cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10956295
title: CMIP6 models rarely simulate Antarctic winter sea-ice anomalies as large as observed in 2023

description: Contains processed data to create all figures and tables from the publication Diamond et al. (2024) CMIP6 models rarely simulate Antarctic winter sea-ice anomalies as large as observed in 2023; Geophysical Research Letters [Full reference available on publication]

 

Directory structure and associated contents listed below. Folders contain all data required to make corresponding figure, apart from where indicated. Full description of analysis in Diamond et al. (2024). Unless otherwise indicated, 'SIE' refers to August Antarctic SIE.

 

F1/

f1a_obs_ts.csv: Timeseries of 1979-2023 SIE 

f1b_all_instances.csv: All instances (labelled by model, simulation, and simulation year) where an anomaly of magnitude SIE_2023 was detected. SIE timeseries from years -20 to +20 about each anomaly.

f1b_quartiles.csv: Upper and lower quartiles, mean, and median, computed over all instances.

 

F2/

F2_a.csv: 5--95% range of SIE variability dataset, for all model simulations, and observations.

F2_b.csv: T_aug23, computed using ECDFs, for all model simulations, and multi-model ensemble.

F2_c.csv: T_aug23, computed using GEVs, for all model simulations, and multi-model ensemble.

 

F3/

Data for all figures is already provided elsewhere:

F3a: for observations in SF3/SF3_obs_dataset.csv, and for simulations in SF3/SF3_simulations.csv.

F3b: for multi-model ensemble T_aug23 with associated errors in SF6/SF6_all.csv

F3c: for GEV_estimated T_aug23 for all simulations and models in SF6/SF6_all.csv; and  5--95% ranges of SIE variability datasets in F2/F2_a.csv

 

~

SF1/

SF1_all.csv: SIE timeseries for all model simulations, and associated moving averages.

SF2/

sf2_all.csv: SIE decadal means and ranges for all model simulations.

sf2_quartiles.csv: taken over all simulations above - mean decadal mean in each bin; and lower quartile, median and upper quartile of the decadal ranges in each bin.

SF3/

SF3_obs_dataset.csv: SIE variability dataset for 1979-2023 observations.

SF3_simulations.csv: SIE variability datasets for all model simulations

SF4/

F4_a.csv: p_aug23, computed using ECDFs, for all model simulations, and multi-model ensemble.

F4_b.csv: p_aug22, computed using ECDFs, for all model simulations, and multi-model ensemble.

F4_c.csv: T_aug23, computed using GEVs, for all model simulations, and multi-model ensemble.

F4_d.csv: for all model simulations: p-value that simulation SIE variability dataset is drawn from same probability distribution as observations. Computed using Kolmogorov-Smirnoff 2-sample test.

SF5/

Data for both SF5a and b are already provided in F1/f1b_all_instances.csv.

SF6/

SF6_all.csv: for all model simulations, and multi-model ensemble, p_aug23 and T_aug23, with lower and upper errors (computed from 5--95% confidence interval using bootstrapping)

SF7/

Data for SF7a is already provided elsewhere: for observations in SF3/SF3_obs_dataset.csv, and for simulations in SF3/SF3_simulations.csv.

SF7_all.csv: as for SF6_all.csv, but instead using subset of models.
DOI: 10.15468/dl.e3jj5p
title: Occurrence Download

description: A dataset containing 1499 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sceloporus smaragdinus Bocourt, 1873"
 ]
}

 The dataset includes 1499 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019553-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.47fbuj
title: Occurrence Download

description: A dataset containing 24310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-101.64963 21.64169,-100.85861 21.64169,-100.85861 22.46567,-101.64963 22.46567,-101.64963 21.64169))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 24310 records from 260 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003372-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.266c3x
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leucophyllum coahuilense Henrickson"
 ]
}

 The dataset includes 23 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169397-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vdtolz
title: Occurrence Download

description: A dataset containing 529 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena nuda Robertson, 1891"
 ]
}

 The dataset includes 529 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036737-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rvzsa
title: Occurrence Download

description: A dataset containing 1047131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Fagus L."
 ]
}

