cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.9u6zv5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spathoglottis plicata",
 "Country is Marshall Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020738-250914085247600/datasets/export for details.
DOI: 10.15468/dl.xxmp24
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spathoglottis plicata",
 "Country is Saint Vincent and the Grenadines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020741-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnycys
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spathoglottis plicata",
 "Country is Nauru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020740-250914085247600/datasets/export for details.
DOI: 10.15468/dl.xc3t2b
title: Occurrence Download

description: A dataset containing 13915 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Thomomys [GBIF Backbone Taxonomy])",
 "InstitutionCode is one of (MVZ)",
 "StateProvince is one of (California)"
 ]
 }
 ]
}

 The dataset includes 13915 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020742-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ey2cpu
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spathoglottis plicata",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 32 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020743-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tpdwh6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spathoglottis plicata",
 "Country is Saint Kitts and Nevis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020744-250914085247600/datasets/export for details.
DOI: 10.15468/dl.u3ns87
title: Occurrence Download

description: A dataset containing 20525 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is Geodetic datum assumed WGS84",
 "OccurrenceStatus is Present",
 "TaxonKey is Noctiluca scintillans",
 "Year 2000-2025"
 ]
}

 The dataset includes 20525 records from 160 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020745-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q93ac6
title: Occurrence Download

description: A dataset containing 1845 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Heliconius erato"
 ]
}

 The dataset includes 1845 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020747-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17151647
title: Trends, Risk Clusters, and Future Projections of the Global Burden of Tracheal, Bronchus, and Lung Cancer among Women, 1990–2021, with Forecasts to 2036

description: ScopeThis dataset contains processed analysis-ready tables and supplementary materials to reproduce the figures/tables in the manuscript “Trends, Risk Clusters, and Future Projections of the Global Burden of Tracheal, Bronchus, and Lung Cancer among Women, 1990–2021, with Forecasts to 2036”. The study focuses on tracheal, bronchus, and lung (TBL) cancer in females using GBD 2021 estimates (temporal coverage 1990–2021).

Data source (GBD 2021)Raw estimates were obtained from the GBD Results Tool (GHDx). We do not redistribute raw GBD files. Instead, we provide saved query links/parameters so users can re-download from IHME.





Incidence/Mortality/DALYs (Age = Age-standardized; Sex = Female; Locations = All; Years = 1990–2021)




SDI and population series as specified in the manuscript



Contents (main files)





processed/1990-2021_female_TBL.csv (age-standardized rates and numbers; key columns listed below)




processed/Patterns.csv (k-means clustering for mortality patterns, K=5)




processed/Global+SDI.csv (global + SDI groups, analysis subset)




joinpoint/* (Joinpoint input tables and exported APC/EAPC results; deaths/incidence/DALYs)




code/ (R scripts for maps, clustering, correlations, forecasts, and Joinpoint table builders)




readme/data_readme.md (how to re-download from GBD Results Tool + variable dictionary)



Processing/analysis pipeline (reproducible summary)





Download GBD 2021 Incidence, Mortality, and DALYs (Metric = Rate; Age = Age-standardized; Sex = Female; all locations; 1990–2021).




Harmonize and merge; standardize column names/encodings.




Compute EAPC and segment-specific APC from Joinpoint results.




Risk-attribution pattern clustering of time series (K=5).




Forecast to 2036 (BAPC with RW2 prior for main projections; auto-ARIMA for sparse strata) with hindcast validation (MAPE/SMAPE).




Export figures/tables.



Key variableslocation_id, location_name, year, age_name, sex_name, measure_name, metric_name, val, lower, upper, ASIR, ASMR, ASDR, EAPC, APC_segment, cluster, forecast_mean, forecast_lower, forecast_upper, SDI.

ReproducibilityAll scripts required to regenerate figures/tables are included in code/. Derived tables in processed/ allow “one-command” reproduction of the manuscript results. Raw GBD inputs are not redistributed; users can re-download using the provided query links/parameters.

LicensingData: CC BY 4.0. Code: MIT (or BSD-3-Clause) — see LICENSE and DATA_LICENSE.ContactCorresponding author:Shi-pan Chen (chensp817@163.com); Ying-Zhi Chong (Yingzhichong@sdsmu.edu.cn)
DOI: 10.5281/zenodo.17151648
title: Trends, Risk Clusters, and Future Projections of the Global Burden of Tracheal, Bronchus, and Lung Cancer among Women, 1990–2021, with Forecasts to 2036

description: ScopeThis dataset contains processed analysis-ready tables and supplementary materials to reproduce the figures/tables in the manuscript “Trends, Risk Clusters, and Future Projections of the Global Burden of Tracheal, Bronchus, and Lung Cancer among Women, 1990–2021, with Forecasts to 2036”. The study focuses on tracheal, bronchus, and lung (TBL) cancer in females using GBD 2021 estimates (temporal coverage 1990–2021).

