cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15024205
title: Research for ConvU_NExT: Dataset Containing normal dose CT images for training(Head, Lungs, Abdominal and Knee procedures), LDCT images for test, and Water Phantom Test images for augmentation

description: WaterPhantomImages.zip contains one series sample of the images resulted from the water phantom test. These images were used to augment the normal dose CT image to simulate LDCT while training an encoder-decoder model for denoising.

CTImages.zip contais 3 more folders with samples for: 



Test - native LDCT images used for the final measurements of model's performance

Train - normal dose CT images from multiple procedures (Abdominal, Head, Knee, Lungs), each in it's individual folder

Validation - normal dose CT, where beam hardening effect is present


 

Images provided in the dataset are in tiff format, and they have float32 data type. The conversion code from dicom to tiff is provided below: 

def get_first_of_dicom_field_as_int(x):
    if type(x) == dcm.multival.MultiValue: return int(x[0])
    else: return int(x)


def get_windowing(data):
    dicom_fields = [data[('0028','1050')].value, #window center
                    data[('0028','1051')].value, #window width
                    data[('0028','1052')].value, #intercept
                    data[('0028','1053')].value] #slope
    return [get_first_of_dicom_field_as_int(x) for x in dicom_fields]


def window_image(img, window_center=50, window_width=400, slope=1, intercept=-1024):
    img = (img*slope + intercept) #for translation adjustments given in the dicom file. 
    img = np.array(img).astype('int16')
    img_min = window_center - window_width//2 #minimum HU level
    img_max = window_center + window_width//2 #maximum HU level
    img[img<img_min] = img_min #set img_min for all HU levels less than minimum HU level
    img[img>img_max] = img_max #set img_max for all HU levels higher than maximum HU level
    img = (img - img_min) / (img_max - img_min)
    img = (img).astype('float32')
    return img


for partial_path in os.listdir(input_path):
    path = os.path.join(input_path, partial_path)
    data = dcm.read_file(path)
    img = data.pixel_array
    window_center , window_width, intercept, slope = get_windowing(data)
    img = window_image(img, window_center, window_width, slope, intercept)
    tiff.imwrite(os.path.join(output_path, f'{i}.tiff'), img)
DOI: 10.15468/dl.x6dz2d
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pistia stratiotes",
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 128 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014347-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18269568
title: Cruciferae Juss. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.15468/dl.768d4k
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pistia stratiotes",
 "Country is Congo, Democratic Republic of the",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014348-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18269567
title: Cruciferae Juss. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.15468/dl.2t3m95
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pistia stratiotes",
 "Country is Cameroon",
 "HasCoordinate is true"
 ]
}

 The dataset includes 41 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014350-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.37dyzs
title: Occurrence Download

description: A dataset containing 4926 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trifolium repens, Trifolium repens, Trifolium repens, Trifolium repens)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 4926 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014351-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18269565
title: TA'LIMDA O'QITUVCHINING REFLEKTIV KOMPETENSIYASINI BAHOLASH VA RIVOJLANTIRISH

description: Ushbu maqolada o‘qituvchining reflektiv kompetensiyasini baholash va rivojlantirish masalalari ilmiy asosda tahlil qilinadi. Reflektiv kompetensiya o‘qituvchining pedagogik faoliyatini tahlil qilish, xatolarni aniqlash, pedagogik qarorlarni ongli qabul qilish va o‘quv jarayonini optimallashtirish qobiliyatini o‘z ichiga oladi. Matnda reflektiv kompetensiyani baholash usullari, metodik yondashuvlar, mentorlik, superviziya, innovatsion pedagogik texnologiyalar va O‘zbekiston sharoitidagi amaliy tajribalar batafsil ko‘rib chiqilgan. Tadqiqot natijalari reflektiv kompetensiyaning o‘qituvchining professional malakasi va o‘quvchilarning individual rivojlanishiga bevosita ta’sir ko‘rsatishini ko‘rsatadi.
DOI: 10.5281/zenodo.18269566
title: TA'LIMDA O'QITUVCHINING REFLEKTIV KOMPETENSIYASINI BAHOLASH VA RIVOJLANTIRISH

description: Ushbu maqolada o‘qituvchining reflektiv kompetensiyasini baholash va rivojlantirish masalalari ilmiy asosda tahlil qilinadi. Reflektiv kompetensiya o‘qituvchining pedagogik faoliyatini tahlil qilish, xatolarni aniqlash, pedagogik qarorlarni ongli qabul qilish va o‘quv jarayonini optimallashtirish qobiliyatini o‘z ichiga oladi. Matnda reflektiv kompetensiyani baholash usullari, metodik yondashuvlar, mentorlik, superviziya, innovatsion pedagogik texnologiyalar va O‘zbekiston sharoitidagi amaliy tajribalar batafsil ko‘rib chiqilgan. Tadqiqot natijalari reflektiv kompetensiyaning o‘qituvchining professional malakasi va o‘quvchilarning individual rivojlanishiga bevosita ta’sir ko‘rsatishini ko‘rsatadi.
DOI: 10.60635/c34039
title: Yearly Reports_Fortuna

