cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/58xdbwskp8.1
title: iLand Species Parameters

description: The database encompasses 9,249 records detailing 66 parameters for 150 tree species and provenances from temperate and boreal biomes, designed for use in simulations with the individual-based forest landscape and disturbance model (iLand). The parameters encompass tree growth, survival, and regeneration, as well as the modeled carbon and nitrogen dynamics. A second database contains parameters related to trees' responses to wind disturbances. This database comprises 498 records for five parameters of 104 tree species and provenances. The databases are provided in .sqlite and .xlsx format.
DOI: 10.17632/v7byvwkb7j.1
title: Library Closing Music Statistics for Double First-Class Universities in China

description: Summary: there are 147 Double First-Class universities in China. 67 of them broadcast library closing music based on explicit posts from their official social accounts. 51 of them is much likely to broadcast closing music based on indirect descriptions from their official social accounts. It is uncertain for the left 29 ones whether they broadcast closing music or not.
DOI: 10.17632/6rkxx9j2wr.1
title: code

description: Boosting the Vat Photopolymerization Fidelity through a Machine Learning based Boundary Prediction
DOI: 10.17632/hyn62spny2.2
title: Third Revision of the Global Surface Seawater Dimethyl Sulfide Climatology (DMS-Rev3)

description: This dataset contains all the input data and the Matlab codes for the Third Revision of the Global Surface Seawater Dimethyl Sulphide Climatology (DMS-Rev3)
Shrivardhan Hulswar, Rafel Simo, Martí Galí, Thomas G. Bell, Arancha Lana, Swaleha Inamdar, Paul R. Halloran, George Manville and Anoop S. Mahajan
*corresponding author: Anoop Sharad Mahajan (anoop@tropmet.res.in)

Details to run the code can be found in the word file: Code details.docx
DOI: 10.15468/dl.d6w774
title: Occurrence Download

description: A dataset containing 1143 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sphagnum cyclophyllum Sull. & Lesq."
 ]
}

 The dataset includes 1143 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007791-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x2db8b
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is Helianthus annuus L.",
 "Year 1904-2025"
 ]
}

 The dataset includes 138 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007793-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zayd7m
title: Occurrence Download

description: A dataset containing 998 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Country is Pakistan",
 "TaxonKey is Actitis hypoleucos (Linnaeus, 1758)"
 ]
}

 The dataset includes 998 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007794-250227182430271/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.28553168
title: Capolab_Yeh1

description: Capolab_Yeh1 pool: 16S-18S (Yeh et al. 2021) metabarcoding run for NOR24 water samples (P stations and time series). Tag combinations will be shared upon publication (two projects).
DOI: 10.6084/m9.figshare.28553237
title: Apis mellifera - appetitive olfactory conditioning

description: Results obtained after performing appetitive olfactory conditioning with bees in different conditions
DOI: 10.6084/m9.figshare.26104606
title: artificial intelligence

description: artificial intelligence
breast radiologist
general radiologist
DOI: 10.6084/m9.figshare.25328887
title: Information about RPPA proteins

description: Information about RPPA proteins used in this study
DOI: 10.6084/m9.figshare.25328887.v1
title: Information about RPPA proteins

description: Information about RPPA proteins used in this study
DOI: 10.6084/m9.figshare.26401501
title: Knowledge-Guided Diffusion Model for 3D Ligand-Pharmacophore Mapping

description: (1) The datasets were used for training the DiffPhore model.
(2) The official PDB validation reports and corresponding crystallography map and model files.
DOI: 10.6084/m9.figshare.26401501.v1
title: Knowledge-Guided Diffusion Model for 3D Ligand-Pharmacophore Mapping

description: (1) The datasets were used for training the DiffPhore model.
(2) The official PDB validation reports and corresponding crystallography map and model files.
DOI: 10.15468/dl.c7dygk
title: Occurrence Download

description: A dataset containing 457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Aconitum pendulum N.Busch"
 ]
}

