cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.wgct6q
title: Occurrence Download

description: A dataset containing 104 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.hascoordinate = TRUE
 AND occurrence.hasgeospatialissues = FALSE
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.taxonkey = 5217334 OR occurrence.acceptedtaxonkey = 5217334 OR occurrence.kingdomkey = 5217334 OR occurrence.phylumkey = 5217334 OR occurrence.classkey = 5217334 OR occurrence.orderkey = 5217334 OR occurrence.familykey = 5217334 OR occurrence.genuskey = 5217334 OR occurrence.specieskey = 5217334)
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 104 records were derived from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057255-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data429
title: IntOGen - Cancer Drivers Database (2014)

description: This database contains information on the genes identified as drivers in Rubio-Perez and Tamborero et al. (2015). It contains information on driver identification at mutational, CNA and gene fusion level. Additional ancillary information about the role and major clonality of drivers is also included. A table is also provided with the list of datasets used for mutational driver identification.
description: File contents/n-----------------/nTumor_cohort_details.tsv/nDatasets of somatic mutations employed in the analysis to detect drivers/nCNA_drivers_per_tumor_type.tsv/nList of 29 CNA cancer driver genes in TCGA cohort./nFusion_drivers_per_tumor_type.tsv/nList of 10 fusion driver genes in TCGA cohort./nMutational_drivers_per_tumor_type.tsv/nList of 459 mutation driver genes in full cohort./nMutational_drivers_project_detection.tsv/nList of 459 mutation driver genes detected by project./nMutational_drivers_signals.tsv/nList of genes with at least 1 signal of positive selection across the 6792 samples./nMutational_drivers_count_frequency.tsv/n List of 459 mutational drivers the count of mutated samples across all tumor types./nDrivers_type_role.tsv/nList of 475 drivers, driver type (mutational, CNA and/or fusion driver) and its role in cancer/nDrivers_cloncal_frequency.tsv/nList of 666 genes for which we were able to compute clonal frequency
DOI: 10.17632/t9mccpwxck
title: Interface cérebro-computador e Estimulação elétrica funcional

description: Neste repositório será encontrado os dados dos participantes da pesquisa intitulada "A INFLUÊNCIA DA INTERFACE CÉREBRO-COMPUTADOR ASSOCIADA À ESTIMULAÇÃO ELÉTRICA FUNCIONAL NA ATIVAÇÃO DE DOSIFLEXORES E CONSEQUENTE FUNCIONALIDADE".
DOI: 10.15468/dl.pa8k7r
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-96.64723 -8.75579,-60.35277 -8.75579,-60.35277 5.75579,-96.64723 5.75579,-96.64723 -8.75579))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pristimantis pinchaque Reyes-Puig, Reyes-Puig, Pérez-L. & Yánez-Muñoz, 2015"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057277-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4fm7s
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((-4.69079 52.11856,-4.68866 52.11725,-4.68806 52.11662,-4.68736 52.11518,-4.68768 52.11457,-4.68692 52.11277,-4.6861 52.11113,-4.68556 52.10925,-4.68627 52.10791,-4.6879 52.10694,-4.68888 52.10453,-4.68828 52.10336,-4.68572 52.10427,-4.68338 52.10433,-4.68131 52.10433,-4.67956 52.10343,-4.67651 52.10169,-4.67509 52.10058,-4.68131 52.09543,-4.68256 52.09613,-4.68501 52.097,-4.68518 52.09848,-4.68785 52.09904,-4.69019 52.10072,-4.6885 52.10192,-4.68741 52.10263,-4.68915 52.1034,-4.6915 52.10403,-4.69335 52.10614,-4.69782 52.10631,-4.70245 52.10624,-4.70245 52.10755,-4.70381 52.10798,-4.70479 52.10771,-4.71057 52.10825,-4.71155 52.10912,-4.71073 52.10945,-4.71177 52.11042,-4.7122 52.11123,-4.71449 52.11156,-4.71607 52.1117,-4.71684 52.11096,-4.71449 52.11002,-4.714 52.10962,-4.71324 52.10785,-4.7116 52.10651,-4.71079 52.10627,-4.70904 52.10547,-4.70577 52.10571,-4.70468 52.10417,-4.70294 52.10259,-4.70103 52.10296,-4.70005 52.10226,-4.69923 52.10169,-4.69738 52.10065,-4.6952 52.10169,-4.69504 52.09981,-4.69384 52.09935,-4.69242 52.09781,-4.68779 52.09683,-4.68676 52.0955,-4.68425 52.09553,-4.68272 52.09489,-4.6812 52.09503,-4.67499 52.10045,-4.67297 52.10099,-4.67351 52.10246,-4.6752 52.10283,-4.67597 52.1035,-4.67537 52.10413,-4.67422 52.10423,-4.6734 52.10504,-4.67253 52.10554,-4.67117 52.10581,-4.66997 52.10825,-4.6709 52.10935,-4.67068 52.11086,-4.67133 52.11143,-4.67362 52.1119,-4.67449 52.1116,-4.67575 52.1122,-4.67684 52.1135,-4.67738 52.11431,-4.67907 52.11478,-4.67956 52.11541,-4.68093 52.11588,-4.68234 52.11598,-4.6836 52.11608,-4.68545 52.11561,-4.68632 52.11718,-4.68599 52.11795,-4.68774 52.11842,-4.68899 52.11892,-4.69008 52.11906,-4.69079 52.11856)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi",
 "Year 2015-2025"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057275-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/t9mccpwxck.1
title: Interface cérebro-computador e Estimulação elétrica funcional

