cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15156/bio/sh1047376.10fu
title: SH1047376.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15468/dl.69tasv
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Megaprotermes Ruelle, 1978"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006793-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14928870
title: 2017/2018-2022/2023 nitrate
title: data and code
DOI: 10.15468/dl.jhsb6p
title: Occurrence Download

description: A dataset containing 6264 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Rwanda",
 "DatasetKey is RBINS DaRWIN"
 ]
}

 The dataset includes 6264 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006815-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwdu5p
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mesoplodon grayi von Haast, 1876",
 "HasCoordinate is true",
 "DecimalLatitude is greater than -90",
 "DecimalLongitude is greater than -180",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 2014"
 ]
}

 The dataset includes 183 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006816-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6wrzmj
title: Occurrence Download

description: A dataset containing 49311 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Platalea minor Temminck & Schlegel, 1849"
 ]
}

 The dataset includes 49311 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006813-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14979351
title: NanoASV formated benchmark reference dataset

description: This reference dataset is the one used to Benchmark NanoASV against other state of the art Nanopore metabarcoding software solution.

It is DADA2 maintanoied training set with UUID identifier to work with NanoASV.
DOI: 10.5281/zenodo.14979352
title: NanoASV formated benchmark reference dataset

description: This reference dataset is the one used to Benchmark NanoASV against other state of the art Nanopore metabarcoding software solution.

It is DADA2 maintanoied training set with UUID identifier to work with NanoASV.
DOI: 10.15468/dl.kpcg44
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mesoplodon hectori (Gray, 1871)",
 "HasCoordinate is true",
 "DecimalLatitude is greater than -90",
 "DecimalLongitude is greater than -180",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 2014"
 ]
}

 The dataset includes 36 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006817-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14973700
title: Global Health and Socioeconomic Indicators Dataset (2002–2021)

description: This dataset enables studying the relationship between a country's economic and social factors — such as GDP per capita, government health expenditure, Human Development Index (HDI), World Happiness Index, and density of doctors per population — with several key health indicators, like alcohol consumption, life expectancy, child mortality, non-communicable disease mortality, obesity prevalence, and undernourishment rates. It covers 50 countries from 2002 to 2021.
DOI: 10.15468/dl.wqs5mk
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parietaria lusitanica L.",
 "Geometry POLYGON((-4.57907617500001 39.884719509, -4.57907617500001 41.165844755, -3.05298331400002 41.165844755, -3.05298331400002 39.884719509, -4.57907617500001 39.884719509))"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006796-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zsqfk6
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "Country is China",
 "GadmGid is CHN.2_1",
 "TaxonKey is Convolvulaceae",
 "Year 2000-2025"
 ]
}

 The dataset includes 186 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006794-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rs53m8
title: Occurrence Download

description: A dataset containing 49311 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Platalea minor Temminck & Schlegel, 1849"
 ]
}

 The dataset includes 49311 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006819-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sensbq
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parietaria lusitanica L.",
 "Geometry POLYGON((-4.57907617500001 39.884719509, -4.57907617500001 41.165844755, -3.05298331400002 41.165844755, -3.05298331400002 39.884719509, -4.57907617500001 39.884719509))"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006795-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14788913
title: Data for "Exploring specialization and sensitivity of convolutional neural networks in the context of simultaneous image augmentations"

description: This repository contains data collected under the following study:P.Kharyuk, S.Matveev, I.Oseledets. Exploring specialization and sensitivity of convolutional neural networks in the context of simultaneous image augmentations, arXiv:2503.03283.

Corresponding source code repository: https://github.com/kharyuk/activation_sa

 

1_sensitivity_values.7z: sensitivity values (Sobol indices, Shapley values) computed for the first experimental series. In addition, logs and npz-files containing the sampled parameters were packed. To be used within the jupyter notebooks, all .hdf5 files should be placed into the 'results' directory of the source code repository.

2_guided_masking_predictions.7z: these files include the top-5 class predictions and corresponding classifying layer's outputs computed for the second experimental series. Every .hdf5 file should be placed into the 'results' directory of the source code repository. Logs and pkl files with sampling parameters are also included in the archive.

3_single_channelled_segments.7z: sensitivity values (Sobol indices, Shapley values) computed for the third experimental series (for the standalone segments). As for the previous experimental series, logs and npz-files tracing the sampled parameters are provided within the archive. Every .hdf5 file should be placed into the 'results/single_units' directory of the source code repository.

4_test_references.7z: examples of testing scripts output (core computations with a limited number of samples and checkpoints). Not related to the article course.

