cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.f35zqz
title: Occurrence Download

description: A dataset containing 1425 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.5_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus monticola"
 ]
}

 The dataset includes 1425 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023664-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkee7f
title: Occurrence Download

description: A dataset containing 51020 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Emberiza melanocephala)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 "Geometry POLYGON ((-180 -89.99893, 180 -89.99893, 180 83.59961, -180 83.59961, -180 -89.99893))"
 ]
}

 The dataset includes 51020 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023636-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hgay3h
title: Occurrence Download

description: A dataset containing 419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphagnum russowii",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 419 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023665-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18030900
title: बेटमा Betma (Madhya Pradesh). Bhētmā Copper Plate Inscription of Bhojadeva

description: बेटमा Betma (Madhya Pradesh). Bhētmā Copper Plate Inscription of Bhojadeva
description: Getty TGN ID: 7547408 BetmaGetty ATT ID: 300027253 Land grantCoordinates: 22.6872629 75.6142115
DOI: 10.5281/zenodo.18030899
title: बेटमा Betma (Madhya Pradesh). Bhētmā Copper Plate Inscription of Bhojadeva

description: बेटमा Betma (Madhya Pradesh). Bhētmā Copper Plate Inscription of Bhojadeva
description: Getty TGN ID: 7547408 BetmaGetty ATT ID: 300027253 Land grantCoordinates: 22.6872629 75.6142115
DOI: 10.15468/dl.w99gnu
title: Occurrence Download

description: A dataset containing 1103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.5_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus albicaulis"
 ]
}

 The dataset includes 1103 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023666-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18666843
title: Data for article: Rapid and repeated evolution of myosin copy number in threespine stickleback

description: Copy number variants at genomic loci evolve at a high rate, are linked to many different diseases, and play a role in adaptive evolution in humans and other organisms. Here we show that stickleback fish from freshwater environments have rapidly and repeatedly evolved an expanded number of copies of a gene family involved in muscle development, Myosin Heavy Chain 3 Cluster C (MYH3C), compared to marine populations. Differences in copy number between marine and freshwater fish are maintained even in the presence of gene flow, suggesting that MYH3C changes represent adaptive divergence between ecotypes. Copy number expansion occurs by tandem duplication of MYH3C coding and regulatory regions on the stickleback sex chromosome. We identify a muscle regulatory enhancer within the expanded MYH3C region and show that elevated copy number is associated with developmental and tissue-specific increases in corresponding mRNA expression levels in skeletal muscle. Common MYH3C clusters include 3-, 4-, 5-, and 6-copy variants that likely evolved through a combination of microhomology-mediated break repair and non-allelic homologous recombination. Our results provide a new example of copy number changes in a wild species and identify CNVs as potential “hotspots” of repeated adaptive evolution.
DOI: 10.5281/zenodo.18666842
title: Data for article: Rapid and repeated evolution of myosin copy number in threespine stickleback

description: Copy number variants at genomic loci evolve at a high rate, are linked to many different diseases, and play a role in adaptive evolution in humans and other organisms. Here we show that stickleback fish from freshwater environments have rapidly and repeatedly evolved an expanded number of copies of a gene family involved in muscle development, Myosin Heavy Chain 3 Cluster C (MYH3C), compared to marine populations. Differences in copy number between marine and freshwater fish are maintained even in the presence of gene flow, suggesting that MYH3C changes represent adaptive divergence between ecotypes. Copy number expansion occurs by tandem duplication of MYH3C coding and regulatory regions on the stickleback sex chromosome. We identify a muscle regulatory enhancer within the expanded MYH3C region and show that elevated copy number is associated with developmental and tissue-specific increases in corresponding mRNA expression levels in skeletal muscle. Common MYH3C clusters include 3-, 4-, 5-, and 6-copy variants that likely evolved through a combination of microhomology-mediated break repair and non-allelic homologous recombination. Our results provide a new example of copy number changes in a wild species and identify CNVs as potential “hotspots” of repeated adaptive evolution.
DOI: 10.15468/dl.vb22ap
title: Occurrence Download

description: A dataset containing 850 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.5_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus flexilis"
 ]
}

 The dataset includes 850 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023667-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdpkgg
title: Occurrence Download

description: A dataset containing 52955 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Epiphyas postvittana"
 ]
}

 The dataset includes 52955 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023640-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdc8rc
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Horaninovia minor"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023668-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h75pzp
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphagnum fimbriatum",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 83 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023670-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jspks6
title: Occurrence Download

description: A dataset containing 5097 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.5_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Sequoiadendron giganteum"
 ]
}

