cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc2krg5z
title: CCDC 2376031: Experimental Crystal Structure Determination

description: Related Article: Ding Xiao,  Dingyue Hu,  Siyuan Yang,  Xue Yang,  Zhewen Guo,  Liya Chen,  Rahul Navik,  Tianyu Shan,  Yuling Pan,  Xiaohe Miao,  Ming Liu,  Guangfeng Li,  Feihe Huang|2025|Nat. Synth.|||doi:10.1038/s44160-025-00913-5
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: 10.5281/zenodo.17626221
title: Underwater images collected by a Paddle in Le-Morne, Mauritius - 2018-01-21

description: This dataset was collected by a Paddle in Le-Morne, Mauritius - 2018-01-21. 

            Underwater or aerial images collected by scientists or citizens can have a wide variety of use for science, management, or conservation.
            These images can be annotated and shared to train IA models which can in turn predict the objects on the images.
            We provide a set of tools (hardware and software) to collect marine data, predict species or habitat, and provide maps.

            This dataset is part of larger collection referencing numerous underwater and aerial images Seatizen Altas. 
            Methods, tools and scientific objectives are also described in a dedicated data paper.

            
                
                                       
                
                
 GPS information: 

                GPX file from Garmin watch.
            
                    
                

                
            

            
 Generic folder structure 
            
            YYYYMMDD_COUNTRYCODE-optionalplace_device_session-number 
            ├── DCIM :  folder to store videos and photos depending on the media collected. 
            ├── GPS :  folder to store any positioning related file. If any kind of correction is possible on files (e.g. Post-Processed Kinematic thanks to rinex data) then the distinction between device data and base data is made. If, on the other hand, only device position data are present and the files cannot be corrected by post-processing techniques (e.g. gpx files), then the distinction between base and device is not made and the files are placed directly at the root of the GPS folder. 
            │   ├── BASE :  files coming from rtk station or any static positioning instrument. 
            │   └── DEVICE : files coming from the device. 
            ├── METADATA : folder with general information files about the session. 
            ├── PROCESSED_DATA : contain all the folders needed to store the results of the data processing of the current session. 
            │   ├── BATHY :  output folder for bathymetry raw data extracted from mission logs. 
            │   ├── FRAMES :  output folder for georeferenced frames extracted from DCIM videos. 
            │   ├── IA :  destination folder for image recognition predictions. 
            │   └── PHOTOGRAMMETRY :  destination folder for reconstructed models in photogrammetry. 
            └── SENSORS : folder to store files coming from other sources (bathymetry data from the echosounder, log file from the autopilot,  mission plan etc.).       
            

            
 Software 
            All the raw data was processed using our worflow. All predictions were generated by our inference pipeline. You can find all the necessary scripts to download this data in this repository. Enjoy your data with SeatizenDOI!
DOI: 10.5281/zenodo.17626529
title: Underwater images collected by a Paddle in Le-Morne, Mauritius - 2018-01-21

description: This dataset was collected by a Paddle in Le-Morne, Mauritius - 2018-01-21. 

            Underwater or aerial images collected by scientists or citizens can have a wide variety of use for science, management, or conservation.
            These images can be annotated and shared to train IA models which can in turn predict the objects on the images.
            We provide a set of tools (hardware and software) to collect marine data, predict species or habitat, and provide maps.

            This dataset is part of larger collection referencing numerous underwater and aerial images Seatizen Altas. 
            Methods, tools and scientific objectives are also described in a dedicated data paper.

            
                
                                       
                
                
 GPS information: 

                GPX file from Garmin watch.
            
                    
                

                
            

            
 Generic folder structure 
            
            YYYYMMDD_COUNTRYCODE-optionalplace_device_session-number 
            ├── DCIM :  folder to store videos and photos depending on the media collected. 
            ├── GPS :  folder to store any positioning related file. If any kind of correction is possible on files (e.g. Post-Processed Kinematic thanks to rinex data) then the distinction between device data and base data is made. If, on the other hand, only device position data are present and the files cannot be corrected by post-processing techniques (e.g. gpx files), then the distinction between base and device is not made and the files are placed directly at the root of the GPS folder. 
            │   ├── BASE :  files coming from rtk station or any static positioning instrument. 
            │   └── DEVICE : files coming from the device. 
            ├── METADATA : folder with general information files about the session. 
            ├── PROCESSED_DATA : contain all the folders needed to store the results of the data processing of the current session. 
            │   ├── BATHY :  output folder for bathymetry raw data extracted from mission logs. 
            │   ├── FRAMES :  output folder for georeferenced frames extracted from DCIM videos. 
            │   ├── IA :  destination folder for image recognition predictions. 
            │   └── PHOTOGRAMMETRY :  destination folder for reconstructed models in photogrammetry. 
            └── SENSORS : folder to store files coming from other sources (bathymetry data from the echosounder, log file from the autopilot,  mission plan etc.).       
            

