cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/cc8qy30
title: CCDC 260372: Experimental Crystal Structure Determination

description: Related Article: A.M.Piatek, A.Chojnacka, C.Chapuis, J.Jurczak|2005|Helv.Chim.Acta|88|2441|doi:10.1002/hlca.200590181
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: 10.60686/t-fsd3985
title: FSD3985 Social Media at Work: Finnish Employee Survey 2019
DOI: 10.5517/cc75htp
title: CCDC 213832: Experimental Crystal Structure Determination

description: Related Article: Li Wang, Rong-Bin Huang, La-Sheng Long, Lan-Sun Zheng, En-Bo Wang, Zao-Xiong Xie|2005|J.Coord.Chem.|58|1439|doi:10.1080/00958970500213273
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/cc91jd7
title: CCDC 269588: Experimental Crystal Structure Determination

description: Related Article: S.F.Nelsen, A.E.Konradsson, R.F.Ismagilov, I.A.Guzei|2005|Cryst.Growth Des.|5|2344|doi:10.1021/cg050154w
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/cc8h585
title: CCDC 252906: Experimental Crystal Structure Determination

description: Related Article: C.S.Campos-Fernandez, B.L.Schottel, H.T.Chifotides, J.K.Bera, J.Bacsa, J.M.Koomen, D.H.Russell, K.R.Dunbar|2005|J.Am.Chem.Soc.|127|12909|doi:10.1021/ja052108q
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/cc8gscv
title: CCDC 252537: Experimental Crystal Structure Determination

description: Related Article: C.S.Campos-Fernandez, B.L.Schottel, H.T.Chifotides, J.K.Bera, J.Bacsa, J.M.Koomen, D.H.Russell, K.R.Dunbar|2005|J.Am.Chem.Soc.|127|12909|doi:10.1021/ja052108q
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/cc9761r
title: CCDC 275033: Experimental Crystal Structure Determination

description: Related Article: C.S.Campos-Fernandez, B.L.Schottel, H.T.Chifotides, J.K.Bera, J.Bacsa, J.M.Koomen, D.H.Russell, K.R.Dunbar|2005|J.Am.Chem.Soc.|127|12909|doi:10.1021/ja052108q
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/cc8mml2
title: CCDC 257194: Experimental Crystal Structure Determination

description: Related Article: Wenguo Wang, Xiaofeng Zhang, Feng Chen, Chengbing Ma, Changneng Chen, Qiutian Liu, Daizheng Liao, Licun Li|2005|Polyhedron|24|1656|doi:10.1016/j.poly.2005.04.031
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/cc9nqvh
title: CCDC 288047: Experimental Crystal Structure Determination

description: Related Article: B.Chapelet-Arab, G.Nowogrocki, F.Abraham, S.Grandjean|2005|J.Solid State Chem.|178|3055|doi:10.1016/j.jssc.2005.06.032
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.qtrffe
title: Occurrence Download

description: A dataset containing 47273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "BasisOfRecord is Fossil"
 ]
}

 The dataset includes 47273 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022833-251025141854904/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.30507278.v2
title: <b>Metagenome assembled genomes </b><b>from a Plastic-Polluted Coastal Hotspot</b>

description: Our findings illuminate the genomic blueprint of microbial diversity and function in polluted marine sediments and provide a valuable resource for developing microbe-based strategies for plastic bioremediation. Future work will focus on heterologous expression and functional characterisation of the identified enzymes to assess their degradation potential, further advancing sustainable approaches to environmental restoration.
DOI: 10.15468/dl.zjtzy2
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Elaphodus cephalophus"
 ]
}

 The dataset includes 113 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022834-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17556858
title: NMR based clinical metabolomics for predicting onset of Gestational diabetes mellitus (GDM) during first trimester: a pilot study in North Indian Population

description: Gestational diabetes mellitus (GDM), defined as hyperglycemia first identified during pregnancy in the second or third trimester, is a growing global concern due to the rising prevalence of obesity and diabetes. GDM is associated with significant short- and long-term health complications for both women and their offspring. During pregnancy, it increases the risks of obstetric issues such as gestational hypertension, dystocia, postpartum hemorrhage, and preterm birth, alongside fetal complications like macrosomia and congenital malformations. Additionally, GDM has intergenerational consequences, predisposing women and their children to chronic conditions including type 2 diabetes, obesity, cardiovascular disease, and dyslipidemia later in life.