description: Fortuna Station (Centro de Investigaciones Jorge L. Arauz)Yearly climate summaries. In PDF and Word. Location: 8° 43.340'N, 82° 14.241'WParameters: air temperature, wind speed and direction, precipitation, solar radiation (pyranometer). Located in the highlands of the Chiriqui Province, in western Panama. There are three sensor locations: north clearing, south clearing, and a 15m tower.Historical datasets can be located here: https://smithsonian.figshare.com/articles/dataset/Monthly_summary_Fortuna_Station/10059476
DOI: 10.5281/zenodo.18269579
title: Cucurbita L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18269580
title: Cucurbita L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.15468/dl.tz7n28
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calotropis procera",
 "Country is El Salvador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 51 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042809-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/30743
title: Chandra X-ray Observatory ObsId 30743

description: PHANGS-Chandra: A Legacy Survey for Detailing the First Billion Years of X-ray Evolution in Galaxies
DOI: 10.25574/30963
title: Chandra X-ray Observatory ObsId 30963

description: PHANGS-Chandra: A Legacy Survey for Detailing the First Billion Years of X-ray Evolution in Galaxies
DOI: 10.25574/30966
title: Chandra X-ray Observatory ObsId 30966

description: PHANGS-Chandra: A Legacy Survey for Detailing the First Billion Years of X-ray Evolution in Galaxies
DOI: 10.15468/dl.xavrx6
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Costa Rica, Panama, Colombia)",
 "License is CC0 1.0",
 "OccurrenceStatus is Present",
 "TaxonKey is Riodinidae",
 "Year 2019-2024"
 ]
}

 The dataset includes 27 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042812-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/q50dqk
title: Replication Data for: Who Supports Gender Equality? Age, Education, and Sexism in the Shadow of the Radical Right in Argentina

description: This file contains the dataset and scripts necessary to replicate results reported in &lt;b&gt;Who Supports Gender Equality?&lt;/b&gt; (&lt;i&gt;European Journal of Politics and Gender&lt;/i&gt;, 2025). This file additionally contains the article’s Online Appendix, and the data and scripts necessary to replicate results reported in the appendix. All analyses were performed in R version 4.5.0.
DOI: 10.15468/dl.6xfjbv
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hylomyscus pamfi"
 ]
}

 The dataset includes 76 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042813-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8re8x
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042814-250811113504898/datasets/export for details.
DOI: 10.15468/dl.7nre4b
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calotropis procera",
 "Country is Haiti",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042817-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rz4ahy
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calotropis procera",
 "Country is Guyana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042816-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44p6ck
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calotropis procera",
 "Country is Guatemala",
 "HasCoordinate is true"
 ]
}

 The dataset includes 66 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042815-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25921/z7cw-es89
title: NOAA Extended Reconstructed Sea Surface Temperature (ERSST), Version 6
DOI: 10.5517/ccdc.csd.cc2l5543
title: CCDC 2388244: Experimental Crystal Structure Determination

description: Related Article: Swati Dhamija, Rafia Siddiqui, Ritam Das, Suman Majee, Devalina Ray, Hatem M. Titi, Ranjan Patra|2025|Inorg.Chem.|64|15359|doi:10.1021/acs.inorgchem.4c04221
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2lxbmh
title: CCDC 2410517: Experimental Crystal Structure Determination

description: Related Article: André Korzun, Morgan J. McKee, Hagen Neugebauer, Ori Green, Gregor Schnakenburg, Stefan Grimme, Nikolay Kornienko, Alessandro Bismuto|2025|Inorg.Chem.|64|15667|doi:10.1021/acs.inorgchem.5c02152
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2m6swj
title: CCDC 2419608: Experimental Crystal Structure Determination

description: Related Article: Xiao-Feng Men, Xiang-He Kong, Zhi-Wei Huang, Xuan Fu, Lei Mei, Na Niu, Kong-Qiu Hu, Wei-Qun Shi|2025|Inorg.Chem.|64|10933|doi:10.1021/acs.inorgchem.5c00969
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2m6sxk
title: CCDC 2419609: Experimental Crystal Structure Determination

description: Related Article: Xiao-Feng Men, Xiang-He Kong, Zhi-Wei Huang, Xuan Fu, Lei Mei, Na Niu, Kong-Qiu Hu, Wei-Qun Shi|2025|Inorg.Chem.|64|10933|doi:10.1021/acs.inorgchem.5c00969
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.6skmmg
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042818-250811113504898/datasets/export for details.
DOI: 10.15468/dl.5k7v9g
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is one of (MSB Mammal Collection (Arctos), Colección Biológica Universidad EAFIT, LACM Vertebrate Collection, LSUMZ Mammals Collection)",
 "Geometry POLYGON((-85.08543 5.80082,-75.11316 5.80082,-75.11316 10.71336,-85.08543 10.71336,-85.08543 5.80082))",
 "HasCoordinate is true",
 "TaxonKey is Oryzomys"
 ]
}