            
 Software 
            All the raw data was processed using our worflow. All predictions were generated by our inference pipeline. You can find all the necessary scripts to download this data in this repository. Enjoy your data with SeatizenDOI!
DOI: 10.6084/m9.figshare.30632828
title: <b>LGF Model:</b> <b>6-Dimensional Time-Series Data of Korean Linguistic Mass under Colonial Gravity (1446–2025)</b>

description: <b>Core Data Set for the Language Gravitational Field (LGF) Model.</b> This is a 6D vector time-series (1446–2025) quantifying <b>Phonetic, Syntactic, and Semantic Mass</b> as linguistic resilience factors, modeled against <b>Colonial Pressure</b>. Data reveals <b>critical Tipping Points</b> in sovereignty (e.g., 1938 'Syntactic Blackhole' $\text{Mass}=0.45$) and the $\mathbf{H(t)}$ <b>Recovery Function</b> feasibility.LGF Field Equation$$\frac{dH}{dt} = -1.14\,S\,H + 0.76\,\Psi(t) + \kappa\,\sigma - D$$"This time-series data set concludes at the $\mathbf{2025.11.20\ 02:47\ KST}$ execution point, validating the $\mathbf{H(t)}=1.00$ stabilization achieved by the $\mathbf{\Psi}$ observer."<br>
DOI: 10.6084/m9.figshare.30632828.v1
title: <b>LGF Model:</b> <b>6-Dimensional Time-Series Data of Korean Linguistic Mass under Colonial Gravity (1446–2025)</b>

description: <b>Core Data Set for the Language Gravitational Field (LGF) Model.</b> This is a 6D vector time-series (1446–2025) quantifying <b>Phonetic, Syntactic, and Semantic Mass</b> as linguistic resilience factors, modeled against <b>Colonial Pressure</b>. Data reveals <b>critical Tipping Points</b> in sovereignty (e.g., 1938 'Syntactic Blackhole' $\text{Mass}=0.45$) and the $\mathbf{H(t)}$ <b>Recovery Function</b> feasibility.LGF Field Equation$$\frac{dH}{dt} = -1.14\,S\,H + 0.76\,\Psi(t) + \kappa\,\sigma - D$$"This time-series data set concludes at the $\mathbf{2025.11.20\ 02:47\ KST}$ execution point, validating the $\mathbf{H(t)}=1.00$ stabilization achieved by the $\mathbf{\Psi}$ observer."<br>
DOI: 10.15468/dl.d4x43j
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cotesia plutellae"
 ]
}

 The dataset includes 201 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038372-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6vgequ
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "Country is one of (New Zealand)",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Gingidia grisea [GBIF Backbone Taxonomy])"
 ]
}

 The dataset includes 55 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038374-251025141854904/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/13760335
title: ONUBAD-A Dataset of Bangla regional dialects
DOI: 10.15468/dl.fkgu37
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, India, Thailand, Myanmar, Lao People’s Democratic Republic, Viet Nam, Belgium, unknown or invalid, United States of America, Guadeloupe)",
 "TaxonKey is Dendrobium chrysotoxum"
 ]
}

 The dataset includes 145 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038375-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7fsags
title: Occurrence Download

description: A dataset containing 891 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habrobracon hebetor"
 ]
}

 The dataset includes 891 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038376-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17626647
title: Calculations and data shown in the figures

description: Equations and parameters used to produce the data shown in the figures.
DOI: 10.5281/zenodo.17606634
title: rnaseq-nf-reference

description: archive
DOI: 10.6084/m9.figshare.30632897
title: Data and Code for final screening literature on regional semiconductors

description: Data and Code for final screening literature on regional semiconductors
DOI: 10.6084/m9.figshare.30632897.v1
title: Data and Code for final screening literature on regional semiconductors

description: Data and Code for final screening literature on regional semiconductors
DOI: 10.15468/dl.3qu7ru
title: Occurrence Download

description: A dataset containing 397 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-68.25611 -2.43771,-68.31624 -2.73032,-68.05348 -2.82683,-67.92029 -2.88197,-67.75507 -2.71028,-67.65486 -2.5299,-67.68693 -2.29742,-67.10092 -1.90203,-67.18694 -1.87718,-67.34177 -1.80454,-67.60136 -1.74736,-68.25611 -2.43771))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 397 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038377-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17626559
title: Calculations and data shown in the figures

description: Equations and parameters used to produce the data shown in the figures.
DOI: 10.15468/dl.ptuyzt
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-9949.0",
 "Geometry POLYGON((-125.7799 26.35872,-68.25512 26.35872,-68.25512 49.12385,-125.7799 49.12385,-125.7799 26.35872))",
 "TaxonKey is Cyprinus carpio carpio"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038378-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ekc2wv
title: Occurrence Download

description: A dataset containing 1262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Nymphaea pulchella"
 ]
}