 The dataset includes 1047131 records from 1453 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001364-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/6juquw
title: Replication Data for: Trade From Space: Shipping Networks and The Global Implications of Local Shocks

description: Replication package for "Trade From Space: Shipping Networks and The Global Implications of Local Shocks"
DOI: 10.48544/03e9776f-387c-42df-bed8-944045521f37
title: How To Write A Quantitative Research Paper
DOI: 10.57934/0b01e4108076812d
title: Productiestatistiek Detailhandel
DOI: 10.15468/dl.nyp6z6
title: Occurrence Download

description: A dataset containing 1135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Eleutherodactylus marnockii (Cope, 1878))"
 ]
}

 The dataset includes 1135 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001633-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.71732/pwnlfn/65yymi
title: SN198_DL_ita.pdf

description: Datalist (it)
DOI: 10.71732/pwnlfn/ndalym
title: SN198_T_ita.pdf

description: Interviews and focus groups scheme (it)
DOI: 10.71732/pwnlfn/fwxmpk
title: SN198_N_ita.pdf

description: Archival notes (it)
DOI: 10.71732/pwnlfn/rmdjed
title: SN198_NM_ita.pdf

description: Methodological notes (it)
DOI: 10.71732/pwnlfn/kvkojg
title: SN198_INT_11.docx

description: Data (it)
DOI: 10.71732/pwnlfn/1jgpjk
title: SN198_ING_01.docx

description: Data (it)
DOI: 10.71732/pwnlfn/qj1n4a
title: SN198_INT_17.docx

description: Data (it)
DOI: 10.71732/pwnlfn/y5zvzn
title: SN198_INT_04.docx

description: Data (it)
DOI: 10.71732/pwnlfn/r1bfkg
title: SN198_INT_16.docx

description: Data (it)
DOI: 10.71732/pwnlfn/tggalz
title: SN198_INT_09.docx

description: Data (it)
DOI: 10.71732/pwnlfn/2tswjw
title: SN198_INT_10.docx

description: Data (it)
DOI: 10.71732/pwnlfn/lpiaph
title: SN198_INT_07.docx

description: Data (it)
DOI: 10.71732/pwnlfn/uubaiu
title: SN198_INT_12.docx

description: Data (it)
DOI: 10.71732/pwnlfn/jluu6k
title: SN198_INT_01.docx

description: Data (it)
DOI: 10.71732/pwnlfn/9tzgxz
title: SN198_INT_02.docx

description: Data (it)
DOI: 10.71732/pwnlfn/bc2pmf
title: SN198_INT_15.docx

description: Data (it)
DOI: 10.71732/pwnlfn/jy6q6u
title: SN198_INT_05.docx

description: Data (it)
DOI: 10.71732/pwnlfn/qzk9qi
title: SN198_INT_06.docx

description: Data (it)
DOI: 10.71732/pwnlfn/llnscx
title: SN198_INT_08.docx

description: Data (it)
DOI: 10.71732/pwnlfn/w0wjm0
title: SN198_INT_13.docx

description: Data (it)
DOI: 10.71732/pwnlfn/xky3bu
title: SN198_INT_14.docx

description: Data (it)
DOI: 10.15468/dl.jx2383
title: Occurrence Download

description: A dataset containing 1818 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei, Hong Kong, Macao)",
 "TaxonKey is Aythya baeri (Radde, 1863)"
 ]
}

 The dataset includes 1818 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009517-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zb5xn6
title: Occurrence Download

description: A dataset containing 314302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pilosella officinarum Vaill.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 314302 records from 1177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009514-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2unsa5
title: Occurrence Download

description: A dataset containing 212 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Atractylodes macrocephala Koidz.)"
 ]
}

 The dataset includes 212 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009519-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dufpw
title: Occurrence Download

description: A dataset containing 2089 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Ciconia nigra (Linnaeus, 1758)"
 ]
}

 The dataset includes 2089 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009518-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rj9hxw
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stolephorus chinensis (Günther, 1880)"
 ]
}

 The dataset includes 52 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009521-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqye3y
title: Occurrence Download

description: A dataset containing 373 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Baccharis angustifolia Michx.)"
 ]
}

