset containing 581 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Litosiphon laminariae (Lyngb.) Harv.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 581 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087860-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ucq7n
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Agalinis edwardsiana Pennell, Agalinis edwardsiana var. glabra Pennell)"
 ]
}

 The dataset includes 389 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087861-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wymp7s
title: Occurrence Download

description: A dataset containing 863 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Myrionema strangulans Grev.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 863 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087862-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmn7qr
title: Occurrence Download

description: A dataset containing 788 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Agalinis peduncularis (Benth.) Pennell)"
 ]
}

 The dataset includes 788 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087863-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.26084635
title: RAW Data and Figures for "Reinforcement of Majority and Minority Conformity in a Single-Subject Design"

description: This dataset contains both the RAW materials, the Tables and Figures supporting the findinfs of "Reinforcement of Majority and Minority Conformity in a Single-Subject Design".
DOI: 10.25441/arts.26064229
title: Makeright Interviews

description: Erika Renedo, on behalf of Makeright, conducted one-to-one interviews with HMP Thameside inmates linked to semi-structured interview questions. The results of these interview can be found in the PDFs below.<br><br>* Please note that those asterisked are the ones we found to be most focused on the Makeright project. The rest, despite being asked similar questions, are less focused on Makeright.<br><br>1. Inmate AA*2. Inmate AN<br>3. Inmate DEN<br>4. Inmate TA<br>5. Inmate JA*<br>6. Inmate JO<br>7. Inmate KO<br>8. Inmate LE<br>9. Inmate MO*<br>10. Inmate MSA<br>11. Inmate NI<br>12. Inmate RO<br>13. Inmate SA*<br>14. Inmate SE*<br>15. Inmate SU*<br>16. Inmate TA*<br>17. Inmate US<br>18. Inmate VI<br>19. Inmate ML*<br>20. Inmate MO*<br><br>
DOI: 10.15468/dl.h2qv25
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Agapetes serpens (Wight) Sleumer, Agapetes serpens var. serpens, Agapetes serpens var. alba Airy Shaw, Agapetes serpens var. stenophylla Airy Shaw)"
 ]
}

 The dataset includes 162 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087864-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pepghj
title: Occurrence Download

description: A dataset containing 428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Feldmannia irregularis (Kütz.) Hamel)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 428 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087865-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gh9w93
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Agastache parvifolia Eastw.)"
 ]
}

 The dataset includes 130 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087866-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8v3phh
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Feldmannia globifera (Kütz.) Hamel)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 49 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087868-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sgejah
title: Occurrence Download

description: A dataset containing 1789 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Agastache scrophulariifolia (Willd.) Kuntze, Agastache scrophulariifolia Shafer, Agastache scrophulariifolia var. mollis (Fernald) A.Heller, Agastache scrophulariifolia var. scrophulariifolia)"
 ]
}

 The dataset includes 1789 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087867-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11657932
title: Sealicedata_IMTA lab Ireland

description: This file contains the sealicedata collected during routine inspections of Atlantic salmon stocks at the Marine Institute IMTA Research site during the ASTRAL project. This data was collected in line with stipulations of the Aquaculture Licence under the procedures of the DAFM Sea Lice oinitoring Protocol: https://www.marine.ie/site-area/areas-activity/aquaculture/sea-lice/sea-lice. This project has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 863034.
DOI: 10.5281/zenodo.11657933
title: Sealicedata_IMTA lab Ireland

description: This file contains the sealicedata collected during routine inspections of Atlantic salmon stocks at the Marine Institute IMTA Research site during the ASTRAL project. This data was collected in line with stipulations of the Aquaculture Licence under the procedures of the DAFM Sea Lice oinitoring Protocol: https://www.marine.ie/site-area/areas-activity/aquaculture/sea-lice/sea-lice. This project has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 863034.
DOI: 10.5281/zenodo.12187107
title: Surface dissolved oxygen taken at the Lehanagh Pool Salmon pens at IMTA lab Ireland

description: Surface dissolved oxygen taken at the Lehanagh Pool Salmon pens at IMTA lab Ireland
DOI: 10.5281/zenodo.12187108
title: Surface dissolved oxygen taken at the Lehanagh Pool Salmon pens at IMTA lab Ireland

description: Surface dissolved oxygen taken at the Lehanagh Pool Salmon pens at IMTA lab Ireland
DOI: 10.15468/dl.nh5r2u
title: Occurrence Download

description: A dataset containing 445076 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ireland, Svalbard and Jan Mayen, Portugal, Spain, France, Germany, Belgium, Netherlands, Denmark, Estonia, Latvia, Lithuania, Italy, Greece, Cyprus, Türkiye, Russian Federation, Ukraine, Romania, Bulgaria, Albania, Croatia, Austria, Slovakia, Poland)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lysimachia vulgaris L."
 ]
}