 The dataset includes 457 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007795-250227182430271/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.26509024
title: Socioeconomic factors constrain climate change adaptation in a tropical export crop

description: GeoTIFF tiles of banana production areas in Latin America and the Caribbean, derived from optical and SAR imagery using Random Forest classifier in Google Earth Engine.
Time period: 2019
TILE METADATA
Data: Absence (0) or presence (1) of banana.
Spatial resolution: 0.0004491576 degrees, approx. 45.7 m
Dimensions: 4454 rows, 4454 columns, 1 layer
Grid cells: 19838116
Extent: Approx. 2 deg longitude, 2 deg latitue
CRS: lon/lat WGS 84 (EPSG:4326)
SET METADATA
Number of tiles: 575
Total extent of region: Longitude (-120.0002, -34.000544), latitude (-36.99949, 35.000222)
DOI: 10.6084/m9.figshare.26509024.v1
title: Socioeconomic factors constrain climate change adaptation in a tropical export crop

description: GeoTIFF tiles of banana production areas in Latin America and the Caribbean, derived from optical and SAR imagery using Random Forest classifier in Google Earth Engine.
Time period: 2019
TILE METADATA
Data: Absence (0) or presence (1) of banana.
Spatial resolution: 0.0004491576 degrees, approx. 45.7 m
Dimensions: 4454 rows, 4454 columns, 1 layer
Grid cells: 19838116
Extent: Approx. 2 deg longitude, 2 deg latitue
CRS: lon/lat WGS 84 (EPSG:4326)
SET METADATA
Number of tiles: 575
Total extent of region: Longitude (-120.0002, -34.000544), latitude (-36.99949, 35.000222)
DOI: 10.6084/m9.figshare.27457908
title: A large open access dataset of transillumination imaging toward realization the optical computed tomography

description: Transillumination imaging is commonly used in medicine and biometrics to provide non-invasive insights into internal structures. However, the prevalent image blurring resulting from scattering effects poses a significant challenge to the effective application of transillumination. Artificial intelligence algorithms have gained prominence for enhancing transillumination images and addressing challenges such as scattering suppression, depth estimation, and three-dimensional structure reconstruction. These advances require high-quality input images to optimize model performance. Acquiring a large-scale transillumination image dataset for practical AI applications is difficult due to subjective imaging conditions. This study aimed to overcome this obstacle by introducing a comprehensive dataset of transillumination images. Methods and algorithms for generating depth-dependent point-spread function and transillumination images were presented. The dataset comprised 12,000 pairs of images of clear and scattered media, each associated with the corresponding depth information. This study is valuable for advancing AI-based solutions in transillumination imaging and provides a foundation for further research on image deblurring, depth perception, and 3D reconstruction.
DOI: 10.5281/zenodo.14956957
title: Challenges of Adopting E-Commerce: Effect of E-Commerce on SMEs Marketing Performance
DOI: 10.5281/zenodo.14959079
title: Challenges of Adopting E-Commerce: Effect of E-Commerce on SMEs Marketing Performance
DOI: 10.5281/zenodo.14956956
title: Challenges of Adopting E-Commerce: Effect of E-Commerce on SMEs Marketing Performance
DOI: 10.5281/zenodo.14986917
title: Challenges of Adopting E-Commerce: Effect of E-Commerce on SMEs Marketing Performance
DOI: 10.6084/m9.figshare.27457908.v1
title: A large open access dataset of transillumination imaging toward realization the optical computed tomography

description: Transillumination imaging is commonly used in medicine and biometrics to provide non-invasive insights into internal structures. However, the prevalent image blurring resulting from scattering effects poses a significant challenge to the effective application of transillumination. Artificial intelligence algorithms have gained prominence for enhancing transillumination images and addressing challenges such as scattering suppression, depth estimation, and three-dimensional structure reconstruction. These advances require high-quality input images to optimize model performance. Acquiring a large-scale transillumination image dataset for practical AI applications is difficult due to subjective imaging conditions. This study aimed to overcome this obstacle by introducing a comprehensive dataset of transillumination images. Methods and algorithms for generating depth-dependent point-spread function and transillumination images were presented. The dataset comprised 12,000 pairs of images of clear and scattered media, each associated with the corresponding depth information. This study is valuable for advancing AI-based solutions in transillumination imaging and provides a foundation for further research on image deblurring, depth perception, and 3D reconstruction.
DOI: 10.7488/ds/7881
title: Semi-Automated layer-by-layer biofabrication using Rotational Internal Flow Layer Engineering technology