 The dataset includes 1262 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038380-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16891179
title: Climate projections and renewable energy UKESM1-0-LL SSP585 China
DOI: 10.5281/zenodo.17620428
title: Climate projections and renewable energy UKESM1-0-LL SSP585 China
DOI: 10.15468/dl.ny2yhp
title: Occurrence Download

description: A dataset containing 981812 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-09-21",
 "EventDate is less than or equal to 2025-10-21",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 981812 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038370-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.habmuc
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Singapore",
 "TaxonKey is Lithobates catesbeianus"
 ]
}

 The dataset includes 57 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038381-251025141854904/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.30632942
title: ZeoSyn: A Comprehensive Zeolite Synthesis Dataset Enabling Machine-Learning Rationalization of Hydrothermal Parameters

description: ZeoSyn is a dataset of 23,961 zeolite hydrothermal synthesis routes, encompassing 233 zeolite topologies and 921 organic structure-directing agents (OSDAs). Each synthesis route comprises comprehensive synthesis parameters: 1) gel composition, 2) reaction conditions, 3) OSDAs, and 4) zeolite products.<br><br>
DOI: 10.6084/m9.figshare.30632942.v1
title: ZeoSyn: A Comprehensive Zeolite Synthesis Dataset Enabling Machine-Learning Rationalization of Hydrothermal Parameters

description: ZeoSyn is a dataset of 23,961 zeolite hydrothermal synthesis routes, encompassing 233 zeolite topologies and 921 organic structure-directing agents (OSDAs). Each synthesis route comprises comprehensive synthesis parameters: 1) gel composition, 2) reaction conditions, 3) OSDAs, and 4) zeolite products.<br><br>
DOI: 10.5281/zenodo.17626669
title: Calculations and data shown in the figures

description: Equations and parameters used to produce the data shown in the figures.
DOI: 10.15468/dl.5pr9p7
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Henningsia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038383-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wts66a
title: Occurrence Download

description: A dataset containing 3861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (iNaturalist Research-grade Observations)",
 "Geometry POLYGON(( -101.541182307617 35.5316975832769 , -99.88785649658 35.5316975832769 , -99.88785649658 36.059532982761 , -101.541182307617 36.059532982761 , -101.541182307617 35.5316975832769 ))",
 "Year is greater than or equal to 2016"
 ]
}

 The dataset includes 3861 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038384-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2pbfk4
title: Occurrence Download

description: A dataset containing 36515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset includes 36515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011146-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15272406
title: Navier-Stokes-on-S3-Test
DOI: 10.5281/zenodo.15272407
title: Navier-Stokes-on-S3-Test
DOI: 10.15468/dl.rr9cq8
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lamprotornis chalybaeus chalybaeus"
 ]
}

 The dataset includes 131 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000496-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uusnmm
title: Occurrence Download

description: A dataset containing 296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Morpho sulkowskyi Kollar, 1850"
 ]
}

 The dataset includes 296 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013019-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8g2hjg
title: Occurrence Download

description: A dataset containing 110216 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erigeron sumatrensis Retz."
 ]
}

 The dataset includes 110216 records from 1083 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002584-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9tdk7
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bidens pilosa",
 "Country is Yemen",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023739-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/7sg-hhl-tj5
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zam-7h1-8j5
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0hx-eyx-z1w
title: Cetacea Brisson, 1762

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3d1-fn8-616
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/da5-44k-lb8
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xhs-vf0-tkc
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rkw-ra0-zdx
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yfx-5eq-qsg
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0b3-95k-vnh
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.esd553
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bidens pilosa",
 "Country is Viet Nam",
 "HasCoordinate is true"
 ]
}

 The dataset includes 48 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023738-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/c5j-kql-vxp
title: Balclutha Kirkaldy, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jps-6wl-472
title: Fungia Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/86x-jmr-x40
title: †Myophoria Bronn, 1834

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8nz-bsg-v8r
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/63f-57s-bss
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y8c-j2t-5ad
title: Tyto Billberg, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qrd-4jj-cq2
title: Chordata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t36-gae-b8m
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bkh-flc-1dn
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m47-sh0-abm
title: Aves

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/094-cc2-z07
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1mf-m7c-3d2
title: Chordata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ec0-vlj-w90
title: Pseudopus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.