cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jvcs29
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "MediaType is Audio",
 "TaxonKey is Crocodylia"
 ]
}

 The dataset includes 45 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0233533-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v354cj
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Veronicastrum robustum (Diels) D.Y.Hong"
 ]
}

 The dataset includes 24 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030065-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7be3dc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is incertae sedis",
 "Year is greater than 2013",
 "Geometry MULTIPOLYGON (((12.661582 37.597361,12.661547 37.597371,12.661534 37.597341,12.660936 37.597653,12.659429 37.598091,12.658841 37.598079,12.657958 37.598818,12.657405 37.599131,12.657249 37.599776,12.656824 37.600343,12.656315 37.600693,12.656242 37.600835,12.656305 37.601017,12.657052 37.601716,12.654347 37.60285,12.656035 37.605296,12.653833 37.60626,12.6513 37.60765,12.649777 37.608592,12.648623 37.609289,12.647959 37.610284,12.647201 37.611349,12.646274 37.61205,12.644974 37.613068,12.643953 37.613876,12.642375 37.615105,12.640662 37.61633,12.639921 37.616856,12.638395 37.617905,12.636781 37.618845,12.635299 37.619895,12.633671 37.621267,12.633067 37.621759,12.632968 37.622045,12.633078 37.622839,12.63324 37.623454,12.632822 37.62377,12.631804 37.62447,12.631241 37.625106,12.630727 37.6256,12.630668 37.626031,12.630657 37.626391,12.630785 37.626645,12.631005 37.62683,12.631363 37.626981,12.631721 37.627096,12.632207 37.627466,12.632561 37.627725,12.633491 37.628424,12.633821 37.628682,12.634809 37.628862,12.635315 37.628995,12.635939 37.629143,12.636302 37.629073,12.636708 37.629081,12.637242 37.628984,12.63834 37.628614,12.637998 37.628211,12.637669 37.627759,12.637394 37.627068,12.638339 37.626343,12.637826 37.625724,12.637607 37.625331,12.637235 37.624909,12.637576 37.624697,12.637934 37.624591,12.638687 37.624408,12.640174 37.624114,12.640814 37.624138,12.641218 37.624208,12.642009 37.624259,12.64262 37.624111,12.643606 37.623978,12.644298 37.623857,12.645092 37.623698,12.645845 37.623604,12.646275 37.62343,12.646918 37.623075,12.647733 37.622624,12.64844 37.622301,12.648922 37.622119,12.6494 37.622104,12.650307 37.621444,12.65083 37.621048,12.651667 37.620442,12.652294 37.619994,12.652921 37.619546,12.653549 37.61907,12.65465 37.618212,12.654808 37.617937,12.6555 37.617448,12.655667 37.617251,12.655448 37.617166,12.65506 37.617108,12.6536 37.616513,12.654202 37.615305,12.654652 37.614473,12.654961 37.613694,12.654824 37.613589,12.654234 37.612209,12.65396 37.611899,12.654134 37.611749,12.654403 37.611441,12.65596 37.610709,12.657104 37.61022,12.657439 37.609948,12.65827 37.609049,12.65831 37.60901,12.658793 37.608522,12.659032 37.608087,12.65967 37.607516,12.660306 37.607035,12.659989 37.606697,12.659728 37.606377,12.659932 37.605121,12.65963 37.604647,12.658719 37.603562,12.660669 37.603264,12.661815 37.602819,12.662861 37.602623,12.663774 37.602389,12.664835 37.601726,12.664095 37.600812,12.66407 37.600802,12.662359 37.598437,12.661582 37.597361)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029857-230530130749713/datasets/export for details.
DOI: 10.15468/dl.bgpdm9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "DecimalLatitude is greater than or equal to 45.8359327441732",
 "DecimalLatitude is less than or equal to 45.8484890459036",
 "DecimalLongitude is greater than or equal to 86.0501974393435",
 "DecimalLongitude is less than or equal to 86.0681632993111",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0233537-230224095556074/datasets/export for details.
DOI: 10.15468/dl.tz2pbt
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gypsophila simulatrix Bornm. & Woronow"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235286-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zj6tr2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (CHN.24_1, CHN.1_1, CHN.15_1, CHN.31_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Phlegmariurus mingcheensis Ching, Phlegmariurus fordii (Baker) Ching, Phlegmariurus cryptomerinus (Maxim.) Satou)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030068-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nehah4
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gymnadenia archiducis-joannis (Teppner & E.Klein) Teppner & E.Klein"
 ]
}

