cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.38p44j
title: Occurrence Download

description: A dataset containing 7838 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trapezia Latreille, 1828"
 ]
}

 The dataset includes 7838 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246435-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxxgf6
title: Occurrence Download

description: A dataset containing 14187624 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fungi"
 ]
}

 The dataset includes 14187624 records from 1167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021157-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f24f62
title: Occurrence Download

description: A dataset containing 5316 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is MGC Herbarium of University of Malaga (Spain): MGC-Algae dataset"
 ]
}

 The dataset includes 5316 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269074-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ynseoj
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is New dark species of the bee genus Colletes (Hymenoptera, Colletidae) from Mexico and Guatemala"
 ]
}

 The dataset includes 29 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013852-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rvwdvs
title: Occurrence Download

description: A dataset containing 53958 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((70 20,110 20,110 40,70 40,70 20))",
 {
 "or" : [
 "TaxonKey is Lomatogonium A.Braun",
 "TaxonKey is Swertia L.",
 "TaxonKey is Swertia All.",
 "TaxonKey is Geranium Tourn. ex L.",
 "TaxonKey is Aeschynanthus Jack",
 "TaxonKey is Briggsia Craib",
 "TaxonKey is Chirita Buch.-Ham. ex D.Don",
 "TaxonKey is Chirita Buch.-Ham., 1825",
 "TaxonKey is Didymocarpus Raf., 1840",
 "TaxonKey is Didymocarpus Wall.",
 "TaxonKey is Loxostigma C.B.Clarke",
 "TaxonKey is Lysionotus D.Don",
 "TaxonKey is Oreocharis Salvadori, 1876",
 "TaxonKey is Oreocharis (Decne.) Lindl.",
 "TaxonKey is Oreocharis Benth.",
 "TaxonKey is Whytockia W.W.Sm.",
 "TaxonKey is Petrocosmea Oliv.",
 "TaxonKey is Ribes L.",
 "TaxonKey is Corylopsis Siebold & Zucc.",
 "TaxonKey is Deutzia Thunb.",
 "TaxonKey is Dichroa Lour.",
 "TaxonKey is Hydrangea Gronov. ex L.",
 "TaxonKey is Hydrangea Gronov.",
 "TaxonKey is Philadelphus L.",
 "TaxonKey is Schizophragma Siebold & Zucc.",
 "TaxonKey is Hypericum L.",
 "TaxonKey is Iris Tourn. ex L.",
 "TaxonKey is Itea L.",
 "TaxonKey is Juncus L.",
 "TaxonKey is Luzula DC.",
 "TaxonKey is Ajuga L.",
 "TaxonKey is Caryopteris Bunge",
 "TaxonKey is Chelonopsis Miq.",
 "TaxonKey is Clerodendrum L.",
 "TaxonKey is Clinopodium L.",
 "TaxonKey is Colquhounia Wall.",
 "TaxonKey is Dracocephalum L.",
 "TaxonKey is Elsholtzia Neck.",
 "TaxonKey is Elsholtzia Willd.",
 "TaxonKey is Isodon (Schrad. ex Benth.) Spach",
 "TaxonKey is Isodon (Schrad. ex Benth.) Kudô, 1929",
 "TaxonKey is Leonurus Mill.",
 "TaxonKey is Leonurus L.",
 "TaxonKey is Lophanthus J.R.Forst. & G.Forst.",
 "TaxonKey is Lophanthus Benth.",
 "TaxonKey is Lophanthus Adans.",
 "TaxonKey is Marmoritis Benth.",
 "TaxonKey is Melissa L.",
 "TaxonKey is Micromeria Benth.",
 "TaxonKey is Microtoena Prain",
 "TaxonKey is Nepeta L.",
 "TaxonKey is Notochaete Benth.",
 "TaxonKey is Phlomoides Moench",
 "TaxonKey is Pogostemon Desf.",
 "TaxonKey is Salvia L.",
 "TaxonKey is Premna L.",
 "TaxonKey is Scutellaria L.",
 "TaxonKey is Vitex L.",
 "TaxonKey is Holboellia Hook.",
 "TaxonKey is Holboellia Wall."
 ]
 },
 "Year 1900-2021"
 ]
}

 The dataset includes 53958 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219571-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xp5rau
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.30_1",
 "TaxonKey is Quercus acutissima Carruth."
 ]
}

 The dataset includes 58 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234970-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3e2cy
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vieja breidohri (Werner & Stawikowski, 1987)"
 ]
}

 The dataset includes 29 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013852-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqmtbs
title: Occurrence Download

description: A dataset containing 976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Laguncularia C.F.Gaertn."
 ]
}

