cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ndin0n
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Bothrops taeniatus Kornacker, 1999",
 "TaxonKey is Bothrops taeniatus Kornacker, 1999",
 "TaxonKey is Bothrops taeniatus Wagler, 1824",
 "TaxonKey is Bothrops taeniatus Wagler, 1824",
 "TaxonKey is Bothriopsis taeniata Parkinson, 1999",
 "TaxonKey is Bothriopsis taeniata taeniata",
 "TaxonKey is Bothriopsis taeniata Campbell & Lamar, 1989",
 "TaxonKey is Bothriopsis taeniata (Wagler, 1824)",
 "TaxonKey is Bothriopsis taeniata subsp. lichenosa Roze, 1958"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 33 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004227-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjzvq6
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corchorus laniflorus Rye"
 ]
}

 The dataset includes 82 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145326-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uuloet
title: Occurrence Download

description: A dataset containing 8300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnoliophyta",
 "Country is Bhutan"
 ]
}

 The dataset includes 8300 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004228-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10601249
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

3. As a sensitivity case we run 10 MtCH4 removal steps (default 20); the results are almost identical but runtime is slower. These are in the files adaptive-removal-1.4.0-10Mt.ipynb and analyse-1.4.0-10Mt.ipynb.
DOI: 10.5281/zenodo.11099512
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

3. As a sensitivity case we run 10 MtCH4 removal steps (default 20); the results are almost identical but runtime is slower. These are in the files adaptive-removal-1.4.0-10Mt.ipynb and analyse-1.4.0-10Mt.ipynb.
DOI: 10.15468/dl.k6ysen
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fauna acuática asociada al Humedal Costero Obregón, Guapi, Cauca - 2013"
 ]
}

 The dataset includes 63 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026734-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymnkhk
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Desmodium Desv.",
 "Country is Zambia",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -82,-180 82,180 82,180 -82,-180 -82))"
 ]
}

 The dataset includes 58 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004228-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5gprs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Bacteria (16S) and Eukaryotes (18S) from the Sor Rondane Mountains (East Antarctica)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029982-181108115102211/datasets/export for details.
DOI: 10.15468/dl.7svqxs
title: Occurrence Download

description: A dataset containing 1040 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Anfibios y Reptiles reportados en humedales del departamento de Córdoba"
 ]
}

 The dataset includes 1040 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040527-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ft3xq6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mikania micrantha f. hirsuta (Hieron.) B.L.Rob."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004228-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gs75mg
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Biodiversidad de Mamíferos de las Reservas Naturales de la Sociedad Civil del Parque Natural Regional Páramo del Duende, Valle del Cauca, Colombia"
 ]
}

 The dataset includes 225 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040562-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6kz25
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ditrichum cornubicum Paton"
 ]
}

 The dataset includes 231 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145318-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwulmg
title: Occurrence Download

description: A dataset containing 85208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 {
 "or" : [
 "TaxonKey is Tolpis calderae Bolle",
 "TaxonKey is Senecio auricula Bourgeau ex Coss.",
 "TaxonKey is Senecio leucophyllus DC.",
 "TaxonKey is Senecio boissieri DC.",
 "TaxonKey is Senecio adonidifolius Loisel.",
 "TaxonKey is Allagopappus viscosissimus Bolle",
 "TaxonKey is Argyranthemum foeniculaceum (Willd.) Webb, 1840",
 "TaxonKey is Argyranthemum escarrei (Svent.) Humphries",
 "TaxonKey is Argyranthemum sventenii Humphries & Aldridge",
 "TaxonKey is Argyranthemum lemsii Humphries",
 "TaxonKey is Argyranthemum frutescens (L.) Sch.Bip.",
 "TaxonKey is Argyranthemum webbii Sch.Bip.",
 "TaxonKey is Argyranthemum adauctum (Link) Humphries",
 "TaxonKey is Argyranthemum callichrysum (Svent.) Humphries",
 "TaxonKey is Argyranthemum broussonetii (Balb. ex Pers.) Humphries",
 "TaxonKey is Argyranthemum hierrense Humphries",
 "TaxonKey is Argyranthemum haouarytheum Humphries & Bramwell",
 "TaxonKey is Argyranthemum maderense (D.Don) Humphries",
 "TaxonKey is Argyranthemum thalassophilum (Svent.) Humphries",
 "TaxonKey is Carlina L.",
 "TaxonKey is Carlina texedae Marrero Rodr.",
 "TaxonKey is Carlina falcata Svent.",
 "TaxonKey is Carlina xeranthemoides L.fil.",
 "TaxonKey is Andryala agardhii Haens. ex DC.",
 "TaxonKey is Andryala webbii (Christ) A.Santos",
 "TaxonKey is Andryala crithmifolia Aiton",
 "TaxonKey is Sonchus L.",
 "TaxonKey is Sonchus tectifolius Svent.",
 "TaxonKey is Sonchus gummifer Link",
 "TaxonKey is Lactucosonchus webbii (Sch.Bip.) Svent.",
 "TaxonKey is Sonchus fauces-orci Knoche",
 "TaxonKey is Sonchus bourgeaui Sch.Bip.",
 "TaxonKey is Sonchus radicatus Aiton",
 "TaxonKey is Sonchus brachylobus Sch.Bip.",
 "TaxonKey is Sonchus tuberifer Svent.",
 "TaxonKey is Sonchus microcarpus (Boulos) U.Reifenb. & A.Reifenb.",
 "TaxonKey is Sonchus canariensis (Webb) Boulos",
 "TaxonKey is Sonchus bornmuelleri Pit.",
 "TaxonKey is Sonchus arboreus Sw. ex DC.",
 "TaxonKey is Senecio L."
 ]
 }
 ]
}

