cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26520057.v1
title: Supp 1: Coupling of X-ray fluorescence and strontium isotopes to track brine influences in continental deposits: study of the Oligocene sediments in the Digne area (SE basin, France)

description: Supplementary material 1.
DOI: 10.6084/m9.figshare.26520060
title: Supp 3: Coupling of X-ray fluorescence and strontium isotopes to track brine influences in continental deposits: study of the Oligocene sediments in the Digne area (SE basin, France)

description: Supplementary material 3.
DOI: 10.6084/m9.figshare.26520060.v1
title: Supp 3: Coupling of X-ray fluorescence and strontium isotopes to track brine influences in continental deposits: study of the Oligocene sediments in the Digne area (SE basin, France)

description: Supplementary material 3.
DOI: 10.5281/zenodo.13269662
title: Biofilms manuscript
DOI: 10.5281/zenodo.13269663
title: Biofilms manuscript
DOI: 10.5281/zenodo.10709686
title: GFUS: A global survey of human fire interactions

description: GFUS: A global survey of human-fire interactions

These files support the publication of "Expert elicitation suggests community-led fire governance can enable effective adaptation to a more flammable world".

The files contain data from a survey of experts on human-fire interactions as well as code used to process and analyse it.

An overview of the files is given below. 

1) Data

Raw survey data are provided by geographic region ("GFUS_region"). Data processed to produce analyses in the associated paper are provided as "GFUS_Processed".

Columns in data files are named by the question of the survey that generated them (Q1b through Q90). The contents of the associated questions that were asked are given in the data_dictionary.xlsx file.

- GFUS_spatial provides the data merged with a shapefile of the survey regions. 

- "Gov_compare" and "LIFE_SH_fire" provide files to compare survey data with the DAFI and LIFE literature meta-analyses (see Supplementary 3 to the main text).

- Question meta-data and question-summary provides an overview of the questions, as well as a topline overview of the numbers of responses and internal coherence (entropy) of survey responses. 

2) Code

4 scripts are provided. 

- Firstly the script that was used to summarise survey responses by geographic region (Summarise_by_region)- Secondly the code used to conduct statistical tests presented in the paper- Thirdly the code used to produce plots in the paper- Fourthly the code used to produce topline descriptive statistics presented in the paper
DOI: 10.5281/zenodo.10709687
title: GFUS: A global survey of human fire interactions

description: GFUS: A global survey of human-fire interactions

These files support the publication of "Expert elicitation suggests community-led fire governance can enable effective adaptation to a more flammable world".

The files contain data from a survey of experts on human-fire interactions as well as code used to process and analyse it.

An overview of the files is given below. 

1) Data

Raw survey data are provided by geographic region (1a). Data processed to produce analyses in the associated paper are provided as 1b.

Columns in data files are named by the question of the survey that generated them (Q1b through Q90). The contents of the associated questions that were asked are given in the data_dictionary.xlsx file.

1a) Data - by region

Files in here give survey data grouped by geographic region. Respondents were asked to identify regions which they felt their knowledge applied to. Data here were produced with the script "summarise_by_region". For each question:

- fn1 gives the mean of the question responses for the region

- fn2 gives the shannon entropy of the responses for the region

- fn3 gives the standard deviation for the region

- fn4 gives the number of responses for that question for the region

1b) Data - paper

These are files used to produce the analyses in the paper. 

- GFUS_Processed contains all survey responses without grouping by region. Questions can be identified from the relevant tab in data_dictionary.xlsx

- Gov_compare & LIFE_SH_Fire;  these files allow external comparison of the survey with the DAFI and LIFE literature databases. They give the governance and smallholder components of the survey data as well as relevant data from the LIFE and DAFI literature databases.

- Question meta_data gives information about the type of question asked (binary, numeric) as well as whether questions were about the confidence of previous answers.

- Question_summary gives a summary of data in data-by region grouped by question

- Two shapefiles (Fire_use_shape, record_meta_data) give survey responses by region merged with a shapefile of the geographic regions. Here "regnum", or region number equates to "Q1b_1", which was the survey question asking respondents to identify which regions their answers referred to.

2) Code

3 scripts are provided. Code is written in R.

