cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.csk4c2
title: Occurrence Download

description: A dataset containing 395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Registros de fauna en el bosque seco tropical en la zona de amortiguación del Parque Nacional Natural Tayrona, Santa Marta, Colombia"
 ]
}

 The dataset includes 395 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045046-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dy3nkg
title: Occurrence Download

description: A dataset containing 2366 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Campylorhynchus gularis P.L.Sclater, 1861"
 ]
}

 The dataset includes 2366 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003467-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgzgk6
title: Occurrence Download

description: A dataset containing 1192133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Lund University Biological Museum - Botanical collection (LD)"
 ]
}

 The dataset includes 1192133 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045026-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.akfbks
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senna polyphylla var. montis-christi H.S.Irwin & Barneby"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003467-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mc6nqz
title: Occurrence Download

description: A dataset containing 15248 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "TaxonKey is Gossypium hirsutum L."
 ]
}

 The dataset includes 15248 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049503-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y1tqai
title: Occurrence Download

description: A dataset containing 14969 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombus occidentalis Greene, 1858"
 ]
}

 The dataset includes 14969 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003468-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8qw4g
title: Occurrence Download

description: A dataset containing 58524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Delphacidae"
 ]
}

 The dataset includes 58524 records from 368 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049539-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m72iei
title: Occurrence Download

description: A dataset containing 7992 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melia azedarach L."
 ]
}

 The dataset includes 7992 records from 293 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003468-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15237353
title: Resolution Enhancement of Scanning Electron Micrographs using AI

description: Microscopic imaging of materials often requires the examination of large sample areas at high magnification to identify and analyse rare structural features. High-resolution imaging in scanning electron microscopy is particularly time-intensive, as images are acquired through sequential scanning of an electron beam across the sample surface. This presents a critical challenge, as researchers must balance imaging speed and resolution while ensuring statistically meaningful observations of sparsely distributed features. To address these challenges, we present a novel resolution enhancement method for electron microscopy based on artificial intelligence. Suitable reference images are selected using vector embeddings and processed by a texture-transformer network. Using a tailored dataset of dual-phase steel micrographs, we demonstrate that our trained network outperforms traditional interpolation methods in both quantitative similarity metrics and crucial material-specific features, such as phase boundaries and microstructural voids. The method’s transferability is validated using micrographs from a 16MnCrS5 case-hardening steel sample. We achieve a 16-fold acceleration through resolution trade-offs between target and recording and additionally propose a scan-enhance-rescan workflow where resolution-enhanced micrographs guide the identification of regions of interest for targeted high-resolution rescanning. We provide quantitative estimates of expected time savings, offering a practical framework for efficient high-resolution microscopy across large areas.

Here we provide the code necessary for training and dataset generation together with the datasets used in the publication. `data` contains all image triplets of high-resolution low-resolution and assigned reference images. In `model` the best performing network weights are supplied. `code` contains the code for network training and evaluation and dataset preparation.
DOI: 10.5281/zenodo.15237354
title: Resolution Enhancement of Scanning Electron Micrographs using AI

description: Microscopic imaging of materials often requires the examination of large sample areas at high magnification to identify and analyse rare structural features. High-resolution imaging in scanning electron microscopy is particularly time-intensive, as images are acquired through sequential scanning of an electron beam across the sample surface. This presents a critical challenge, as researchers must balance imaging speed and resolution while ensuring statistically meaningful observations of sparsely distributed features. To address these challenges, we present a novel resolution enhancement method for electron microscopy based on artificial intelligence. Suitable reference images are selected using vector embeddings and processed by a texture-transformer network. Using a tailored dataset of dual-phase steel micrographs, we demonstrate that our trained network outperforms traditional interpolation methods in both quantitative similarity metrics and crucial material-specific features, such as phase boundaries and microstructural voids. The method’s transferability is validated using micrographs from a 16MnCrS5 case-hardening steel sample. We achieve a 16-fold acceleration through resolution trade-offs between target and recording and additionally propose a scan-enhance-rescan workflow where resolution-enhanced micrographs guide the identification of regions of interest for targeted high-resolution rescanning. We provide quantitative estimates of expected time savings, offering a practical framework for efficient high-resolution microscopy across large areas.