description: The automation of biofabrication processes has the potential to increase both the scale and reproducibility of human tissue production for replacing animal usage in research and ultimately clinical use. The biofabrication technology, Rotational Internal Flow Layer Engineering (RIFLE), produces layered tubular constructs with a resolution commensurate with the microscale strata observed in many human tissue types. The previously published RIFLE process required liquid phase cell-laden hydrogels to be manually applied onto the inner surface of a high-speed rotating mould. Here we describe improvement of the RIFLE system by automating elements of the process, in particular the liquid dispensing element, and present the use of this system for two commonly used biofabrication hydrogels; alginate and collagen. Semi-automatically assembled cell layers matched the viabilities of those produced manually, with automated collagen demonstrating the highest viabilities (&gt;91%) over the 10 days measured, highlighting its advantages as a material for tissue engineering applications. The encapsulation of labelled cells in predefined collagen layer patterns confirmed that the semi-automated RIFLE system was able to assemble separate cell populations in cell-width layers (≈14µm). Semi-automated dosing reduced the manual operations in the RIFLE process, reducing the workload on researchers and minimising the opportunity for human error. Further opportunity exists for higher levels of automation in the overall process, particularly needed in the preparation of cell-hydrogel suspensions, a common manual labour-intensive process in many biofabrication technologies.
DOI: 10.15468/dl.hewq4j
title: Occurrence Download

description: A dataset containing 1846584 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alopochen aegyptiaca (Linnaeus, 1766)"
 ]
}

 The dataset includes 1846584 records from 638 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007729-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.md8sb6
title: Occurrence Download

description: A dataset containing 621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Country is Pakistan",
 "TaxonKey is Tringa glareola Linnaeus, 1758"
 ]
}

 The dataset includes 621 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007733-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z74aqz
title: Occurrence Download

description: A dataset containing 8826 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erica lusitanica Rudolphi)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 8826 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007734-250227182400228/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/10949920
title: LUFlow Network Intrusion Detection Data Set
DOI: 10.15468/dl.krtz2b
title: Occurrence Download

description: A dataset containing 312833 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Epipactis helleborine (L.) Crantz)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 312833 records from 1287 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007792-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxdsdz
title: Occurrence Download

description: A dataset containing 644 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chrysodeixis chalcites (Esper, 1789)"
 ]
}

 The dataset includes 644 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002182-150330110031120/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-39104
title: Claims (GX 15907 - GX 16282), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. 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.75c29q
title: Occurrence Download

description: A dataset containing 1050 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kandelia obovata Sheue, H.Y.Liu & J.W.H.Yong"
 ]
}

 The dataset includes 1050 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047001-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dp5jwp
title: Occurrence Download

description: A dataset containing 2238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Ursus arctos horribilis Ord, 1815"
 ]
}

 The dataset includes 2238 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001535-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pk1zyn
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coffea kivuensis Lebrun"
 ]
}

 The dataset includes 17 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002182-150422101436696/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-39110
title: Claims (GX 15907 - GX 16282), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. 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: 10.25549/independent-c69-39129
title: Claims (GX 15907 - GX 16282), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. 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.twg3dn
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-100.45347 20.18905,-96.81735 20.18905,-96.81735 23.53851,-100.45347 23.53851,-100.45347 20.18905))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tampichthys ipni (Álvarez & Navarro, 1953)"
 ]
}

 The dataset includes 223 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051978-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38472
title: Card files (closed). A-L claims (GX 16283 - GX 16696), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. 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.9fwnly
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cereus paxtonianus Monv. ex Salm-Dyck"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002182-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4we464
title: Occurrence Download

description: A dataset containing 50113811 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)"
 ]
 }
 },
 "Geometry POLYGON((38.000 85.000, -27.000 85.000, -27.000 56.000, 38.000 56.000, 38.000 85.000))",
 "Year 2015-2019"
 ]
}

 The dataset includes 50113811 records from 899 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051969-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-32434
title: Card files (closed) M-Z claims (GX 16697 - GX 17032), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. 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.5d3x2r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Speyeria callippe (Boisduval, 1852)"
 ]
}

 The dataset includes 0 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053679-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-32471
title: Card files (closed) M-Z claims (GX 16697 - GX 17032), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. 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.mt3ivr
title: Occurrence Download

description: A dataset containing 352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Santolina oblongifolia Boiss.",
 "Country is Spain"
 ]
}

 The dataset includes 352 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002182-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.