- Firstly the script that was used to summarise survey responses by geographic region (Summarise_by_region)- Secondly the code used to conduct statistical tests presented in the paper- Thirdly the code used to produce plots in the paper
DOI: 10.5281/zenodo.13269740
title: GFUS: A global survey of human fire interactions

description: GFUS: A global survey of human-fire interactions

These files support the publication of "Expert elicitation suggests community-led fire governance can enable effective adaptation to a more flammable world".

The files contain data from a survey of experts on human-fire interactions as well as code used to process and analyse it.

An overview of the files is given below. 

1) Data

Raw survey data are provided by geographic region ("GFUS_region"). Data processed to produce analyses in the associated paper are provided as "GFUS_Processed".

Columns in data files are named by the question of the survey that generated them (Q1b through Q90). The contents of the associated questions that were asked are given in the data_dictionary.xlsx file.

- GFUS_spatial provides the data merged with a shapefile of the survey regions. 

- "Gov_compare" and "LIFE_SH_fire" provide files to compare survey data with the DAFI and LIFE literature meta-analyses (see Supplementary 3 to the main text).

- Question meta-data and question-summary provides an overview of the questions, as well as a topline overview of the numbers of responses and internal coherence (entropy) of survey responses. 

2) Code

4 scripts are provided. 

- Firstly the script that was used to summarise survey responses by geographic region (Summarise_by_region)- Secondly the code used to conduct statistical tests presented in the paper- Thirdly the code used to produce plots in the paper- Fourthly the code used to produce topline descriptive statistics presented in the paper
DOI: 10.15468/dl.xvwk7k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((148.811924 -32.721823, 148.811924 -32.728561, 148.805187 -32.728561, 148.805187 -32.733052, 148.811924 -32.733052, 148.811924 -32.748773, 148.825399 -32.748773, 148.825399 -32.744281, 148.820907 -32.744281, 148.820907 -32.737544, 148.825399 -32.737544, 148.825399 -32.735298, 148.829891 -32.735298, 148.829891 -32.733052, 148.825399 -32.733052, 148.825399 -32.728561, 148.820907 -32.728561, 148.820907 -32.733052, 148.81417 -32.733052, 148.81417 -32.721823, 148.811924 -32.721823)), ((148.825399 -32.744281, 148.827645 -32.744281, 148.827645 -32.742036, 148.825399 -32.742036, 148.825399 -32.744281)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056145-240626123714530/datasets/export for details.
DOI: 10.15468/dl.jx6nqn
title: Occurrence Download

description: A dataset containing 902617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Switzerland",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 902617 records from 420 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056141-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z75fae
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((149.818042 -32.733052, 149.822534 -32.733052, 149.822534 -32.728561, 149.818042 -32.728561, 149.818042 -32.733052)), ((149.818042 -32.733052, 149.800076 -32.733052, 149.800076 -32.735298, 149.802322 -32.735298, 149.802322 -32.737544, 149.815796 -32.737544, 149.815796 -32.742036, 149.822534 -32.742036, 149.822534 -32.735298, 149.818042 -32.735298, 149.818042 -32.733052)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056146-240626123714530/datasets/export for details.
DOI: 10.15468/dl.aaf8fc
title: Occurrence Download

description: A dataset containing 4593 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Campephilus gayaquilensis (R.Lesson, 1845)"
 ]
}

 The dataset includes 4593 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023897-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fasxbx
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Kobresia humilis (C.A.Mey. ex Trautv.) Serg."
 ]
}

 The dataset includes 91 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042423-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3wjp2s
title: Occurrence Download

description: A dataset containing 21838 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 {
 "or" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Country is Ireland"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Cervus elaphus Linnaeus, 1758"
 ]
}

 The dataset includes 21838 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0338998-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7yqjbp
title: Occurrence Download

description: A dataset containing 2872 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is false",
 {
 "or" : [
 "TaxonKey is Lunaria rediviva L.",
 "TaxonKey is Lunaria biennis Moench"
 ]
 }
 ]
}

 The dataset includes 2872 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023899-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dgkem9
title: Occurrence Download

description: A dataset listing the 63 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is SBC LTER Darwin Core Archive: Kelp Forest Reef Fish Abundance"
 ]
}