 The dataset includes 18 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234467-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4sqxj2
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Grindelia aegialitis Cabrera"
 ]
}

 The dataset includes 48 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0233532-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qs7sb2
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Commidendrum spurium (G.Forst.) DC."
 ]
}

 The dataset includes 44 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235287-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9br5in
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year 1950-2019",
 "TaxonKey is Spilogale gracilis Merriam, 1890"
 ]
}

 The dataset includes 63 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030321-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tpjpqe
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mimulus tilingii var. caespitosus (Greene) A.L.Grant"
 ]
}

 The dataset's 1 records were derived from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000706-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0mlzj4
title: Occurrence Download

description: A dataset containing 10126809 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diptera"
 ]
}

 The dataset includes 10126809 records from 2004 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030321-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5525/gla.researchdata.1872
title: The impact of co-feeding carbon dioxide in Fischer-Tropsch-to-Olefin catalysis: an inelastic neutron scattering study
DOI: 10.26302/sshade/experiment_zed_20250228_01
title: NIR spectra of CH3OH:H2O mixtures at 35 and 60 K irradiated with H+ 30 keV

description: NIR spectra of CH3OH:H2O mixtures at 35 and 60 K irradiated with H+ 30 keV.
DOI: 10.15468/dl.w5ftzz
title: Occurrence Download

description: A dataset listing the 4 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Papilio machaon Linnaeus, 1758"
 ]
}

 The dataset's 4 records were derived from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014669-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15044001
title: Aerosol optical thickness - DOORS 3 cruise, June 2024

description: The  datasest aerosol optical depth measurements collected during  R/V Mare Nigrum cruise carried out in Romanian Black Sea waters, 1-20 June, 2024 in the framework H2020 DOORS Project.  Twenty four  (24) measurement series spanning 12 days were acquired during the cruise. Aerosol optical depth measurements were performed at stations and between stations during clear sky conditions. Measurements were carried out with hand held Microtops II sun-photometers equipped with five spectral channels within the spectral range 440–936nm.
DOI: 10.5281/zenodo.15044002
title: Aerosol optical thickness - DOORS 3 cruise, June 2024

description: The  datasest aerosol optical depth measurements collected during  R/V Mare Nigrum cruise carried out in Romanian Black Sea waters, 1-20 June, 2024 in the framework H2020 DOORS Project.  Twenty four  (24) measurement series spanning 12 days were acquired during the cruise. Aerosol optical depth measurements were performed at stations and between stations during clear sky conditions. Measurements were carried out with hand held Microtops II sun-photometers equipped with five spectral channels within the spectral range 440–936nm.
DOI: 10.5281/zenodo.15044384
title: Ethnicity coding

description: This Zenodo entry details the methodology for extracting and reconciling ethnicity data from the Clinical Practice Research Datalink (CPRD), incorporating both General Practitioner (GP) and Hospital Episode Statistics (HES) sources. The approach aims to resolve discrepancies between these sources and provide a standardized single ethnicity value per patient, categorized into 6 and 12 levels according to NHS coding guidelines.

Materials and Methods:

Ethnicity data from the CPRD are recorded in multiple formats. This study harmonizes these data to achieve consistent ethnicity classification across patient records, following a hierarchal reconciliation protocol prioritizing hospital data over GP records.

Ethnicity Levels: Ethnicity data are processed to conform to two levels of granularity:



Six high-level categories: White, Black, Asian, Mixed, Other, Unknown

Twelve detailed categories: Bangladeshi, Black African, Black Caribbean, Black Other, Chinese, Indian, Mixed, Other Asian, Other, Pakistani, Unknown, White


Source Data Mapping:



CPRD Medcodes: Directly mapped to 490 SNOMED codes

SNOMED to NHS Codes: SNOMED codes are linked to 26 NHS ethnicity codes

NHS to HES Codes: These NHS codes further map into 12 HES hospital ethnicities, which then consolidate into the 6 broad categories mentioned above


Algorithm (AIM-CISC):



Hospital Data Priority: Ethnicity records from hospital sources override those from GP records unless the hospital data is classified as "Unknown", null, or empty.

Conflict Resolution Within GP Data:



The frequency of recorded ethnicities determines the selection. The most frequently recorded ethnicity prevails.