Data source (GBD 2021)Raw estimates were obtained from the GBD Results Tool (GHDx). We do not redistribute raw GBD files. Instead, we provide saved query links/parameters so users can re-download from IHME.





Incidence/Mortality/DALYs (Age = Age-standardized; Sex = Female; Locations = All; Years = 1990–2021)




SDI and population series as specified in the manuscript



Contents (main files)





processed/1990-2021_female_TBL.csv (age-standardized rates and numbers; key columns listed below)




processed/Patterns.csv (k-means clustering for mortality patterns, K=5)




processed/Global+SDI.csv (global + SDI groups, analysis subset)




joinpoint/* (Joinpoint input tables and exported APC/EAPC results; deaths/incidence/DALYs)




code/ (R scripts for maps, clustering, correlations, forecasts, and Joinpoint table builders)




readme/data_readme.md (how to re-download from GBD Results Tool + variable dictionary)



Processing/analysis pipeline (reproducible summary)





Download GBD 2021 Incidence, Mortality, and DALYs (Metric = Rate; Age = Age-standardized; Sex = Female; all locations; 1990–2021).




Harmonize and merge; standardize column names/encodings.




Compute EAPC and segment-specific APC from Joinpoint results.




Risk-attribution pattern clustering of time series (K=5).




Forecast to 2036 (BAPC with RW2 prior for main projections; auto-ARIMA for sparse strata) with hindcast validation (MAPE/SMAPE).




Export figures/tables.



Key variableslocation_id, location_name, year, age_name, sex_name, measure_name, metric_name, val, lower, upper, ASIR, ASMR, ASDR, EAPC, APC_segment, cluster, forecast_mean, forecast_lower, forecast_upper, SDI.

ReproducibilityAll scripts required to regenerate figures/tables are included in code/. Derived tables in processed/ allow “one-command” reproduction of the manuscript results. Raw GBD inputs are not redistributed; users can re-download using the provided query links/parameters.

LicensingData: CC BY 4.0. Code: MIT (or BSD-3-Clause) — see LICENSE and DATA_LICENSE.ContactCorresponding author:Shi-pan Chen (chensp817@163.com); Ying-Zhi Chong (Yingzhichong@sdsmu.edu.cn)
DOI: 10.15468/dl.7sfg4w
title: Occurrence Download

description: A dataset containing 7539 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Thomomys [GBIF Backbone Taxonomy])",
 "InstitutionCode is one of (USNM, MSB, KU, SDNHM, UMNH, LACM, UCLA, CAS, AMNH, CSUC, CSULB)",
 "StateProvince is one of (California)",
 "Country is one of (United States of America)"
 ]
 }
 ]
}

 The dataset includes 7539 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020746-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zh7v5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dichanthium annulatum",
 "Country is Barbados",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020748-250914085247600/datasets/export for details.
DOI: 10.15468/dl.fm574y
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dichanthium annulatum",
 "Country is Comoros",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020749-250914085247600/datasets/export for details.
DOI: 10.15468/dl.g3j9wb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dichanthium annulatum",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020750-250914085247600/datasets/export for details.
DOI: 10.6084/m9.figshare.29223926.v5
title: The data that support the findings

description: Inspired by the superior lateral mechanical properties of the reed stem in nature, the microstructure of pores on the transverse and longitudinal interfaces of reed stem is studied for the first time. A new design method for the microscopic characteristics of reed is proposed. Based on the microscopic characteristics, a novel reed-inspired honeycomb with high lateral energy absorption performance is invented. Through simulation and experimental research methods, the lateral energy absorption performance of the reed-inspired honeycomb is studied, and the reason for its high lateral energy absorption performance is discussed. Finally, the potential application of the reed-inspired honeycomb in various fields of collision, explosion and impact is investigated.
DOI: 10.15468/dl.3g6sk4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dichanthium annulatum",
 "Country is Lao People’s Democratic Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020751-250914085247600/datasets/export for details.
DOI: 10.25574/29629
title: Chandra X-ray Observatory ObsId 29629

