cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.68bw8f
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 (Todirostrum poliocephalum)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029194-250802193616735/datasets/export for details.
DOI: 10.15468/dl.54usyh
title: Occurrence Download

description: A dataset containing 598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Gomphus simillimus"
 ]
}

 The dataset includes 598 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029193-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15731662
title: Data set for manuscript "Competing Ion Effects and Electrolyte Optimization for Electrochemical Lithium Extraction from Spent Lithium Iron Phosphate Battery Cathodes"

description: Raw data and processed data for manuscript "Competing Ion Effects and Electrolyte Optimization for Electrochemical Lithium Extraction from Spent Lithium Iron Phosphate Battery Cathodes" in Energy Advances, 2025, DOI: 10.1039/D5YA00172B
DOI: 10.5281/zenodo.15731663
title: Data set for manuscript "Competing Ion Effects and Electrolyte Optimization for Electrochemical Lithium Extraction from Spent Lithium Iron Phosphate Battery Cathodes"

description: Raw data and processed data for manuscript "Competing Ion Effects and Electrolyte Optimization for Electrochemical Lithium Extraction from Spent Lithium Iron Phosphate Battery Cathodes" in Energy Advances, 2025, DOI: 10.1039/D5YA00172B
DOI: 10.15468/dl.3ejdd8
title: Occurrence Download

description: A dataset containing 30896 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sporophila castaneiventris)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 30896 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029197-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbt7vm
title: Occurrence Download

description: A dataset containing 43558 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 (Todirostrum poliocephalum)",
 "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 43558 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029196-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16780387
title: What Shapes EMI Students' Achievement Goals? The Influence of Locus of Control, Future Time Perspective, and Self-Regulated Learning
DOI: 10.5281/zenodo.16780388
title: What Shapes EMI Students' Achievement Goals? The Influence of Locus of Control, Future Time Perspective, and Self-Regulated Learning
DOI: 10.15468/dl.qpp85k
title: Occurrence Download

description: A dataset containing 106348 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Fossil)",
 "PublishingOrg is a41250f0-7c3e-11d8-a19c-b8a03c50a862",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 106348 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029184-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8fx3yp
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amblygobius hectori"
 ]
}

 The dataset includes 260 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029199-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5pzrg
title: Occurrence Download

description: A dataset containing 22410 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sporophila collaris)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 22410 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029198-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qq6yqd
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 (Todirostrum poliocephalum)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029200-250802193616735/datasets/export for details.
DOI: 10.15468/dl.sb5d34
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 (Todirostrum poliocephalum)",
 "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/0029201-250802193616735/datasets/export for details.
DOI: 10.5281/zenodo.14732559
title: Test data and models for the FlowCam data processing pipeline

description: Testing data for the FlowCam data processing pipeline 

The data provided are fully processed and can be used to test each pipeline component.

You can download the scripts at https://github.com/TimWalles/LabelChecker_Pipeline 

The LabelChecker software can be downloaded from https://github.com/TimWalles/LabelChecker/releases/latest

Data description

There are two datasets available for testing, a freshwater dataset and a marine dataset. Each of the ZIP files contains a data folder and a model folder. The data folder has 3 subfolders corresponding to the data export of a FlowCam run. You have the TIF collage files, a CSV file with the sample name containing all the parameters measured by the FlowCam, and a LabelChecker_<sample> CSV file generated by the preprocessing.py script. 

To use the model, place the folder as-is in the respective model folder under 'services':



|--src   |--services
      |-- ProcessData.py
      |-- config.py
      |-- classification          |-- ObjectClassification              |-- models                  |-- <PASTE HERE>              |-- ...      |-- ...   |--...|-- ...


Pipeline scripts

You can run the preprocessing.py script directly on the files by including the -R (reprocess) argument. The PreprocessingTrue and Label... columns will remain the same. Otherwise, you can do it by removing the LabelChecker CSV from the folders and start from scratch. 

When running the classification.py script, you can get new predictions on the data. In this case, only the LabelPredicted column will be updated and the validated labels (LabelTrue column) will not be lost. 

You could also use these files to try out the train_model.ipynb, although the resulting model will not be very good with so little data. We recommend trying it with your own data. 

LabelChecker

These files can be used to test LabelChecker. You can open them one by one or all at once and try all functionalities. We provide the labels for each dataset, but you can also try to make your own.
DOI: 10.5281/zenodo.16778650
title: Test data and models for the FlowCam data processing pipeline

description: Testing data for the FlowCam data processing pipeline 

The data provided are fully processed and can be used to test each pipeline component.