 The dataset includes 445076 records from 1667 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087835-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cn8wgv
title: Occurrence Download

description: A dataset containing 2157177818 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2157177818 records from 47605 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165518-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thpumb
title: Occurrence Download

description: A dataset containing 46214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, Portugal)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ciconia nigra (Linnaeus, 1758)"
 ]
}

 The dataset includes 46214 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014456-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dp8c3v
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ACI8844"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008620-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12460801
title: Brazilian_economy_base
DOI: 10.15468/dl.8by45u
title: Occurrence Download

description: A dataset containing 27623 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Tachycineta bicolor)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 27623 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008622-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yehamc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Tachycineta bicolor)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008623-250711103210423/datasets/export for details.
DOI: 10.15468/dl.u3b32v
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coccoloba guaranitica"
 ]
}

 The dataset includes 130 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008624-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zzsyj
title: Occurrence Download

description: A dataset containing 3266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myrmica rubra",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3266 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008625-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ax6tt
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Papaver lapeyrousianum"
 ]
}

 The dataset includes 219 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008626-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12460813
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.wgtbfx
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brassica spinescens"
 ]
}

 The dataset includes 105 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008627-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15770105
title: Data and code for Hybrid machine learning model for disinfectant dosing in small-scale water treatment under data scarcity

description: This repository contains all data, scripts, and supplementary materials associated with the research article entitled “Hybrid machine learning model for disinfectant dosing in small-scale water treatment under data scarcity”, submitted to the Journal of Water Process Engineering.

The study presents a hybrid artificial intelligence approach that integrates Seasonal and Trend decomposition using Loess (STL) with Extreme Gradient Boosting (XGBoost) to predict optimal chlorine and fluoride doses in small-scale water treatment plants with incomplete historical data. The method was implemented and validated in a real-world facility located in Brazabrantes, Goiás, Brazil, achieving significant reductions in disinfection by-products (DBPs), chemical usage, and operational costs.

This repository includes:

Raw and processed datasets used for model training, validation, and testing;

Python scripts for data preprocessing, STL decomposition, model training (ANN-MLP, RF, XGBoost), and performance evaluation;

Visualizations and metric summaries used in the article (including Figures and Tables);

Supplementary files containing extended methodological details and the WTP system description;

A graphical abstract and final version of the manuscript in PDF format.

All materials have been organized to ensure full reproducibility and transparency, in compliance with the data sharing policy of Journal of Water Process Engineering and aligned with FAIR principles. The repository enables other researchers, engineers, and decision-makers to replicate or adapt the methodology for use in other water treatment contexts.
DOI: 10.5281/zenodo.15770106
title: Data and code for Hybrid machine learning model for disinfectant dosing in small-scale water treatment under data scarcity

description: This repository contains all data, scripts, and supplementary materials associated with the research article entitled “Hybrid machine learning model for disinfectant dosing in small-scale water treatment under data scarcity”, submitted to the Journal of Water Process Engineering.

The study presents a hybrid artificial intelligence approach that integrates Seasonal and Trend decomposition using Loess (STL) with Extreme Gradient Boosting (XGBoost) to predict optimal chlorine and fluoride doses in small-scale water treatment plants with incomplete historical data. The method was implemented and validated in a real-world facility located in Brazabrantes, Goiás, Brazil, achieving significant reductions in disinfection by-products (DBPs), chemical usage, and operational costs.

This repository includes:

Raw and processed datasets used for model training, validation, and testing;

Python scripts for data preprocessing, STL decomposition, model training (ANN-MLP, RF, XGBoost), and performance evaluation;

Visualizations and metric summaries used in the article (including Figures and Tables);

Supplementary files containing extended methodological details and the WTP system description;

A graphical abstract and final version of the manuscript in PDF format.

All materials have been organized to ensure full reproducibility and transparency, in compliance with the data sharing policy of Journal of Water Process Engineering and aligned with FAIR principles. The repository enables other researchers, engineers, and decision-makers to replicate or adapt the methodology for use in other water treatment contexts.
DOI: 10.15468/dl.a6qkdc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADE0719"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008629-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8u9ydd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Tachycineta bicolor)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008630-250711103210423/datasets/export for details.
DOI: 10.15468/dl.m28cj8
title: Occurrence Download

description: A dataset containing 8555 species occurrences available in GBIF matching the query:
{
 "PublishingOrg" : [
 "is 23d38cd0-16c4-4da9-9f26-bc1c449ac870"
 ]
}

 The dataset includes 8555 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008628-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mz4u7a
title: Occurrence Download

description: A dataset containing 14344 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cocculus orbiculatus"
 ]
}

 The dataset includes 14344 records from 249 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008631-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8r4me2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Tachycineta bicolor)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008633-250711103210423/datasets/export for details.
DOI: 10.15468/dd.vpt9j5
title: Species occurrence points

description: This is the species record used in the poster "Spatial Variation in Plant Species' Intrinsic Sensitivity to Climate Change".
DOI: 10.15468/dl.ysxsqm
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fenusa pusilla",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 90 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008634-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.