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

description: A dataset containing 20649 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eurygaster Laporte, 1833"
 ]
}

 The dataset includes 20649 records from 350 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238361-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8k2da
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hispanomys Mein & Freudenthal, 1971"
 ]
}

 The dataset includes 30 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0277921-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqkud3
title: Occurrence Download

description: A dataset containing 35823 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iguana iguana (Linnaeus, 1758)"
 ]
}

 The dataset includes 35823 records from 349 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273344-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.88j2qr
title: Occurrence Download

description: A dataset containing 770 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is Museo Nacional de Ciencias Naturales, Madrid: MNCN_Herpeto",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Salamandra salamandra (Linnaeus, 1758)"
 ]
}

 The dataset includes 770 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0277946-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.472sr9
title: Occurrence Download

description: A dataset containing 830 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Ursus americanus Pallas, 1780"
 ]
}

 The dataset includes 830 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0291035-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2zf6af
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habenaria mossii (G.Will.) J.C.Manning"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236317-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.da67g7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Justicia lobata Benoist"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0260402-230224095556074/datasets/export for details.
DOI: 10.15468/dl.7ztfxm
title: Occurrence Download

description: A dataset containing 69165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Lycopodiopsida",
 "Year 1982-2022"
 ]
}

 The dataset includes 69165 records from 376 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231564-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g4eqp2
title: Occurrence Download

description: A dataset containing 412 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hylotelephium viviparum (Maxim.) H.Ohba"
 ]
}

 The dataset includes 412 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249987-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nya7m8
title: Occurrence Download

description: A dataset containing 4201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Urocyon cinereoargenteus (Schreber, 1775)"
 ]
}

 The dataset includes 4201 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0233174-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aw72dp
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Attalea amygdalina Kunth"
 ]
}

 The dataset includes 28 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231102-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ky67rx
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hymenidium nanum (Rupr.) Pimenov & Kljuykov"
 ]
}

 The dataset includes 175 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250010-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xa64hb
title: Occurrence Download

description: A dataset listing the 37430 species recorded in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Year 2000-2022"
 ]
}

 The dataset's 37430 records were derived from 7287 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231097-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hjv9vh
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "or" : [
 "ScientificName is Amaryllis × johnsonii Bury",
 "ScientificName is Amaryllis × johnsonii",
 "ScientificName is Amaryllis x johnsonii",
 "ScientificName is Amaryllis x johnsonii Bury",
 "ScientificName is Amaryllis xjohnsonii Bury",
 "ScientificName is Amaryllis johnsonii Bury"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004226-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sfxfdn
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corchorus erodioides Balf.fil."
 ]
}

 The dataset includes 34 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145306-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6kz5qi
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum dolichocremastrum Bitter"
 ]
}

 The dataset includes 69 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004226-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2g2hm
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corchorus elachocarpus F.Muell."
 ]
}

 The dataset includes 52 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145304-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ychupa
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gossypium rotundifolium Fryxell, Craven & J.M.Stewart"
 ]
}

 The dataset includes 97 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004226-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5vxqj
title: Occurrence Download

description: A dataset containing 515 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Ambystoma mexicanum (Shaw & Nodder, 1798)"
 ]
}

 The dataset includes 515 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016589-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tytqo8
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adelia brandegeei V.W.Steinm."
 ]
}

 The dataset includes 100 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006104-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kc2e6y
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corchorus longipedunculatus Mast."
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145333-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7fgi8r
title: Occurrence Download

description: A dataset containing 28994 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Weinmannia racemosa L. f."
 ]
}

 The dataset includes 28994 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006104-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yffqm4
title: Occurrence Download

description: A dataset containing 1571 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microgramma piloselloides (L.) Copel."
 ]
}

 The dataset includes 1571 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145342-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqoaox
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callitriche regis-jubae Schotsman"
 ]
}

 The dataset includes 71 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004226-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxggm4
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Colchicum psammophilum (Svent.) J.C.Manning & Vinn."
 ]
}

 The dataset includes 105 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003453-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edbkkj
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paracandacia bispinosa (Claus, 1863)"
 ]
}