 The dataset includes 976 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269072-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.encw76
title: Occurrence Download

description: A dataset containing 25601 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Columba livia J.F.Gmelin, 1789"
 ]
}

 The dataset includes 25601 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215384-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qrtv99
title: Occurrence Download

description: A dataset containing 1375315 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Snow Entomological Museum Collection"
 ]
}

 The dataset includes 1375315 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228980-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ksxp9
title: Occurrence Download

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bactris setulosa H.Karst.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 174 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013852-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9xq4p
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nerodia paucimaculata (Tinkle & Conant, 1961)",
 "HasCoordinate is True",
 "Country is United States of America",
 "Year is greater than or equal to 1960",
 "Year is less than or equal to 2020",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False",
 "DecimalLatitude is greater than or equal to 24.5",
 "DecimalLatitude is less than or equal to 49.5",
 "DecimalLongitude is greater than or equal to -125.0",
 "DecimalLongitude is less than or equal to -66.5"
 ]
}

 The dataset includes 72 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106705-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7mpdma
title: Occurrence Download

description: A dataset containing 2113097 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Spatula clypeata (Linnaeus, 1758)"
 ]
}

 The dataset includes 2113097 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226417-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9w69k
title: Occurrence Download

description: A dataset containing 778 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is La Colección de Poliquetos (Annelida: Polychaeta) de la Facultad de Ciencias Biológicas, Universidad Autónoma de Nuevo León"
 ]
}

 The dataset includes 778 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0271986-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjdykb
title: Occurrence Download

description: A dataset containing 1797 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((74.8828125 39.206714688189784, 72.94921875 39.07037496630156, 70.48828125 37.83147590811807, 69.9609375 35.862339387427994, 69.9609375 34.1345372416894, 70.3125 31.92418805228592, 72.94921875 30.268551615948354, 75.9375 30.116616942566043, 77.51953125 28.892774167833785, 79.27734374999999 27.49852196443761, 82.6171875 26.559045185742832, 85.95703125 25.770209018060804, 86.66015624999999 24.176820256574754, 87.1875 23.211053346269885, 90.17578124999999 21.258656334328716, 92.8125 20.1075182313719, 94.21875 21.094745528210435, 99.49218749999999 21.749290854184867, 100.8984375 26.086383331438917, 99.84374999999999 29.35344699294194, 96.6796875 31.024689531512514, 92.8125 30.268551615948354, 90.52734374999999 29.81204611302913, 87.5390625 29.506544774138685, 84.72656249999999 29.65941139332828, 81.73828125 30.87393563361616, 80.68359375 32.22209130227107, 80.15625 34.56990196360932, 79.27734374999999 36.57141951521943, 78.046875 37.55328339311761, 76.46484375 38.522379893268365, 74.8828125 39.206714688189784))",
 "HasCoordinate is true",
 "TaxonKey is Acrocephalidae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1797 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013853-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44nwpz
title: Occurrence Download

description: A dataset containing 302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Psacothea hilaris (Pascoe, 1857)",
 "Year 2000-2021"
 ]
}

 The dataset includes 302 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270798-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ye4ws6
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ophiocomella schmitti A.H.Clark, 1939"
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008146-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32bux2
title: Occurrence Download

description: A dataset containing 2794 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Honduras",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Asteraceae"
 ]
}

 The dataset includes 2794 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215413-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwepdr
title: Occurrence Download

description: A dataset listing the 1390 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Spodoptera frugiperda J.E.Smith, 1797",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 1390 records were derived from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013853-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fv3fba
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epiplatys dageti monroviae Arnoult & Daget, 1965"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247811-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.srjcvc
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters is greater than or equal to 5001.0",
 "TaxonKey is Cotinus coggygria Scop."
 ]
}

 The dataset includes 205 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275374-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6en3u4
title: Occurrence Download

description: A dataset containing 10304 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium aurantiacum L."
 ]
}

 The dataset includes 10304 records from 240 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270803-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j6vkve
title: Occurrence Download

description: A dataset containing 57145 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is UAZ Herpetology Collection"
 ]
}

 The dataset includes 57145 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226438-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rbtjf
title: Occurrence Download

description: A dataset containing 29999 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Liolaemus Wiegmann, 1834"
 ]
}

 The dataset includes 29999 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0289374-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgupm2
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Cipocereus minensis (Werderm.) F.Ritter",
 "TaxonKey is Cipocereus bradei (Backeb. & Voll) Zappi & N.P.Taylor"
 ]
 }
 ]
}