 The dataset includes 5097 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023671-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nremnj
title: Occurrence Download

description: A dataset containing 58209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (Danish benthic marine monitoring data from ODAM, NEON Biorepository Benthic Macroinvertebrate Collection (Taxonomy Subsample), Finnish Baltic Sea benthic monitoring, POHJE database, Zoobenthos database (POHJE), NEON Biorepository Benthic Macroinvertebrate Collection (Fluid Preserved Chironomids), Dutch Foundation for Applied Water Research (STOWA) - Limnodata Neerlandica)",
 "OccurrenceStatus is Present",
 "TaxonKey is Chironomus"
 ]
}

 The dataset includes 58209 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023662-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n6gjfd
title: Occurrence Download

description: A dataset containing 286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphagnum subsecundum",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 286 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023673-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2zmzhq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Horaninovia platyptera"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023674-260208012135463/datasets/export for details.
DOI: 10.5281/zenodo.17663120
title: Data for publication: Design of tuneable, biocompatible anionic materials by L-norvaline amino acid post-polymerisation modification of pentafluorophenyl acrylate copolymers

description: Original and primary data for the publication "Design of tuneable, biocompatible anionic materials by amino acid post-polymerisation modification of pentafluorophenyl acrylate copolymers"
DOI: 10.5281/zenodo.17663119
title: Data for publication: Design of tuneable, biocompatible anionic materials by L-norvaline amino acid post-polymerisation modification of pentafluorophenyl acrylate copolymers

description: Original and primary data for the publication "Design of tuneable, biocompatible anionic materials by L-norvaline amino acid post-polymerisation modification of pentafluorophenyl acrylate copolymers"
DOI: 10.5281/zenodo.18666956
title: Full Blood Count Dataset from Sri Lankan Healthcare Institutions (222,042 records)

description: Full Blood Count Dataset from Sri Lankan Healthcare Institutions

This dataset contains 222,042 anonymized Full Blood Count (FBC) laboratory result records from four healthcare institutions in Sri Lanka, spanning April 2014 to August 2023.

Background

Data were extracted from institutional database instances of an open-source Hospital Management Information System (github.com/hmislk/hmis) that has been in continuous production use across more than 40 healthcare institutions in Sri Lanka since 2004. Patient data were captured routinely during clinical care, governed by institutional Privacy Notices displayed prominently in the participating healthcare facilities. Patients retained the right to opt out of data storage and usage at any time. This study was approved by the Ethics Review Committee of the Postgraduate Institute of Medicine, University of Colombo, Sri Lanka (ERC/PGIM/2023/135).

Parameters

The dataset includes 13 standardized haematological parameters:

 





Red cell parameters (all 4 institutions): Haemoglobin (HB), Red Blood Cell Count (RBC), Packed Cell Volume (PCV), Mean Corpuscular Volume (MCV), Mean Corpuscular Haemoglobin (MCH), Mean Corpuscular Haemoglobin Concentration (MCHC)




White cell and platelet parameters (1 institution): White Blood Cell Count (WBC), Platelet Count (PLT), Neutrophils (NEU), Lymphocytes (LYM), Monocytes (MON), Eosinophils (EOS), Basophils (BAS)



Demographics

Each record includes patient sex (57.0% female, 42.9% male), age at test (available for 99.8% of records), and year of birth. The age distribution covers paediatric through geriatric populations (0–17 years: 21.0%, 18–39: 34.4%, 40–59: 24.0%, 60–79: 17.9%, 80+: 2.5%).

Anonymization

All direct patient identifiers (names, identity numbers, addresses, contact details) were excluded. Date of birth was reduced to year only. Institution names were replaced with anonymous labels (Institution_A through Institution_D). Internal report identifiers were removed.

File





fbc_dataset_public.csv — 222,042 rows, 7 columns (institution, sex, age_at_test, birth_year, bill_date, parameter, value)



Important Notes





Platelet values from Institution_A are recorded as raw counts (e.g., 258,000). Divide by 1,000 to convert to the conventional x10⁹/L unit.




A small number of physiologically implausible values exist (<1% for any parameter). Users should apply appropriate range filters.




25 records have negative calculated ages due to erroneous source data entries.



Potential Uses





Establishing population-specific FBC reference intervals for Sri Lanka




Age- and sex-stratified analysis of haematological parameters




Temporal trend analysis across nearly a decade of clinical data




Inter-institutional variation studies




Benchmarking and methodology development for HMIS-derived research datasets



Keywords

full blood count, haematology, Sri Lanka, reference intervals, open data, hospital information system, CBC, FBC, South Asia, electronic health records
DOI: 10.5281/zenodo.18666957
title: Full Blood Count Dataset from Sri Lankan Healthcare Institutions (222,042 records)

description: Full Blood Count Dataset from Sri Lankan Healthcare Institutions

This dataset contains 222,042 anonymized Full Blood Count (FBC) laboratory result records from four healthcare institutions in Sri Lanka, spanning April 2014 to August 2023.