description: Neste repositório será encontrado os dados dos participantes da pesquisa intitulada "A INFLUÊNCIA DA INTERFACE CÉREBRO-COMPUTADOR ASSOCIADA À ESTIMULAÇÃO ELÉTRICA FUNCIONAL NA ATIVAÇÃO DE DOSIFLEXORES E CONSEQUENTE FUNCIONALIDADE".
DOI: 10.17632/cjsvj233ww
title: A cell-free translation system-powered toehold switch detection platform

description: Development of a toehold switch detection platform based on a modified cell-free translation system for specific differentiation of coronavirus infectious bronchitis virus genotypes and sensitive detection of phloem-limited bacterium Candidatus Liberibacter asiaticus
DOI: 10.17632/cjsvj233ww.1
title: A cell-free translation system-powered toehold switch detection platform

description: Development of a toehold switch detection platform based on a modified cell-free translation system for specific differentiation of coronavirus infectious bronchitis virus genotypes and sensitive detection of phloem-limited bacterium Candidatus Liberibacter asiaticus
DOI: 10.17632/m634kxh2xf
title: LINF_200014900

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/m634kxh2xf.1
title: LINF_200014900

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/ngg4hc63m4
title: LINF_200015000

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/ngg4hc63m4.1
title: LINF_200015000

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/dp7h6hsr76
title: LINF_200015300

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/dp7h6hsr76.1
title: LINF_200015300

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/9ybk883yzs
title: LINF_200015400

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/9ybk883yzs.1
title: LINF_200015400

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/2pxszz7fds
title: LINF_200016100

description: MORN repeat-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/2pxszz7fds.1
title: LINF_200016100

description: MORN repeat-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/n75826p25v
title: LINF_200016500

description: YIF1-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/n75826p25v.1
title: LINF_200016500

description: YIF1-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/tx8r42z5r5
title: LINF_200016700

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.15468/dl.rb225c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cocconeis engelbrechtii Cholnoky, 1955",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057278-250525065834625/datasets/export for details.
DOI: 10.17632/tx8r42z5r5.1
title: LINF_200016700

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.15139/s3/tcawlx
title: Internet Hubs Connectivity Evaluation

description: Contains interview and location guides for the internet hubs connectivity evaluation.
DOI: 10.17632/d6nhw957k5
title: LINF_200017500

description: Raptor-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/d6nhw957k5.1
title: LINF_200017500

description: Raptor-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.15468/dl.emjg9h
title: Occurrence Download