 The dataset's 63 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025924-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lzrvdn
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Brazil",
 "Country is Venezuela (Bolivarian Republic of)",
 "Country is Colombia",
 "Country is Ecuador"
 ]
 },
 "TaxonKey is Mimosa dormiens Humb. & Bonpl. ex Willd."
 ]
}

 The dataset includes 87 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004241-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9hw42m
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aleuritopteris rosulata (C.Chr.) Ching"
 ]
}

 The dataset includes 15 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022051-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ercdt9
title: Occurrence Download

description: A dataset containing 3816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is South Africa",
 "Issue is Geodetic datum assumed WGS84",
 "HasCoordinate is true",
 "TaxonKey is Poaceae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3816 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018373-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nut6bb
title: Occurrence Download

description: A dataset containing 6497 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pycnonotus melanicterus (Gmelin, 1789))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6497 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057726-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mtdfvf
title: Occurrence Download

description: A dataset containing 30606 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pristimantis Jiménez de la Espada, 1870"
 ]
}

 The dataset includes 30606 records from 180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027507-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uabips
title: Occurrence Download

description: A dataset containing 1047 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-15.93928 -37.71278,86.71697 -37.71278,86.71697 3.33214,-15.93928 3.33214,-15.93928 -37.71278))",
 "DatasetKey is Mozambique Herpetological Collection - IICT",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1047 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004242-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dx9gyf
title: Occurrence Download

description: A dataset containing 1437 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gymnobelideus leadbeateri McCoy, 1867"
 ]
}

 The dataset includes 1437 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005263-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ad3cbg
title: Occurrence Download

description: A dataset containing 26909 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Continent is Europe",
 "Continent is North America",
 "Continent is South America"
 ]
 },
 "TaxonKey is Dioscorea Plum. ex L."
 ]
}

 The dataset includes 26909 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043981-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hj54m6
title: Occurrence Download

description: A dataset containing 1826 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Dioscorea pentaphylla L."
 ]
}

 The dataset includes 1826 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052023-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqfapw
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chilomys instans fumeus"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005263-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5n9jvn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microtus dogramacii Kefelioglu & Krystufek, 1999",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057727-240506114902167/datasets/export for details.
DOI: 10.15468/dl.rjdygw
title: Occurrence Download

description: A dataset containing 16096 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Alligator Cuvier, 1807",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 16096 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004244-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9n2gh8
title: Occurrence Download

description: A dataset containing 5032036 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is 2006"
 ]
}

 The dataset includes 5032036 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043979-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drlrqn
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((70.89766 11.06497,138.10234 11.06497,138.10234 37.93503,70.89766 37.93503,70.89766 11.06497))",
 "HasCoordinate is true",
 "TaxonKey is Capricornis milneedwardsii David, 1869",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005263-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzxrk4
title: Occurrence Download

description: A dataset containing 12544 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron karvinskianus DC.",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 12544 records from 288 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036156-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e29sjs
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceropegia stapeliiformis Haw."
 ]
}

 The dataset includes 109 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0339012-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzkcn3
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eremurus anisopterus (Kar. & Kir.) Regel"
 ]
}

 The dataset includes 20 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081683-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5qubvj
title: Occurrence Download

description: A dataset containing 818 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Coordinate reprojected"
 ]
 },
 {
 "or" : [
 "InstitutionCode is cas",
 "InstitutionCode is ism",
 "InstitutionCode is lacm",
 "InstitutionCode is mvz",
 "InstitutionCode is cibnor",
 "InstitutionCode is ku",
 "InstitutionCode is msu"
 ]
 },
 "TaxonKey is Dipodomys merriami atronasus Merriam, 1894"
 ]
}

 The dataset includes 818 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018387-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2t9sm2
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trimeresurus vogeli David, Vidal & Pauwels, 2001"
 ]
}

 The dataset includes 102 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015947-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chxmvm
title: Occurrence Download

description: A dataset containing 4054 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "TaxonKey is Agraulis vanillae (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4054 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015961-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eydqrj
title: Occurrence Download

description: A dataset containing 185466 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Limosa limosa (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 185466 records from 242 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004092-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhxobd
title: Occurrence Download

description: A dataset containing 543000 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Aarhus University Palm Transect Database"
 ]
}

 The dataset includes 543000 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004247-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.