South Asian women have the highest global prevalence of GDM, hypothesized to result from genetic predispositions, higher adiposity, and dietary differences. However, this population remains underrepresented in GDM research, with only seven metabolomic studies to date, most involving fewer than 20 cases. This study seeks to identify serum metabolites associated with GDM and elucidate metabolic pathways distinguishing GDM from non-GDM pregnancies in North Indian women. 
description: The NMR spectral Data deposited here will be available for future validation studies on request to the corresponding authors. Dr. Dinesh Kumar: dineshcbmr@gmail.com; Dr. Indu Lata: indu@sgpgi.ac.in
DOI: 10.5281/zenodo.17556881
title: Underwater images collected by  Scuba diving in Rodrigues-Anse-Bouteille, Mauritius - 2019-05-24

description: This dataset was collected by  Scuba diving in Rodrigues-Anse-Bouteille, Mauritius - 2019-05-24. 

            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.

            

            
 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: 10.15468/dl.yyyjkj
title: Occurrence Download

description: A dataset containing 5436106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cuscuta pentagona, Apis cerana, Pheidole megacephala, Sphaeroma quoianum, Misgurnus anguillicaudatus, Acanthogobius flavimanus, Acentrogobius pflaumii, Perca fluviatilis, Amniataba percoides, Rhinella marina, Acridotheres tristis, Bubalus bubalis, Camelus dromedarius, Axis porcinus, Rusa timorensis, Rusa unicolor, Vulpes vulpes, Garveia franciscana, Discosporangium mesarthrocarpum, Phytophthora cinnamomi)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 5436106 records from 4190 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022811-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8jmf7s
title: Occurrence Download

description: A dataset containing 61498 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cichorium intybus",
 "Continent is Europe",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 100",
 "Year is greater than or equal to 1970",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Material citation"
 ]
 }
 }
 ]
}

 The dataset includes 61498 records from 234 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024404-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18668632
title: Correlative SECCM–SEM/EBSD dataset for 316L pitting: CA traces, descriptors, and imaging tables

description: This record provides the dataset associated with a correlative SECCM–SEM/EBSD study of localized electrochemical activity (chronoamperometry, CA) on 316L stainless steel. The dataset includes raw SECCM CA traces, complementary acquisition parameters, electrochemical descriptor tables, footprint-area estimates used for normalisation, and correlative imaging tables (SEM/EBSD). A derived descriptor table normalised by footprint area is also included.

Main use-case





Reproduce the preprocessing and descriptor extraction workflow used in the study.




Enable re-analysis, benchmarking, and development of alternative descriptor extraction / ML pipelines.




Support correlative analysis between SECCM activity and SEM/EBSD-derived microstructural features.



Files (CSV/TXT)Required by the main notebook workflow:





SS_NaCl_CA_M_1031_C.csv — raw SECCM chronoamperometry (CA) traces.




CA_SECCM_descriptors_area.csv — electrochemical descriptor table derived from the CA traces (non-normalised).




labels.csv — labels used for downstream analysis (e.g., classes/clusters).




SEM_EBSD.csv — SEM-derived table for the region correlated with EBSD.




selected_oval_pixels.csv — footprint (droplet/cell) estimates used to compute footprint area for each site.



Optional / auxiliary:





SS_NaCl_Parameters_M_1031_C.csv — complementary SECCM acquisition/metadata parameters.




ebsd_filtered.csv — EBSD-derived table for the correlated region (processed/filtered).




oxygen_flux.txt — COMSOL FEM table (droplet diameter vs total oxygen flux magnitude).



Derived (generated by the notebook; included for convenience):





CA_SECCM_descriptors_area_normalised.csv — descriptor table normalised by footprint area (per cm²).



How to use





Download this dataset and place the files in a local folder (keep filenames unchanged).