 The dataset includes 85208 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004228-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxaypy
title: Occurrence Download

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

 The dataset includes 130 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145324-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyoo8l
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clusia abbottii Urb."
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004228-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjb9k6
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corchorus hygrophilus A.Cunn. ex Benth."
 ]
}

 The dataset includes 26 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145322-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxqlbo
title: Occurrence Download

description: A dataset containing 1317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Cedrela odorata L."
 ]
}

 The dataset includes 1317 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004228-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxnyqh
title: Occurrence Download

description: A dataset containing 275820 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Observation",
 "Country is one of (United States of America, Canada)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cyanocitta cristata (Linnaeus, 1758)"
 ]
}

 The dataset includes 275820 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145319-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hagbhs
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eulemur rufus (Audebert, 1799)"
 ]
}

 The dataset includes 148 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004228-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyyv2y
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Antarctic cryptoendolithic fungal communities ITS amplicon sequencing"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029994-181108115102211/datasets/export for details.
DOI: 10.15468/dl.n28ncs
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corchorus macropterus G.J.Leach & Cheek"
 ]
}

 The dataset includes 29 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145337-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.23n4br
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corchorus pinnatipartitus Wild"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145348-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ryjiig
title: Occurrence Download

description: A dataset containing 2408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myiodynastes luteiventris P.L.Sclater, 1859",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2408 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004229-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jvktvd
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acheron longus (Walker, 1853)"
 ]
}

 The dataset includes 18 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145352-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyddsx
title: Occurrence Download

description: A dataset containing 59150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnoliophyta",
 "Country is Nepal"
 ]
}

 The dataset includes 59150 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004229-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mfcbzy
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paracolax derivalis Hübner, 1796"
 ]
}

 The dataset includes 36 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145414-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.btef5t
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schinopsis balansae Engl."
 ]
}

 The dataset includes 135 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004229-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3em63
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corchorus tomentellus F.Muell."
 ]
}

 The dataset includes 43 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145386-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhiaqj
title: Occurrence Download

description: A dataset containing 781 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helogenes Günther, 1863"
 ]
}

 The dataset includes 781 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004229-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h36v89
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thrixspermum breviscapum (Carr) Kocyan & Schuit."
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145403-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrukhu
title: Occurrence Download

description: A dataset containing 29671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euglossa Latreille, 1802",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29671 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004229-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yaqzqr
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sarcophilus harrisii (Boitard, 1841)"
 ]
}

 The dataset's 1 records were derived from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026725-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xuf2sc
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corchorus puberulus Halford"
 ]
}

 The dataset includes 19 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145353-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yiixly
title: Occurrence Download

description: A dataset containing 535 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elephantorrhiza Benth.",
 "HasCoordinate is true",
 {
 "or" : [
 "HasGeospatialIssue is false",
 "HasGeospatialIssue is true"
 ]
 }
 ]
}

 The dataset includes 535 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004229-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9x2zhq
title: Occurrence Download

description: A dataset containing 52897 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardamine flexuosa With.",
 "HasCoordinate is true",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 52897 records from 230 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004229-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64m5sq
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bryophyllum pinnatum (Lam.) Kurz"
 ]
}

 The dataset includes 129 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056319-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5rycw3
title: Occurrence Download

description: A dataset containing 26468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 {
 "or" : [
 "Geometry POLYGON((-129.5021 55.59962,-129.29297 55.59962,-129.29297 55.67831,-129.5021 55.67831,-129.5021 55.59962))",
 "Geometry POLYGON((-137.9632 58.72112,-134.68984 55.81206,-132.83864 54.64404,-130.88605 54.1754,-129.99006 55.39627,-135.2371 59.4783,-136.53106 59.23603,-137.9632 58.72112))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 26468 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0413667-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dw56wz
title: Occurrence Download

description: A dataset containing 515 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centaurea ×pouzinii DC."
 ]
}

 The dataset includes 515 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006146-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.