 

The unpacking procedure for archives 1-3 is automated by the bash script located in tools/unpack_results.sh of the GitHub repository.
DOI: 10.5281/zenodo.14979214
title: Model Data
DOI: 10.5281/zenodo.14979215
title: Model Data
DOI: 10.15468/dl.quj5vj
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parietaria lusitanica L.",
 "Geometry POLYGON((-4.57907617500001 39.884719509, -4.57907617500001 41.165844755, -3.05298331400002 41.165844755, -3.05298331400002 39.884719509, -4.57907617500001 39.884719509))"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006797-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tr8vgq
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mesoplodon hotaula Deraniyagala, 1963",
 "HasCoordinate is true",
 "DecimalLatitude is greater than -90",
 "DecimalLongitude is greater than -180",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 2014"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006798-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cd5mhb
title: Occurrence Download

description: A dataset containing 821667 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Triticum durum Wheat, Triticum aestivum L.)"
 ]
}

 The dataset includes 821667 records from 1114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006805-250227182430271/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.28546787
title: Supplementary File 3: 50p_NT_MC

description: Supplementary File 3: 50p_NT_MC
DOI: 10.15468/dl.fw49w2
title: Occurrence Download

description: A dataset containing 124231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Berteroa incana (L.) DC.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 124231 records from 734 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006807-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-36553
title: Claims (GX 12298 - GX 12809), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.jqcmxv
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada",
 "Country is Mexico"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Romneya trichocalyx Eastw.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 198 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002308-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-36500
title: Claims (GX 12298 - GX 12809), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.dh3ewj
title: Occurrence Download

description: A dataset containing 3498863 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carlina vulgaris L., Carpesium cernuum L., Carpinus betulus L., Carum carvi L., Castanea sativa Mill., Catapyrenium squamulosum (Ach.) Breuss, Catillaria nigroclavata (Nyl.) J.Steiner, Catillaria pulverea (Borrer) Lettau, Caucalis platycarpos L., Celtis australis L., Centaurea cyanus L., Centaurea jacea L., Centaurea montana L., Centaurea nemoralis Jord., Centaurea nervosa Willd., Centaurea nigrescens Willd., Centaurea pseudophrygia C.A.Mey., Centaurea rhaetica Moritzi, Centaurea scabiosa L., Centaurea splendens L., Centaurea stoebe L., Centaurea triumfettii All., Centaurea valesiaca (DC.) Jord., Centaurium erythraea Rafn, Centaurium pulchellum (Sw.) Druce, Centranthus angustifolius (Mill.) DC., Centranthus ruber (L.) DC., Cephalanthera damasonium (Mill.) Druce, Cephalanthera longifolia (L.) Fritsch, Cephalanthera rubra (L.) Rich., Cephalaria alpina (L.) Roem. & Schult., Cerastium arvense L., Cerastium brachypetalum Desp. ex Pers., Cerastium fontanum Baumg., Cerastium glomeratum Thuill., Cerastium pumilum Curtis, Cerastium semidecandrum L., Cerastium tomentosum L., Ceratiomyxa fruticulosa (O.F.Müll.) T.Macbr., 1899, Ceratophyllum demersum L., Cerinthe glabra Mill., Ceriporia aurantiocarnescens (Henn.) M.Pieri & B.Rivoire, Ceriporia excelsa (S.Lundell) Parmasto, Ceriporia viridans (Berk. & Broome) Donk, Cetraria chlorophylla (Willd.) Vain., Cetraria islandica (L.) Ach., Cetrelia cetrarioides (Delise) W.L.Culb. & C.F.Culb., Chaenorrhinum minus (L.) Lange, Chaenotheca chrysocephala (Ach.) Th.Fr., Chaenotheca ferruginea (Turner ex Sm.) Mig.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-31.3 32.4, 69.1 32.4, 69.1 81.9, -31.3 81.9, -31.3 32.4))",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 3498863 records from 4002 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002815-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zb8hy7
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Encoeliopsis rhododendri (Ces.) Nannf.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 164 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164167-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6qn3b
title: Occurrence Download

description: A dataset containing 5142 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bettongia penicillata Gray, 1837"
 ]
}

 The dataset includes 5142 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005426-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xy3dna
title: Occurrence Download

description: A dataset containing 4672 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euploea mulciber (Cramer, 1777)"
 ]
}

 The dataset includes 4672 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009110-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-124286
title: Annual Holy Convocation of the Church of God in Christ (75th: 1982)

description: [description english/roman)] The souvenir journal of the Holy Convocation of the Church of God in Christ. Annually.
DOI: 10.15468/dl.3448xx
title: Occurrence Download

description: A dataset containing 2014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Scapania uliginosa (Lindenb.) Dumort., Blapstinus metallicus (Fabricius, 1801), Scardinius hesperidus Heckel, 1843)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 2014 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0327240-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aj9p7a
title: Occurrence Download

description: A dataset containing 8444 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Verbena brasiliensis Vell."
 ]
}

 The dataset includes 8444 records from 251 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012897-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2v45kg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Typhlocarcinops marginatus Rathbun, 1914",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((108.080642 16.439832, 121.84182 16.084389, 123.975906 41.313386, 108.669355 40.867975, 108.080642 16.439832))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012853-230828120925497/datasets/export for details.
DOI: 10.25549/pcra-c14-124179
title: Annual Holy Convocation of the Church of God in Christ (75th: 1982)

description: [description english/roman)] The souvenir journal of the Holy Convocation of the Church of God in Christ. Annually.
DOI: 10.15468/dl.cp6kqd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhizopa gracilipes Stimpson, 1858",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((108.080642 16.439832, 121.84182 16.084389, 123.975906 41.313386, 108.669355 40.867975, 108.080642 16.439832))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012867-230828120925497/datasets/export for details.
DOI: 10.15468/dl.ctyrz3
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Papillidiopsis complanata (Dixon) W.R.Buck & B.C.Tan"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009688-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.