description: A dataset containing 526 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((-4.29443 51.56935,-4.29458 51.56898,-4.2916 51.56833,-4.28684 51.56925,-4.28521 51.57194,-4.28521 51.57591,-4.28551 51.57988,-4.28551 51.58358,-4.2864 51.58635,-4.2858 51.58977,-4.28878 51.59365,-4.28521 51.59587,-4.28313 51.59957,-4.28208 51.60326,-4.28357 51.60474,-4.28774 51.60659,-4.28491 51.60927,-4.27881 51.61028,-4.2739 51.61231,-4.27227 51.61508,-4.26944 51.61564,-4.26766 51.6185,-4.26528 51.61933,-4.26156 51.62044,-4.25784 51.61998,-4.25204 51.62016,-4.2513 51.62164,-4.24847 51.62081,-4.24832 51.61684,-4.24624 51.61499,-4.24148 51.61472,-4.2394 51.61592,-4.23999 51.61795,-4.23791 51.61841,-4.23568 51.62044,-4.21798 51.61767,-4.2153 51.6209,-4.21605 51.62552,-4.21337 51.62866,-4.22006 51.63254,-4.22185 51.63004,-4.2275 51.6318,-4.23271 51.63189,-4.23241 51.63401,-4.2336 51.63669,-4.23211 51.64001,-4.2281 51.64204,-4.23152 51.645,-4.23776 51.64546,-4.24074 51.64629,-4.24103 51.64924,-4.24624 51.64924,-4.2507 51.63955,-4.26007 51.62875,-4.26572 51.62506,-4.27152 51.62617,-4.27747 51.62275,-4.2861 51.61536,-4.28788 51.61555,-4.29116 51.61518,-4.29264 51.61582,-4.29488 51.61647,-4.29978 51.61527,-4.29978 51.61361,-4.30291 51.6137,-4.30573 51.61259,-4.3093 51.61065,-4.3154 51.61093,-4.31793 51.6088,-4.31243 51.60742,-4.30692 51.60779,-4.29785 51.59633,-4.29264 51.58635,-4.28982 51.57831,-4.29116 51.57046,-4.29443 51.56935)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi",
 "Year 2015-2025"
 ]
}

 The dataset includes 526 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057279-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/2yhwfb3sks
title: Dataset for Quantifying metabasalt- and metapelite-derived fluid fractions in Archean lode gold deposits: insights from in-situ measured 87Sr/86Sr composition of scheelite and apatite from the Hutti gold deposit, India

description: The supplementary material file contains data related to reference standards used for trace elements and Sr-isotopes analysis and Multi-collector inductively Coupled Plasma Mass Spectrometer cup configuration information and possible isobaric mass interfering species.
DOI: 10.17632/2yhwfb3sks.1
title: Dataset for Quantifying metabasalt- and metapelite-derived fluid fractions in Archean lode gold deposits: insights from in-situ measured 87Sr/86Sr composition of scheelite and apatite from the Hutti gold deposit, India

description: The supplementary material file contains data related to reference standards used for trace elements and Sr-isotopes analysis and Multi-collector inductively Coupled Plasma Mass Spectrometer cup configuration information and possible isobaric mass interfering species.
DOI: 10.15468/dl.hub2nf
title: Occurrence Download

description: A dataset containing 51259 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cephalanthus occidentalis L."
 ]
}

 The dataset includes 51259 records from 340 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057246-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x8p95y
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Liolaemus pleopholis Laurent, 1998"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057281-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wjf794z7gc.5
title: NestWatch Open Dataset

description: NestWatch is a participatory science project operated by the Cornell Lab of Ornithology. Since 1965, members of the public have been following a standardized protocol for observing and reporting birds' nests in the United States and Canada (and more recently, other countries). This dataset contains raw nest records submitted to NestWatch. The metadata paper associated with this dataset (Bailey et al. 2023) is critical for understanding fields and their contents (see related links below). The dataset contains millions of nest check observations from &gt; 843,000 nest attempts (as of June 2025). Details about NestWatch can be found on the project website: www.nestwatch.org. This dataset is scheduled for updates annually on or about January 31. Relevant information can also be found on the NestWatch website here: https://nestwatch.org/opendata. 