Run the reproducible preprocessing and descriptor extraction notebook from the companion GitHub repository:





GitHub: https://github.com/bcoelho-leonardo/seccm-ebsd-316l-pitting





Related work





Associated publication DOI: 10.1016/j.corsci.2026.113708 (linked in “Related identifiers”)



Notes





The primary index key used across tables is map_id (or equivalent site identifier).




Filenames are intentionally fixed to simplify reproducibility and reduce configuration overhead.



ContactLeonardo Bertolucci Coelho (contact person)
DOI: 10.5281/zenodo.18668631
title: Correlative SECCM–SEM/EBSD dataset for 316L pitting: CA traces, descriptors, and imaging tables

description: This record provides the dataset associated with a correlative SECCM–SEM/EBSD study of localized electrochemical activity (chronoamperometry, CA) on 316L stainless steel. The dataset includes raw SECCM CA traces, complementary acquisition parameters, electrochemical descriptor tables, footprint-area estimates used for normalisation, and correlative imaging tables (SEM/EBSD). A derived descriptor table normalised by footprint area is also included.

Main use-case





Reproduce the preprocessing and descriptor extraction workflow used in the study.




Enable re-analysis, benchmarking, and development of alternative descriptor extraction / ML pipelines.




Support correlative analysis between SECCM activity and SEM/EBSD-derived microstructural features.



Files (CSV/TXT)Required by the main notebook workflow:





SS_NaCl_CA_M_1031_C.csv — raw SECCM chronoamperometry (CA) traces.




CA_SECCM_descriptors_area.csv — electrochemical descriptor table derived from the CA traces (non-normalised).




labels.csv — labels used for downstream analysis (e.g., classes/clusters).




SEM_EBSD.csv — SEM-derived table for the region correlated with EBSD.




selected_oval_pixels.csv — footprint (droplet/cell) estimates used to compute footprint area for each site.



Optional / auxiliary:





SS_NaCl_Parameters_M_1031_C.csv — complementary SECCM acquisition/metadata parameters.




ebsd_filtered.csv — EBSD-derived table for the correlated region (processed/filtered).




oxygen_flux.txt — COMSOL FEM table (droplet diameter vs total oxygen flux magnitude).



Derived (generated by the notebook; included for convenience):





CA_SECCM_descriptors_area_normalised.csv — descriptor table normalised by footprint area (per cm²).



How to use





Download this dataset and place the files in a local folder (keep filenames unchanged).




Run the reproducible preprocessing and descriptor extraction notebook from the companion GitHub repository:





GitHub: https://github.com/bcoelho-leonardo/seccm-ebsd-316l-pitting





Related work





Associated publication DOI: 10.1016/j.corsci.2026.113708 (linked in “Related identifiers”)



Notes





The primary index key used across tables is map_id (or equivalent site identifier).




Filenames are intentionally fixed to simplify reproducibility and reduce configuration overhead.



ContactLeonardo Bertolucci Coelho (contact person)
DOI: 10.15468/dl.q88dwm
title: Occurrence Download

description: A dataset containing 19128 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lophocampa Harris, 1841"
 ]
}

 The dataset includes 19128 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177309-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pz8hk
title: Occurrence Download

description: A dataset containing 1762 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Carollia subrufa (Hahn, 1905)"
 ]
}

 The dataset includes 1762 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032113-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vy1gpe
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035619-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bqshgq
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025445-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfuy6m
title: Occurrence Download

description: A dataset containing 458 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Empyreuma Hübner, 1818"
 ]
}

 The dataset includes 458 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177454-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9sf89r
title: Occurrence Download

description: A dataset containing 1119 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia crassicarpa A.Cunn. ex Benth."
 ]
}

 The dataset includes 1119 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032163-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqurjb
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035684-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wcngoh
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025434-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ajx2jz
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048202-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.smrkty
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Composia credula Fabricius, 1775"
 ]
}

 The dataset includes 50 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177326-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xt4v43
title: Occurrence Download

description: A dataset containing 61163 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia dealbata Link"
 ]
}

 The dataset includes 61163 records from 479 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032181-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.