cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25582/data.2024-04.3093698/2559561
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3093699/2559562
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3093700/2559563
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3093701/2559564
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3093702/2559565
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3093703/2559566
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3093704/2559567
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3093705/2559568
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3093706/2559569
title: Data for EMSL Project 51287 from April 2024
DOI: 10.15468/dl.srst5g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachiaria reptans",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012783-250717081556266/datasets/export for details.
DOI: 10.15468/dl.x3dpqf
title: Occurrence Download

description: A dataset containing 1556 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dicaeum cruentatum",
 "Year 1970-2000"
 ]
}

 The dataset includes 1556 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012781-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjetwy
title: Occurrence Download

description: A dataset containing 535 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhadinocentrus ornatus"
 ]
}

 The dataset includes 535 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012780-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hhrw4y
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachiaria reptans",
 "Country is Vanuatu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012785-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nsn2mz
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardamine macrocarpa"
 ]
}

 The dataset includes 155 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012786-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zrz9r
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 (Boiga irregularis)",
 "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/0012790-250717081556266/datasets/export for details.
DOI: 10.15468/dl.g35t8s
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Romanschulzia apetala"
 ]
}

 The dataset includes 31 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012789-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8b2ffy
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 (Boiga irregularis)",
 "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/0012791-250717081556266/datasets/export for details.
DOI: 10.15468/dl.mznezh
title: Occurrence Download

description: A dataset containing 1385 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 (Boiga irregularis)",
 "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 1385 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012792-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sm7up7
title: Occurrence Download

description: A dataset containing 3786 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Veratrum maackii"
 ]
}

 The dataset includes 3786 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012787-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yqes6c
title: Occurrence Download

description: A dataset containing 860 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Deckenia nobilis"
 ]
}

 The dataset includes 860 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012795-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdwdqp
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvinia molesta",
 "Country is Senegal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012796-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edxp5q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia ficus-indica",
 "Country is Congo, Democratic Republic of the",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012797-250717081556266/datasets/export for details.
DOI: 10.15468/dl.hyd5tg
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvinia molesta",
 "Country is Sri Lanka",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012798-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e569ad
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calotropis procera",
 "Country is Paraguay",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012799-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9m8ugw
title: Occurrence Download

description: A dataset containing 401 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia ficus-indica",
 "Country is Ecuador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 401 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012800-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.et2mk9
title: Occurrence Download

description: A dataset containing 26814 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "GadmGid is one of (USA.2_1, CAN.8_1, CAN.6_1, GRL, NOR.10_1, NOR.17_1, NOR.5_1, SWE.10_1, SWE.18_1, SWE.19_1, SWE.3_1, SWE.16_1, SWE.15_1, SWE.14_1, SWE.12_1, SWE.8_1, SWE.1_1, SWE.21_1, FIN.2_1, FIN.3.2_1, FIN.5.2_1, FIN.5.4_1, FIN.5.7_1, FIN.5.3_1, FIN.4.5_1, RUS.45_1, RUS.46_1, RUS.26_1, RUS.4_1, RUS.80_1, RUS.35_1, RUS.61_1, RUS.12_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Arenaria interpres",
 "Year 2015-2024"
 ]
}

 The dataset includes 26814 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012802-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rrb8en
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Alisterus chloropterus",
 "Year 1970-2000"
 ]
}

 The dataset includes 153 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012801-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wgdfd8
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Otocarpus virgatus"
 ]
}

 The dataset includes 90 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012804-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sbjv5n
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAF7400"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012803-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h6ym3v
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erechtites valerianaefolia",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012805-250717081556266/datasets/export for details.
DOI: 10.15468/dl.m3bm6g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erechtites valerianaefolia",
 "Country is Tonga",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012806-250717081556266/datasets/export for details.
DOI: 10.15468/dl.ykb7zj
title: Occurrence Download

description: A dataset containing 227 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidium cordatum"
 ]
}

 The dataset includes 227 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012808-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7h8nat
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crambe scoparia"
 ]
}

 The dataset includes 50 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012809-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7phwvr
title: Occurrence Download

description: A dataset containing 2514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Merops hirundineus",
 "Year 1970-2000"
 ]
}

 The dataset includes 2514 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012807-250717081556266/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.29603558
title: Chironomid-inferred July mean temperature from Tuofengling Lake, northeastern China, since 15 ka BP

description: This dataset presents a high-resolution July mean air temperature (MJT) reconstruction spanning the last ~15.0 kcal yr BP, derived from subfossil chironomid assemblages in a sediment core retrieved from Tuofengling Crater Lake, northeastern China.
DOI: 10.6084/m9.figshare.29603558.v1
title: Chironomid-inferred July mean temperature from Tuofengling Lake, northeastern China, since 15 ka BP

description: This dataset presents a high-resolution July mean air temperature (MJT) reconstruction spanning the last ~15.0 kcal yr BP, derived from subfossil chironomid assemblages in a sediment core retrieved from Tuofengling Crater Lake, northeastern China.
DOI: 10.15468/dl.6f9zsm
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 (Stegonotus cucullatus)",
 "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/0012810-250717081556266/datasets/export for details.
DOI: 10.15468/dl.nt45sd
title: Occurrence Download

description: A dataset containing 2 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 (Stegonotus cucullatus)",
 "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 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012811-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sjx3jr
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 (Stegonotus cucullatus)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012812-250717081556266/datasets/export for details.
DOI: 10.15468/dl.ckm58k
title: Occurrence Download

description: A dataset containing 2289 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Veratrum oxysepalum"
 ]
}

 The dataset includes 2289 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012813-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdk8tz
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Zosterops chloris",
 "Year 1970-2000"
 ]
}

 The dataset includes 122 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012814-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqg22d
title: Occurrence Download

description: A dataset containing 627 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Declieuxia deltoidea"
 ]
}

 The dataset includes 627 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012815-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16153095
title: Initial approach results with GPU

description: These are the results for the first iteration of our proposal, where we expected to see different performance values for different demand in isolated individual requests. The requests were sent one-at-a-time, with a wait period of at most 1 minute between beginning and ending of request, as that is the frequency at which GPU is monitored; we needed the GPU to be monitored while the request was being processed.

The prompts that we used can be found in the "experiment_queries_mini.csv" file. We decided to use a language other than English to test how the model performed with different languages, which was randomly chosen to be Spanish.

Our conclusions were:



The memory usage—both RAM and VRAM—caused by individual requests is negligible when compared to the baseline cost of loading and running the model, regardless of the specific prompt characteristics.

As for GPU, the workload of individual requests was measurable, but there was no logical difference between prompts based on their demand; if two same prompts were tested over and over again, the results did not explain their demand differences. The GPU usage would always range between 84\% and 86\%.
DOI: 10.5281/zenodo.16153096
title: Initial approach results with GPU

description: These are the results for the first iteration of our proposal, where we expected to see different performance values for different demand in isolated individual requests. The requests were sent one-at-a-time, with a wait period of at most 1 minute between beginning and ending of request, as that is the frequency at which GPU is monitored; we needed the GPU to be monitored while the request was being processed.

The prompts that we used can be found in the "experiment_queries_mini.csv" file. We decided to use a language other than English to test how the model performed with different languages, which was randomly chosen to be Spanish.

Our conclusions were:



The memory usage—both RAM and VRAM—caused by individual requests is negligible when compared to the baseline cost of loading and running the model, regardless of the specific prompt characteristics.

As for GPU, the workload of individual requests was measurable, but there was no logical difference between prompts based on their demand; if two same prompts were tested over and over again, the results did not explain their demand differences. The GPU usage would always range between 84\% and 86\%.