 The dataset includes 105 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042822-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agqkmr
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calotropis procera",
 "Country is Saint Vincent and the Grenadines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042821-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8jaewz
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calotropis procera",
 "Country is Honduras",
 "HasCoordinate is true"
 ]
}

 The dataset includes 39 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042819-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.usbjgw
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calotropis procera",
 "Country is Iraq",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042820-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/96pc-bjxz
title: VOC (hydrocarbons) at Kosetice (NAOK)

description: Measurement of VOC (hydrocarbons) at Kosetice (NAOK)
DOI: 10.15468/dl.chnquz
title: Occurrence Download

description: A dataset containing 718092 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Agrostis stolonifera, ? patula, Agrostis adscendens, Agrostis alba amethystina, Agrostis alba decumbens, Agrostis alba densissima, Agrostis alba maritima, Agrostis alba natans, Agrostis alba pallens, Agrostis alba patula)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 718092 records from 2117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042770-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13127/etna/bret_2021
title: Etna Bulk rock (major and trace elements) analyses 2021 (BRET_2021)
title: Analisi degli elementi maggiori e in tracce delle rocce totali dei prodotti emessi dall'Etna nel 2021
title: BRET_2021

description: The database consist of Bulk rock compositions (major and trace elements) of lava and pyroclasts sampled at Etna  during the 2021 INGV-OE petrologic monitoring activity.
description: Il database contiene le composizioni delle rocce totali (elementi maggiori ed in tracce) di lave e piroclastiti campionati all'Etna nel 2021 durante l’attività di monitoraggio petrologico dell’INGV-OE.
description: The preparation and analyses of the sample have been performed at INGV laboratories.
After archiving, the samples were reduced to powder, the LOI was determined and finally they were melted (Miraglia, 2012 ). The beads were analyzed for X-ray fluorescence.
description: The bulk rock compositions have been analyzed at INGV-OE with the Rigaku Primus II XRF.
The accuracy of our measurements has been checked through replicate analyses of the international standard (Jarosewich et al., 1980). The precision, expressed as relative standard deviation, is less than 1% for SiO2, Al2O3, FeO, MgO and CaO and less than 3% for TiO2, MnO, Na2O, K2O and P2O5 (Miraglia, 2013), <5% for Ba, Ce, La, Nb, Nd, Rb, Sm, Sr, V, Y, Yb, Zn e Zr, e <10% for Cr, Ni e Th (Miraglia, 2017).  Each measure is the average of 3 analyses.
description: Dataset legend
Sample Label: name identificative of the sample, 
Date of sample's eruption: (DD/MM/YYYY); 
Eruptive vent/Fissure: the Acronyms used for Etna summit craters are VOR= Voragine Crater, BN=Bocca Nuova Crater, NEC=North-East Crater, SEC=South-East Crater, NSEC=New South-East Crater;
Activity type: description of the eruption activity (eg: effusive, spattering, Strombolian explosions, paroxysm, ash emission, other)
Sample type/size: lava, bomb or lapilli). 
More details about the samples are available in the Access Archive of the INGV-OE Petroteca.
DOI: 10.13127/etna/gmc_2022
title: Etna Glass analyses 2022 (GMCET_2022)
title: Analisi degli elementi maggiori dei vetri vulcanici dei prodotti emessi dall'Etna nel 2022
title: GMCET_2022

description: The database  consist of glass compositions (major elements) of pyroclasts sampled at Etna during the 2022  INGV-OE petrologic monitoring activity.
description: Il database contiene le composizioni dei vetri (elementi maggiori ) di piroclastiti campionati all'Etna nel 2020 durante l'attività di monitoraggio petrologico dell’INGV-OE.
description: The glass compositions of major elements have been analyzed at INGV-OE with Zeiss EVO 10 scanning electron microscope, equipped with an INCA ENERGY Oxford Instruments EDS micro-analytical system (SEM-EDS). Analytical conditions are 20 keV of acceleration tension, I Probe 300 ρA and XPP data reduction routine.
In order to minimize alkalis loss during analysis, a square raster of 10 microns is used. The accuracy of our measurements has been checked through replicate analyses of the international standard VG-2 Glass basaltic, USNM 111240/52 (Jarosewich et al., 1980). The precision, expressed as relative standard deviation, is less than 1% for SiO2, Al2O3, FeO, MgO and CaO and less than 3% for TiO2, MnO, Na2O, K2O and P2O5 (Miraglia, 2012).
The analyses have been performed in groundmass glass containing less than 15% microlites. Each measure is the average of 10 to 15 analyses.
description: Dataset Legend
Sample label: name identificative of the sample the acronyms used for Etna summit craters are: VOR= Voragine Crater, BN=Bocca Nuova Crater, NEC=North-East Crater, SEC=South-East Crater, NSEC=New South-East Crate;
Data emission: Date of sample eruption;
Sample Type: field characteristics of a sample ( bomb, lapilli or ash);
Acti vity type: description of the volcanic activity provided from the Access archive of the INGV-OE Petroteca.