 The dataset includes 373 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009522-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12631813
title: Dataset

description: Dataset for paper submission
DOI: 10.5281/zenodo.12631814
title: Dataset

description: Dataset for paper submission
DOI: 10.15468/dl.3vza5j
title: Occurrence Download

description: A dataset containing 27100 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Baccharis halimifolia L.)"
 ]
}

 The dataset includes 27100 records from 356 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009523-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ye3554
title: Occurrence Download

description: A dataset containing 11335 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Balsamorhiza sagittata (Pursh) Nutt.)"
 ]
}

 The dataset includes 11335 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009524-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vd9cee
title: Occurrence Download

description: A dataset containing 1428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crataegus douglasii Lindl.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 1428 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296102-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3ku4s
title: Occurrence Download

description: A dataset containing 224521 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen, Occurrence evidence)",
 "Continent is one of (North America, Europe, Asia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected, Continent derived from coordinates, Country derived from coordinates)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Polygonum sieboldii de Vriese, Polygonum reynoutria (Houtt.) Makino, Polygonum cuspidatum Siebold & Zucc., Pleuropterus zuccarinii (Small) Small, Pleuropterus cuspidatus (Siebold & Zucc.) Moldenke, Pleuropterus cuspidatus (Siebold & Zucc.) H.Gross, Fallopia japonica (Houtt.) Ronse Decr., Reynoutria compacta (Hook.fil.) Nakai, Reynoutria japonica Houtt., Reynoutria hachidyoensis (Makino) Nakai)",
 "Year 1945-2023"
 ]
}

 The dataset includes 224521 records from 1181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012915-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3eyyte
title: Occurrence Download

description: A dataset containing 306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chamaerhodos erecta (L.) Bunge",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 306 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296098-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.37s9n5
title: Occurrence Download

description: A dataset containing 597 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vaccinium membranaceum Douglas ex Torr.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 597 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296136-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.es2q7t
title: Occurrence Download

description: A dataset containing 1844 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((44.40723 5.37258,157.59277 5.37258,157.59277 50.62742,44.40723 50.62742,44.40723 5.37258))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Carpinus viminea Lindl. ex Wall."
 ]
}

 The dataset includes 1844 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008308-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r4hqex
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Metynnis otuquensis Ahl, 1923)"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014023-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nt9jvj
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rana omeimontis Ye & Fei, 1993"
 ]
}

 The dataset includes 37 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296100-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5e4r9f
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taeniophyllum calcaratum J.J.Sm."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004119-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fapuvr
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Botrychium spathulatum W.H.Wagner",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 30 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296146-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrrtd9
title: Occurrence Download

description: A dataset containing 6099 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viola striata Aiton"
 ]
}

 The dataset includes 6099 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032353-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhhgea
title: Occurrence Download

description: A dataset containing 2663815 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-26.14211 -33.68911,16.44643 -44.60077,63.56495 -28.70644,64.17842 2.73971,57.13713 14.18224,48.00287 23.76611,35.14724 34.9421,5.14325 43.87965,-28.76629 38.18354,-27.85474 3.02755,-26.14211 -33.68911))",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 2663815 records from 1591 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012425-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zw3vvl
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia nilotica subsp. nilotica",
 "Country is Sudan"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034612-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dka6g9
title: Occurrence Download

description: A dataset containing 55964 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agelaius tricolor (Audubon, 1837)"
 ]
}

 The dataset includes 55964 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210302-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnvukx
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Colombia",
 "Year 1999-1999",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "TaxonKey is Elaenia frantzii Lawrence, 1865",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034620-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xyben8
title: Occurrence Download

description: A dataset containing 4523 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Geodetic datum assumed WGS84, Coordinate reprojected, Coordinate accuracy invalid, Country coordinate mismatch, Country mismatch, Country derived from coordinates, Continent derived from country, Continent derived from coordinates, The scientific name ID was not found in the checklist, Occurrence status inferred from individual count, ccurrence status inferred from basis of record, Ambiguous institution, Ambiguous collection, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Institution collection mismatch, Possibly on loan, Different owner institution)",
 "TaxonKey is Bombus distinguendus Morawitz, 1869",
 "Year 1701-2024"
 ]
}

 The dataset includes 4523 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021735-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.