description: AO-26 Observations of the Perseus Cluster
DOI: 10.15468/dl.skxfcb
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dichanthium annulatum",
 "Country is Nicaragua",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020753-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/29934
title: Chandra X-ray Observatory ObsId 29934

description: Pink Mergers: Dwarf Galaxies with Extremely Luminous Quasars
DOI: 10.15468/dl.vfx4a2
title: Occurrence Download

description: A dataset containing 311 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dichanthium annulatum",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 311 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020752-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8fwvu
title: Occurrence Download

description: A dataset containing 170217 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-90.22517 20.47352,-89.94 20.22595,-89.29739 19.72016,-89.02111 19.50793,-88.35571 19.87869,-87.9438 20.34483,-87.5002 20.96745,-87.32065 21.4369,-87.46425 21.50121,-87.95227 21.62189,-88.43184 21.59582,-89.70677 21.31278,-90.41528 20.99633,-90.39312 20.73243,-90.22517 20.47352))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Calidris pusilla, Calidris minutilla, Calidris mauri, Calidris alba, Arenaria interpres, Charadrius semipalmatus, Limnodromus griseus, Tringa flavipes, Tringa melanoleuca, Sternula antillarum, Spatula discors, Spatula clypeata, Pandion haliaetus, Buteo platypterus, Falco peregrinus, Hirundo rustica, Riparia riparia, Petrochelidon pyrrhonota, Progne subis, Setophaga ruticilla, Setophaga magnolia, Setophaga virens, Setophaga americana, Setophaga petechia, Seiurus aurocapilla, Parkesia noveboracensis, Catharus ustulatus, Hylocichla mustelina, Catharus fuscescens, Wilsonia pusilla, Cardellina canadensis, Vireo olivaceus, Empidonax minimus, Contopus virens, Dumetella carolinensis, Icterus galbula, Icterus spurius, Passerina cyanea, Passerina ciris, Protonotaria citrea, Sphyrapicus varius, Setophaga palmarum, Calidris melanotos, Numenius phaeopus, Charadrius melodus)",
 "Year 2012-2025"
 ]
}

 The dataset includes 170217 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020713-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kkgbx9
title: Occurrence Download

description: A dataset containing 638956 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poa pratensis",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 638956 records from 2773 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020531-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.smbwkp
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Dicentra macrocapnos Prain"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007310-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9scda
title: Occurrence Download

description: A dataset listing the 108 species recorded in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 1adfeaf5-6180-4048-9073-e3d86ae9299f",
 "TaxonKey is Polypodiales"
 ]
}

 The dataset's 108 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024307-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6vqqg6
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sus scrofa Linnaeus, 1758",
 "Country is Argentina"
 ]
}

 The dataset includes 68 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007310-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7283sd
title: Occurrence Download

description: A dataset containing 157976 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Observations Regelink Ecology and Landscape"
 ]
}

 The dataset includes 157976 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024310-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9x57u8
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citharexylum fruticosum L.",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-129.46 -25.88,-129.46 39.71,-19.25 39.71,-19.25 -25.88,-129.46 -25.88))"
 ]
}

 The dataset includes 38 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007310-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kt58ym
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cedrelopsis gracilis J.-F.Leroy"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019428-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gf8xie
title: Occurrence Download

description: A dataset containing 1539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "TaxonKey is Crocodylus porosus Schneider, 1801",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1539 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007310-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knhrxh
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Poecilia obscura Schories, Meyer & Schartl, 2009)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1970",
 "Year is less than 2020"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016177-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jbbjyr
title: Occurrence Download

description: A dataset containing 550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Flora asociada a restauración pasiva y activa en el 2011 y 2012 en el Parque Nacional Natural Alto Fragua Indi Wasi"
 ]
}

 The dataset includes 550 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046975-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhqrla
title: Occurrence Download

description: A dataset containing 282 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Proteus anguinus Laurenti, 1768"
 ]
}

 The dataset includes 282 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007311-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhapxz
title: Occurrence Download

description: A dataset containing 853 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Exbucklandia R.W.Br."
 ]
}

 The dataset includes 853 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038133-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.njakkj
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera uncia (Schreber, 1775)"
 ]
}

 The dataset includes 47 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007311-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.he7b7a
title: Occurrence Download

description: A dataset containing 8257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((69.37031999999999 32.097476, 69.37031999999999 49.184106666666665, 35.32496433333334 49.184106666666665, 35.32496433333334 32.097476, 69.37031999999999 32.097476))",
 "EventDate is 2017-12-01,2017-12-31"
 ]
}

 The dataset includes 8257 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048853-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.