If frequencies are tied, the most recent record is used.

In cases where records are equally recent, the first alphabetically listed ethnicity is selected.




Unique Patient Identifiers: Each patient is represented once in hospital data, ensuring a single source of truth for hospital-based ethnicities. This simplifies reconciliation with GP data when discrepancies arise.

Source Documentation and References:



Reference for Code Lists: Digital ethnicity data in population-wide electronic health records in England: a description of completeness, coverage, and granularity of diversity (Pineda-Moncusí et al., 2022): https://doi.org/10.1101/2022.11.11.22282217

GitHub Repository for Code Lists: https://github.com/BHFDSC/CCU037_01/blob/main/england/phenotypes/snomed_meaning_and_map_to_primary_code.csv

NHS Ethnicity Codes Documentation: https://www.datadictionary.nhs.uk/attributes/ethnic_category_code_2001.html open_in_new


Notes on mapping:

Instances were noted where multiple Medcodes map back to a single SNOMED code, highlighting the importance of careful data cross-referencing. For example, two different Medcodes represent the New Zealand European ethnicity, which both map back to the identical SNOMED code.
DOI: 10.5281/zenodo.15044385
title: Ethnicity coding

description: This Zenodo entry details the methodology for extracting and reconciling ethnicity data from the Clinical Practice Research Datalink (CPRD), incorporating both General Practitioner (GP) and Hospital Episode Statistics (HES) sources. The approach aims to resolve discrepancies between these sources and provide a standardized single ethnicity value per patient, categorized into 6 and 12 levels according to NHS coding guidelines.

Materials and Methods:

Ethnicity data from the CPRD are recorded in multiple formats. This study harmonizes these data to achieve consistent ethnicity classification across patient records, following a hierarchal reconciliation protocol prioritizing hospital data over GP records.

Ethnicity Levels: Ethnicity data are processed to conform to two levels of granularity:



Six high-level categories: White, Black, Asian, Mixed, Other, Unknown

Twelve detailed categories: Bangladeshi, Black African, Black Caribbean, Black Other, Chinese, Indian, Mixed, Other Asian, Other, Pakistani, Unknown, White


Source Data Mapping:



CPRD Medcodes: Directly mapped to 490 SNOMED codes

SNOMED to NHS Codes: SNOMED codes are linked to 26 NHS ethnicity codes

NHS to HES Codes: These NHS codes further map into 12 HES hospital ethnicities, which then consolidate into the 6 broad categories mentioned above


Algorithm (AIM-CISC):



Hospital Data Priority: Ethnicity records from hospital sources override those from GP records unless the hospital data is classified as "Unknown", null, or empty.

Conflict Resolution Within GP Data:



The frequency of recorded ethnicities determines the selection. The most frequently recorded ethnicity prevails.

If frequencies are tied, the most recent record is used.

In cases where records are equally recent, the first alphabetically listed ethnicity is selected.




Unique Patient Identifiers: Each patient is represented once in hospital data, ensuring a single source of truth for hospital-based ethnicities. This simplifies reconciliation with GP data when discrepancies arise.

Source Documentation and References:



Reference for Code Lists: Digital ethnicity data in population-wide electronic health records in England: a description of completeness, coverage, and granularity of diversity (Pineda-Moncusí et al., 2022): https://doi.org/10.1101/2022.11.11.22282217

GitHub Repository for Code Lists: https://github.com/BHFDSC/CCU037_01/blob/main/england/phenotypes/snomed_meaning_and_map_to_primary_code.csv

NHS Ethnicity Codes Documentation: https://www.datadictionary.nhs.uk/attributes/ethnic_category_code_2001.html open_in_new


Notes on mapping:

Instances were noted where multiple Medcodes map back to a single SNOMED code, highlighting the importance of careful data cross-referencing. For example, two different Medcodes represent the New Zealand European ethnicity, which both map back to the identical SNOMED code.
DOI: 10.26302/sshade/experiment_hb_20220422_001
title: Cd K edge XAS fluorescence of The effect of cacao fermentation on the speciation of Cd in cacao bean tissues: the role of phytate
DOI: 10.15468/dl.bmy3pq
title: Occurrence Download

description: A dataset listing the 31 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Occurrences of protected species of insects in Italy"
 ]
}