 The dataset includes 79 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272525-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdqkfe
title: Occurrence Download

description: A dataset containing 2965 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Knautia macedonica Griseb.",
 "TaxonKey is Kniphofia ×praecox Baker",
 "TaxonKey is Kniphofia uvaria (L.) Oken",
 "TaxonKey is Kobus ellipsiprymnus (Ogilby, 1833)"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2965 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013854-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5c4j4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eruca latirostris Boiss."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046132-220831081235567/datasets/export for details.
DOI: 10.15468/dl.z4ht6f
title: Occurrence Download

description: A dataset containing 490026 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Danaus plexippus (Linnaeus, 1758)"
 ]
}

 The dataset includes 490026 records from 249 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238069-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnjzyn
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Harrimanella hypnoides (L.) Coville",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 149 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269980-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mfddd2
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Praecereus saxicola (Morong) N.P.Taylor",
 "TaxonKey is Praecereus euchlorus (F.A.C.Weber) N.P.Taylor"
 ]
 }
 ]
}

 The dataset includes 247 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272528-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5da42q
title: Occurrence Download

description: A dataset containing 721925 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium L."
 ]
}

 The dataset includes 721925 records from 1233 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219572-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17458631
title: Replication code and data for "The Uncertain Policy Price of Scaling Direct Air Capture"

description: Replication code and data for the paper "The Uncertain Policy Price of Scaling Direct Air Capture". The folder replication_code contains the code and the raw data generated from the Monte Carlo simulation of the model. To run the code, you should have R and GAMS installed, download all the required packages (listed in replication_code/_targets.R, line 8, and run Rscript run.R from the replication_code folder. By default, the code runs in replication mode: it does not launch the WITCH model Monte Carlo simulation from scratch but reads the data in the folder witch/gsa. This default behavior can be changed by modifying the variable run_mode in replication_code/_targets.R, line 41, to any other string. Note that the code is built to run on an LSF machine with specific settings and queues.

The folder processed_data contains the input-output data of the model, and the files' names correspond to the names of the related R objects in the code. In particular:



inputs contains the inputs for the Monte Carlo simulation.

original_order contains the permutation that reorders "inputs" consistently with the outputs.

pol_costs_* contains the policy costs (GDP or consumption) for the two scenarios (NDC and LTS) in Trillion USD (yearly if specified, net present value with 3% discount rate otherwise).

removed_emissions_* contains the removed emissions by DAC for the two scenarios (NDC and LTS) in Gigaton of CO2 (yearly if specified, in 2050 otherwise).

subsidies_* contains the subsidies distributed for the two scenarios (NDC and LTS) in trillion USD (yearly if specified, net present value with 3% discount rate otherwise).

subsidies_perc_* contains the subsidies distributed over carbon tax revenues for the two scenarios (NDC and LTS) in percentage.

subsidies_avr_* contains the average subsidies for the two scenarios (NDC and LTS) between 2025 and 2050 in USD/tCO2.
DOI: 10.5281/zenodo.17458632
title: Replication code and data for "The Uncertain Policy Price of Scaling Direct Air Capture"

description: Replication code and data for the paper "The Uncertain Policy Price of Scaling Direct Air Capture". The folder replication_code contains the code and the raw data generated from the Monte Carlo simulation of the model. To run the code, you should have R and GAMS installed, download all the required packages (listed in replication_code/_targets.R, line 8, and run Rscript run.R from the replication_code folder. By default, the code runs in replication mode: it does not launch the WITCH model Monte Carlo simulation from scratch but reads the data in the folder witch/gsa. This default behavior can be changed by modifying the variable run_mode in replication_code/_targets.R, line 41, to any other string. Note that the code is built to run on an LSF machine with specific settings and queues.

The folder processed_data contains the input-output data of the model, and the files' names correspond to the names of the related R objects in the code. In particular:



inputs contains the inputs for the Monte Carlo simulation.

original_order contains the permutation that reorders "inputs" consistently with the outputs.

pol_costs_* contains the policy costs (GDP or consumption) for the two scenarios (NDC and LTS) in Trillion USD (yearly if specified, net present value with 3% discount rate otherwise).

removed_emissions_* contains the removed emissions by DAC for the two scenarios (NDC and LTS) in Gigaton of CO2 (yearly if specified, in 2050 otherwise).

subsidies_* contains the subsidies distributed for the two scenarios (NDC and LTS) in trillion USD (yearly if specified, net present value with 3% discount rate otherwise).

subsidies_perc_* contains the subsidies distributed over carbon tax revenues for the two scenarios (NDC and LTS) in percentage.

subsidies_avr_* contains the average subsidies for the two scenarios (NDC and LTS) between 2025 and 2050 in USD/tCO2.