Background

Data were extracted from institutional database instances of an open-source Hospital Management Information System (github.com/hmislk/hmis) that has been in continuous production use across more than 40 healthcare institutions in Sri Lanka since 2004. Patient data were captured routinely during clinical care, governed by institutional Privacy Notices displayed prominently in the participating healthcare facilities. Patients retained the right to opt out of data storage and usage at any time. This study was approved by the Ethics Review Committee of the Postgraduate Institute of Medicine, University of Colombo, Sri Lanka (ERC/PGIM/2023/135).

Parameters

The dataset includes 13 standardized haematological parameters:

 





Red cell parameters (all 4 institutions): Haemoglobin (HB), Red Blood Cell Count (RBC), Packed Cell Volume (PCV), Mean Corpuscular Volume (MCV), Mean Corpuscular Haemoglobin (MCH), Mean Corpuscular Haemoglobin Concentration (MCHC)




White cell and platelet parameters (1 institution): White Blood Cell Count (WBC), Platelet Count (PLT), Neutrophils (NEU), Lymphocytes (LYM), Monocytes (MON), Eosinophils (EOS), Basophils (BAS)



Demographics

Each record includes patient sex (57.0% female, 42.9% male), age at test (available for 99.8% of records), and year of birth. The age distribution covers paediatric through geriatric populations (0–17 years: 21.0%, 18–39: 34.4%, 40–59: 24.0%, 60–79: 17.9%, 80+: 2.5%).

Anonymization

All direct patient identifiers (names, identity numbers, addresses, contact details) were excluded. Date of birth was reduced to year only. Institution names were replaced with anonymous labels (Institution_A through Institution_D). Internal report identifiers were removed.

File





fbc_dataset_public.csv — 222,042 rows, 7 columns (institution, sex, age_at_test, birth_year, bill_date, parameter, value)



Important Notes





Platelet values from Institution_A are recorded as raw counts (e.g., 258,000). Divide by 1,000 to convert to the conventional x10⁹/L unit.




A small number of physiologically implausible values exist (<1% for any parameter). Users should apply appropriate range filters.




25 records have negative calculated ages due to erroneous source data entries.



Potential Uses





Establishing population-specific FBC reference intervals for Sri Lanka




Age- and sex-stratified analysis of haematological parameters




Temporal trend analysis across nearly a decade of clinical data




Inter-institutional variation studies




Benchmarking and methodology development for HMIS-derived research datasets



Keywords

full blood count, haematology, Sri Lanka, reference intervals, open data, hospital information system, CBC, FBC, South Asia, electronic health records
DOI: 10.15468/dl.uh48np
title: Occurrence Download

description: A dataset containing 213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphagnum majus",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 213 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023675-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18667157
title: The Effect of Breastfeeding Counselling with Smartphone App on Breastfeeding Self-Efficacy, Breastfeeding Duration and Problems
title: Smartphone-Based Breastfeeding Counselling and Outcomes
DOI: 10.5281/zenodo.18667158
title: The Effect of Breastfeeding Counselling with Smartphone App on Breastfeeding Self-Efficacy, Breastfeeding Duration and Problems
title: Smartphone-Based Breastfeeding Counselling and Outcomes
DOI: 10.15468/dl.nb3vfh
title: Occurrence Download

description: A dataset containing 598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphagnum rubellum",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 598 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023677-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sa354z
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Horaninovia pungens"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023676-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14864397
title: Google Stock Data (2004–2025)
DOI: 10.15468/u8xhjz
title: Hunterian pinned British Culicidae specimens 1899-2023

description: Dried pinned mosquitoes in the British Collection at the Hunterian. There are Scottish, Irish and English specimens collected between 1899 and 2023.
DOI: 10.5281/zenodo.18667198
title: Ipseity Daily Data

description: At what rate do individuals say they are X?

Begining on 2025-07-08, I surveyed a small random sample of American adults on a daily cadence.  They responded to many items of the form: Does <signifier> describe you today?

The file ipseity-daily-aggregated.csv in this repository contains the aggregated results through 2025-07-28.  The columns are as follows:



signifier - a word, phrase or emoji

yes_count - the number of respondents who answered yes (aggregated all-time).

no_count - the number of respondents who answered no (aggregated all-time).

prevalence_per_10k - an estimate of the prevalence per 10,000.  If we were to survey 10,000 American adults, how many would we expect to respond yes to this signifier?  The number is calculated as yes_count / (yes_count + no_count) * 10,000.

earliest_obs_date - this date represents the first time this particular signifier was ever displayed to a respondent.  Signifiers are chosen with stochasticity from a long list; new signifiers are sometimes added, old signifiers are sometimes deleted, and a signifier may be moved higher or lower in priority for sampling.

latest_obs_date - the date closest to the present date on which signifier was most recently presented to a respondent.


Version created on 2026-02-17 — cumulative data.
DOI: 10.15468/dl.bbtke2
title: Occurrence Download

description: A dataset containing 843 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphagnum papillosum",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 843 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023678-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.