You can download the scripts at https://github.com/TimWalles/LabelChecker_Pipeline 

The LabelChecker software can be downloaded from https://github.com/TimWalles/LabelChecker/releases/latest

Data description

There are two datasets available for testing, a freshwater dataset and a marine dataset. Each of the ZIP files contains a data folder and a model folder. The data folder has 3 subfolders corresponding to the data export of a FlowCam run. You have the TIF collage files, a CSV file with the sample name containing all the parameters measured by the FlowCam, and a LabelChecker_<sample> CSV file generated by the preprocessing.py script. 

To use the model, place the folder as-is in the respective model folder under 'services':



|--src   |--services
      |-- ProcessData.py
      |-- config.py
      |-- classification          |-- ObjectClassification              |-- models                  |-- <PASTE HERE>              |-- ...      |-- ...   |--...|-- ...


Pipeline scripts

You can run the preprocessing.py script directly on the files by including the -R (reprocess) argument. The PreprocessingTrue and Label... columns will remain the same. Otherwise, you can do it by removing the LabelChecker CSV from the folders and start from scratch. 

When running the classification.py script, you can get new predictions on the data. In this case, only the LabelPredicted column will be updated and the validated labels (LabelTrue column) will not be lost. 

You could also use these files to try out the train_model.ipynb, although the resulting model will not be very good with so little data. We recommend trying it with your own data. 

LabelChecker

These files can be used to test LabelChecker. You can open them one by one or all at once and try all functionalities. We provide the labels for each dataset, but you can also try to make your own.
DOI: 10.15468/dl.hsdn5q
title: Occurrence Download

description: A dataset containing 2559136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Month is January"
 ]
}

 The dataset includes 2559136 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029180-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2y68x
title: Occurrence Download

description: A dataset containing 59896 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sporathraupis cyanocephala)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 59896 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029181-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8j8y6h
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 (Todirostrum poliocephalum)",
 "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/0029204-250802193616735/datasets/export for details.
DOI: 10.15468/dl.ycghh2
title: Occurrence Download

description: A dataset containing 6399 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Handroanthus billbergii",
 "Year 1952-2022"
 ]
}

 The dataset includes 6399 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029205-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yg9drh
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAJ4385"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029206-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t9mq5c
title: Occurrence Download

description: A dataset containing 709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sporophila crassirostris)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 709 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029207-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1134688
title: Digital Archive from a Geophysical Survey at Bells Close, Chawleigh, Mid Devon, Devon, January 2019

description: This collection consists of images, geophysics and site record data from a geophysical survey by South West Archaeology Ltd. Work related to a residential development on land off Bells Close, Chawleigh, Mid Devon, Devon and occurred in January 2019.The geophysical survey identified five linear anomalies, two of which were associated with probable post medieval or later field boundaries and three of which were very ephemeral and were clearly orientated with the same field system. The geophysical survey also identified nine discrete ovoid anomalies that were indicative of undated cut features such as pits or tree throws as well as possible burning events and magnetic debris. The site inspection indicated that modern ploughing will have truncated any archaeological resource. The proposed development would have no impact on the majority of nearby designated heritage assets and it would have a neutral to negligible impact on the Grade I Listed Church of St James and the Scheduled Stone Barton Castle.
DOI: 10.15468/dl.mzm4vr
title: Occurrence Download

description: A dataset containing 3633 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "OccurrenceStatus is Present",
 "TaxonKey is Amaranthus retroflexus",
 "Year 1900-2025"
 ]
}

 The dataset includes 3633 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029209-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qaccjb
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 (Poecilotriccus plumbeiceps)",
 "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/0029210-250802193616735/datasets/export for details.
DOI: 10.15468/dl.hfs9nx
title: Occurrence Download

description: A dataset containing 1850 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sporophila falcirostris)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1850 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029208-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/nasswr
title: Replication Data for Military Allies and International Trade Revisited

description: These are the data used for the authors' original regressions.
DOI: 10.15468/dl.3xuhzk
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 (Poecilotriccus plumbeiceps)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029211-250802193616735/datasets/export for details.
DOI: 10.15468/dl.xguna6
title: Occurrence Download

description: A dataset containing 28210 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 (Poecilotriccus plumbeiceps)",
 "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 28210 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029212-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7sfgh
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Seychellea hectori"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029214-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2vdjye
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 (Poecilotriccus plumbeiceps)",
 "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/0029215-250802193616735/datasets/export for details.