See documentation at "Related links" on this page for further details.
DOI: 10.15468/dl.bqm8a6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chiloglanis niger Roberts, 1989",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((55.286 -5.2478,55.7601 -5.2525,56.3854 -4.8393,56.3853 -4.1433,55.9472 -3.3831,55.1382 -3.2684,55.1382 -5.0908,55.286 -5.2478))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057283-250525065834625/datasets/export for details.
DOI: 10.15468/dl.az5mkp
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((-3.77056 51.54535,-3.76331 51.53706,-3.76331 51.53432,-3.75498 51.51767,-3.74713 51.50679,-3.74998 51.50479,-3.74891 51.50183,-3.74665 51.50316,-3.74511 51.5022,-3.74475 51.49938,-3.7413 51.49835,-3.73773 51.49887,-3.73476 51.49701,-3.73535 51.49516,-3.72976 51.49257,-3.72703 51.48909,-3.72596 51.48835,-3.72584 51.4859,-3.72084 51.4839,-3.72155 51.48739,-3.72227 51.49035,-3.7256 51.49183,-3.72679 51.49413,-3.72869 51.49561,-3.72905 51.49679,-3.73083 51.49909,-3.735 51.50138,-3.73547 51.50294,-3.73297 51.50294,-3.73131 51.50509,-3.72679 51.50679,-3.7231 51.50575,-3.71846 51.50501,-3.7162 51.50509,-3.71477 51.50731,-3.71489 51.51167,-3.71799 51.51523,-3.72274 51.51693,-3.72596 51.51812,-3.73 51.51937,-3.73369 51.52041,-3.7275 51.51997,-3.72215 51.52256,-3.7143 51.5233,-3.71025 51.52544,-3.71025 51.52544,-3.70728 51.52685,-3.70894 51.5307,-3.70883 51.53344,-3.71239 51.53395,-3.71822 51.53529,-3.72524 51.53403,-3.72869 51.53403,-3.73583 51.53514,-3.73987 51.5358,-3.74404 51.53906,-3.74392 51.54083,-3.74511 51.54431,-3.74951 51.54623,-3.75439 51.54808,-3.76176 51.54882,-3.76581 51.54786,-3.76699 51.54653,-3.77056 51.54535)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi",
 "Year 2015-2025"
 ]
}

 The dataset includes 30 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057284-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/x7r7wdb39k
title: Structured Dataset of Daily Electricity Demand, Generation, Load Shedding, and Supply Constraints in Bangladesh (2019–2024).

description: This dataset presents a structured, multi-version compilation of daily electricity system records for Bangladesh, spanning the period from November 21, 2019, to December 30, 2024. It was developed by programmatically extracting 1,867 daily PDF reports from the publicly accessible archive of the Bangladesh Power Development Board (BPDB): https://misc.bpdb.gov.bd/daily-generation-archive.

The dataset is organized into five progressive versions, each contained in a separate folder. These versions reflect successive enhancements—ranging from initial raw extraction to final preprocessing suitable for machine learning workflows. The dataset supports granular investigation at both national and divisional levels.

Version 1 comprises raw records parsed directly from the BPDB reports. It contains unprocessed inconsistencies, missing entries, and formatting noise. This version is preserved to support traceability.

Version 2 offers a cleaned and verified dataset where duplicate entries were removed, and missing values were recovered using source files. Daily national and divisional records were reconciled and validated.

Version 3 adds temporal and calendar-based features. National and religious holidays were annotated manually and categorized by type. These features are intended to help capture behavioral variations in electricity consumption related to festive or reduced-activity periods.

Version 4 applies robust data curation techniques, including forward and backward interpolation for missing values, logical imputation for invalid demand records, and column-wise consistency checks. Two temporal attributes—year and month—were also added to facilitate seasonal analysis.

Version 5 is optimized for time series modeling. It incorporates smoothed corrections for outlier values using centered rolling medians and scales key numerical features for modeling readiness. The tabular structure remains unchanged from earlier versions, ensuring continuity for comparative analysis.

Each version is supplied as a single .xlsx file with flat headers. A README.txt file explains the processing logic and provides a full breakdown of the steps followed in dataset construction. Although the source code is not included, the process is thoroughly documented to enable reproducibility. A separate column_descriptions.xlsx file describes all variables in the final version in detail.

The dataset exhibits multiple seasonal and temporal trends that reflect operational rhythms of Bangladesh’s energy system. Distinct patterns emerge across weekdays, months, and holidays, and regional variation is evident across administrative divisions. These characteristics make the dataset well-suited for predictive modeling, policy analysis, and infrastructure planning under varying demand scenarios.