 The dataset's 31 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014670-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cruxmn
title: Occurrence Download

description: A dataset containing 733682 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Margaroperdix madagarensis (Scopoli, 1786), Psilopogon lineatus (Vieillot, 1816), Nesoenas picturatus (Temminck, 1813), Sporophila angolensis (Linnaeus, 1766), Lonchura oryzivora (Linnaeus, 1758), Sinosuthora alphonsiana (J.Verreaux, 1870), Sinosuthora webbiana (Gould, 1852), Leucocarbo bougainvillii (Lesson, 1837), Crithagra dorsostriata Reichenow, 1887, Crithagra flaviventris (J.F.Gmelin, 1789), Crithagra mozambica (P.L.Statius Müller, 1776), Stachyridopsis ruficeps (Blyth, 1847))"
 ]
}

 The dataset includes 733682 records from 430 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014661-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28612937
title: Anxiety and Depression among Vietnam's Transgender Individuals.sav

description: This is a dataset on anxiety and depression among the transgender community in Vietnam. The study employed a convenience sampling method to recruit participants. A total of 372 survey responses were collected, of which 347 were valid, representing transgender and gender-diverse individuals residing in Vietnam (47% were assigned male at birth; ages 16-44, M = 23.87, SD = 4.97). The dataset includes 12 variables, consisting of demographic variables and independent variables such as experiences of daily discrimination, internalized stigma, and transgender resilience. The dependent variables include depression and anxiety.
DOI: 10.15468/dl.4nzzae
title: Occurrence Download

description: A dataset containing 2082877 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Spilopelia chinensis (Scopoli, 1786)"
 ]
}

 The dataset includes 2082877 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014663-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/zhvk-h024
title: Detection scheme

description: The data set contains the specific results of the analysis of the data given by the cooperative hospital in this paper, showing the specific combination of 7 markers and 19 marker combinations, as well as the specific results of binary logistic regression analysis and ROC analysis using SPSS statistical data analysis software.
DOI: 10.15468/dl.88fryu
title: Occurrence Download

description: A dataset containing 113482 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chelonia mydas (Linnaeus, 1758)",
 "HasCoordinate is true",
 "DecimalLatitude is greater than -90",
 "DecimalLongitude is greater than -180",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 113482 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014664-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27964989
title: Plosone 论文《东北某小流域黑土层厚度预测及土壤侵蚀风险评估

description: 东北某小流域黑土层厚度预测及土壤侵蚀风险评估
DOI: 10.18167/dvn1/e0bp5i
title: Land Use Maps of Murewha District (Zimbabwe): Temporal Analysis from 2002 to 2023 Using Landsat Data

description: This dataset comprises a series of five land use and land cover (LULC) maps of western Murewha District, Zimbabwe, spanning the years 2002, 2007, 2013, 2018, and 2023. The overall accuracy scores for these maps are 0.93, 0.91, 0.90, 0.90, and 0.90, respectively. These maps were generated using open-access Landsat satellite imagery (30m resolution) from Landsat 5, 7, and 8, enabling consistent spatial resolution and temporal coverage. Each map integrates two images from the crop/wet and dry seasons, ensuring comprehensive seasonal representation. Key radiometric indices (NDVI, RVI, NDWI2, BI2) and a 30m resolution DEM were applied for enhanced classification accuracy. The algorythm used for the classification is a pixel random forest using Python 3.7.4 and the library sklearn. The study focuses on wards within Chitopi and Mushaninga sub-districts.
DOI: 10.20351/29he20250223
title: SACO-SO-2025 Cruise, RV Hespérides 

description: SACO-SO-2025 Cruise (29HE20250223) carried out on the Research Vessel Hespérides in 2025.
DOI: 10.15468/dl.cy3fyb
title: Occurrence Download

description: A dataset containing 20253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calathus fuscipes (Goeze, 1777)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20253 records from 345 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014673-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kj7vus
title: Occurrence Download

description: A dataset containing 1704 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidochelys kempii Garman, 1880",
 "HasCoordinate is true",
 "DecimalLatitude is greater than -90",
 "DecimalLongitude is greater than -180",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1704 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014675-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3ce2x
title: Occurrence Download

description: A dataset containing 7839 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eretmochelys imbricata (Linnaeus, 1766)",
 "HasCoordinate is true",
 "DecimalLatitude is greater than -90",
 "DecimalLongitude is greater than -180",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 7839 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014677-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.