 The dataset includes 155 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006104-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99kvbc
title: Occurrence Download

description: A dataset containing 1025 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crotalaria trichotoma Bojer",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1025 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037306-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nipa6d
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Lachesis muta Taylor, 1951",
 "TaxonKey is Lachesis mutus Daudin, 1803",
 "TaxonKey is Lachesis mutus Duméril & Bibron, 1854",
 "TaxonKey is Lachesis muta Linnaeus, 1766",
 "TaxonKey is Lachesis muta Hoge & Romano, 1978"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 85 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004226-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.djc8dn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Belgium)",
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Literature Occurrence, Specimen, Unknown evidence, Machine Observation)",
 "Year is greater than or equal to 2022",
 "Year is less than or equal to 2021",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145311-230224095556074/datasets/export for details.
DOI: 10.15468/dl.xudk8u
title: Occurrence Download

description: A dataset containing 12993 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnoliophyta",
 "Country is Bangladesh"
 ]
}

 The dataset includes 12993 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004227-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4j9cm
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-3.74922 40.45866,-3.7375 40.43192,-3.73393 40.43393,-3.72313 40.43723,-3.72056 40.43558,-3.71168 40.44318,-3.72001 40.46552,-3.72871 40.47312,-3.74785 40.47468,-3.75151 40.47239,-3.74922 40.45866))",
 "Geometry POLYGON((-3.71676 40.5396,-3.81835 40.41242,-3.71826 40.25514,-3.47293 40.33039,-3.42326 40.48015,-3.60011 40.59981,-3.71676 40.5396))"
 ]
 },
 "TaxonKey is Vanessa cardui (Linnaeus, 1758)"
 ]
}

 The dataset includes 198 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026747-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7mowhc
title: Occurrence Download

description: A dataset containing 13829 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Jacquemontia Choisy"
 ]
}

 The dataset includes 13829 records from 216 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004227-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwm963
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Begonia forrestii Irmsch."
 ]
}

 The dataset includes 29 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032739-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xe6y2v
title: Occurrence Download

description: A dataset containing 1896 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caiman latirostris (Daudin, 1801)"
 ]
}

 The dataset includes 1896 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016590-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kesclx
title: Occurrence Download

description: A dataset containing 373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panthera tigris tigris",
 "Country is India"
 ]
}

 The dataset includes 373 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004227-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkd6jr
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Locality is Hacienda El Escobal",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 130 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049843-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.glm4zb
title: Occurrence Download

description: A dataset containing 741 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Danio rerio (Le Sueur, 1817)"
 ]
}

 The dataset includes 741 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004227-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hpgv33
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corchorus foliosus Spreng."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145314-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8srqsb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Belgium)",
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Literature Occurrence, Specimen, Unknown evidence, Machine Observation)",
 "Year is greater than or equal to 2022",
 "Year is less than or equal to 2021",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145313-230224095556074/datasets/export for details.
DOI: 10.15468/dl.o2hemn
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agave applanata Lem. ex Jacobi",
 "Country is Mexico"
 ]
}

 The dataset includes 111 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004227-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10601250
title: How much methane removal is required to avoid overshooting 1.5°C?

description: This repository reproduces the results from Smith & Mathison, submitted. Code is available from GitHub at https://github.com/chrisroadmap/methane-mitigation. The Zenodo version includes the results directory, which are datasets that are too large for GitHub.

Reproduction steps

Set up conda repository

This assumes that you are using anaconda and python. Currently, fair and fair-calibrate appear to be most stable with python versions 3.8, 3.9, 3.10 and 3.11. Others may work, but these ones are tested.

1. Create your environment:

$ conda env create -f environment.yml2. If you want to make nice version-control friendly notebooks, which will remove all output and data upon committing, run

$ nbstripout --install

Run and reproduce results

1. Fire up jupyter notebook

$ jupyter notebook

2. Inside notebook, navigate to notebooks directory. Run the notebooks in this order:  - adaptive-removal-1.4.0.ipynb: this does the data crunching. It will likely take between 6 and 24 hours, depending on your machine.  - zec-1.4.0.ipynb: calculate ZEC and carbon cycle metrics  - analyse-1.4.0.ipynb: produce the results and plots reported in the paper
DOI: 10.15468/dl.q4n3vy
title: Occurrence Download

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

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145316-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n1h0ux
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Teratoscincus microlepis Nikolsky, 1900",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "DatasetKey is Literary descriptions of Iranian lizards"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004227-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7zc9g
title: Occurrence Download

description: A dataset containing 1310 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ursus thibetanus G"
 ]
}

 The dataset includes 1310 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026740-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.