Here we provide the code necessary for training and dataset generation together with the datasets used in the publication. `data` contains all image triplets of high-resolution low-resolution and assigned reference images. In `model` the best performing network weights are supplied. `code` contains the code for network training and evaluation and dataset preparation.
DOI: 10.13140/rg.2.2.14123.77605
title: 330 Sequenced Cases as of 02DEC2021 VOC Omicron GR/484A (B.1.1.529) First Detected Botswana/Hong Kong/South Africa - now including Italy/Israel/Belgium/Australia/England/Austria/Canada/Netherlands/Germany/Réunion/Spain/Czech Republic/Sweden/Scotland/Portugal/Brazil/Ghana/Belgium/Japan/Ireland/South Korea/India/Norway/and the USA
DOI: 10.5517/ccrzvj2
title: CCDC 714845: Experimental Crystal Structure Determination

description: Related Article: J.P.Das, H.Chechik, I.Marek|2009|Nature Chemistry|1|128|doi:10.1038/nchem.131
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/ccs75gm
title: CCDC 721880: Experimental Crystal Structure Determination

description: Related Article: Sungwook Choi, A.Isaacs, D.Clements, Dahui Liu, Hyemin Kim, R.W.Scott, J.D.Winkler, W.F.DeGrado|2009|Proc.Nat.Acad.Sci.USA|106|6968|doi:10.1073/pnas.0811818106
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/ccrzvk3
title: CCDC 714846: Experimental Crystal Structure Determination

description: Related Article: J.P.Das, H.Chechik, I.Marek|2009|Nature Chemistry|1|128|doi:10.1038/nchem.131
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/ccrp22k
title: CCDC 705438: Experimental Crystal Structure Determination

description: Related Article: D.Gonzalez-Rodriguez, J.L.J.van Dongen, M.Lutz, A.L.Spek, A.P.H.J.Schenning, E.W.Meijer|2009|Nature Chemistry|1|151|doi:10.1038/nchem.177
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/ccrvvv8
title: CCDC 711011: Experimental Crystal Structure Determination

description: Related Article: Dong Wang, E.R.Farquhar, A.Stubna, E.Munck, L.Que Junior|2009|Nature Chemistry|1|145|doi:10.1038/nchem.162
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: 10.13140/rg.2.2.33889.43369
title: Infectious Diseases 21-12-03
DOI: 10.5517/ccrvbvr
title: CCDC 710515: Experimental Crystal Structure Determination

description: Related Article: T.K.Ronson, J.Fisher, L.P.Harding, P.Rizkallah, J.E.Warren, M.J.Hardie|2009|Nature Chemistry|1|212|doi:10.1038/nchem.213
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/ccrp8rf
title: CCDC 705645: Experimental Crystal Structure Determination

description: Related Article: M.Gobel, B.H.Tchitchanov, J.S.Murray, P.Politzer, T.M.Klapotke|2009|Nature Chemistry|1|229|doi:10.1038/nchem.179
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/ccs9qkb
title: CCDC 724332: Experimental Crystal Structure Determination

description: Related Article: A.Michrowska, B.List|2009|Nature Chemistry|1|225|doi:10.1038/nchem.215
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/ccryd9c
title: CCDC 713443: Experimental Crystal Structure Determination

description: Related Article: F.A.Khan, C.Sudheer|2009|Adv.Synth.Catal.|351|939|doi:10.1002/adsc.200900042
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/ccsm6yj
title: CCDC 733458: Experimental Crystal Structure Determination

description: Related Article: Jasmina Hafizovic Cavka, Søren Jakobsen, Unni Olsbye, Nathalie Guillou, Carlo Lamberti, Silvia Bordiga, Karl Petter Lillerud|2008|J.Am.Chem.Soc.|130|13850|doi:10.1021/ja8057953
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/ccrytvb
title: CCDC 713863: Experimental Crystal Structure Determination

description: Related Article: C.Alonso-Moreno, F.Carrillo-Hermosilla, J.Romero-Fernandez, A.M.Rodriguez, A.Otero, A.Antinolo|2009|Adv.Synth.Catal.|351|881|doi:10.1002/adsc.200800786
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/j95r2t
title: Herbarium of the Fabaceae family North Kazakhstan University named after Manash Kozybayev (SQU)

description: The dataset contains records of plant species from the Fabaceae family collected in the Kyzylzhar District, North Kazakhstan Region.
DOI: 10.5517/ccrytwc
title: CCDC 713864: Experimental Crystal Structure Determination

description: Related Article: C.Alonso-Moreno, F.Carrillo-Hermosilla, J.Romero-Fernandez, A.M.Rodriguez, A.Otero, A.Antinolo|2009|Adv.Synth.Catal.|351|881|doi:10.1002/adsc.200800786
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/ccrytxd
title: CCDC 713865: Experimental Crystal Structure Determination

description: Related Article: C.Alonso-Moreno, F.Carrillo-Hermosilla, J.Romero-Fernandez, A.M.Rodriguez, A.Otero, A.Antinolo|2009|Adv.Synth.Catal.|351|881|doi:10.1002/adsc.200800786
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: 10.13140/rg.2.2.12590.23365
title: Sample of Correlation between cryptoasset (BTC) and stock (TA Win Holdings Berhad).
DOI: 10.5517/ccr46vx
title: CCDC 689249: Experimental Crystal Structure Determination

description: Related Article: M.A.Galindo, D.Amantia, W.Clegg, R.W.Harrington, R.J.Eyre, J.P.Goss, P.R.Briddon, W.McFarlane, A.Houlton|2009|Chem.Commun.||2833|doi:10.1039/b817329j
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/ccrv3m9
title: CCDC 710291: Experimental Crystal Structure Determination

description: Related Article: T.C.Stamatatos, A.Vinslava, K.A.Abboud, G.Christou|2009|Chem.Commun.||2839|doi:10.1039/b902016k
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.pjn9bt
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Observation, Human Observation)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Cervus canadensis",
 "Year 2000-2025"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042499-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccrv3nb
title: CCDC 710292: Experimental Crystal Structure Determination

description: Related Article: T.C.Stamatatos, A.Vinslava, K.A.Abboud, G.Christou|2009|Chem.Commun.||2839|doi:10.1039/b902016k
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/ccs8g9s
title: CCDC 723115: Experimental Crystal Structure Determination

description: Related Article: B.M.Gardner, J.McMaster, W.Lewis, S.T.Liddle|2009|Chem.Commun.||2851|doi:10.1039/b906554g
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/ccs8gbt
title: CCDC 723116: Experimental Crystal Structure Determination

description: Related Article: B.M.Gardner, J.McMaster, W.Lewis, S.T.Liddle|2009|Chem.Commun.||2851|doi:10.1039/b906554g
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/ccs59x4
title: CCDC 720096: Experimental Crystal Structure Determination

description: Related Article: T.S.Navale, Linyi Zhai, S.V.Lindeman, R.Rathore|2009|Chem.Commun.||2857|doi:10.1039/b903133b
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: 10.13140/rg.2.2.36052.12160
title: Muslim Religious militancy in punjab province of pakistan .a historic analysis
DOI: 10.5517/ccs00rj
title: CCDC 715007: Experimental Crystal Structure Determination

description: Related Article: I.O.Koshevoy, Yi-Chih Lin, A.J.Karttunen, M.Haukka, Pi-Tai Chou, S.P.Tunik, T.A.Pakkanen|2009|Chem.Commun.||2860|doi:10.1039/b901893j
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/ccs59y5
title: CCDC 720097: Experimental Crystal Structure Determination

description: Related Article: T.S.Navale, Linyi Zhai, S.V.Lindeman, R.Rathore|2009|Chem.Commun.||2857|doi:10.1039/b903133b
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: 10.13140/rg.2.2.14451.45606
title: Certificate of Partecipation in the International Webinar "Daya Krishna and Contemporary Indian Philosophy", organised by Raffles University Neemrana in collaboration with Swadhyaya Sahachkara (Circle for Creative Co-Learning), and Vishwaneedam Center for Asian Blossoming, Puducherry and Chennai on November 21, 2021
DOI: 10.5517/ccrvn9j
title: CCDC 710808: Experimental Crystal Structure Determination

description: Related Article: T.D.Nixon, L.D.Dingwall, J.M.Lynam, A.C.Whitwood|2009|Chem.Commun.||2890|doi:10.1039/b821671a
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.