cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17188569
title: Synchronized Cloud Classification Dataset from FY4A Multispectral Observations with Himawari-8 Labels

description: SynCloud-FY4A is a benchmark dataset for cloud classification constructed from FY-4A AGRI multispectral observations with labels derived from Himawari-8 L2 cloud classification products. Covering the region from 5°N–45°N and 90°E–130°E over 2018–2023, the dataset includes 12,000 collocated pairs of FY-4A inputs and Himawari-8 labels. After preprocessing (radiometric calibration, parallax and geometric correction, projection matching), the data are provided at a 0.05°×0.05° grid resolution, resulting in images of size 800×800 (40°×40°). Users can further process these data according to their research needs. In our cloud classification experiments, the original images were cropped into patches of 224×224 for network training. The Himawari-8 products distinguish nine cloud types (Ci, Cs, Dc, Ac, As, Ns, Cu, Sc, St), serving as reliable annotations. This dataset can be widely used for satellite-based cloud classification, meteorological forecasting, and climate studies.



Original Data Sources:



FY4A AGRI L1: https://satellite.nsmc.org.cn/dataportal/cn/home/index.html


          Example: FY4A-_AGRI--_N_DISK_1047E_L1-_FDI-_MULT_NOM_20190101000000_20190101001459_4000M_V0001.HDF



Himawari-8 L2: https://www.eorc.jaxa.jp/ptree/


          Example: NC_H08_20190101_0000_L2CLP010_FLDK.02401_02401.nc

Dataset Structure:

data/

|-- images/

    |-- training/

    |-- test/

|-- annotations/

   |-- training/

   |-- test/

Data Processing:



Preprocessing: Radiometric calibration, parallax correction, geometric correction, projection transformation, and spatiotemporal matching.

Dataset Split: Randomly divided into training and test sets (ratio 9:1).

Model Training: Used for training the cloud classification network proposed in the associated study, as well as baseline comparison networks.

Model Testing & Evaluation: Performance validated using the test set.


Usage Notes:



After extracting the archive, files starting with himawari-8 contain cloud-type labels, and files starting with fy4a contain multispectral observations. Users should organize observation and label data into their respective directories and run the dataset split script. Training data should be saved under ../images/training/ and labels under ../annotations/training/; similarly for the test set.

Currently, only 2019 FY4A observations and Himawari-8 labels are included. Data from other years will be uploaded gradually and linked to this dataset.
DOI: 10.6084/m9.figshare.30020233
title: identified virus

description: virus in MAGs
DOI: 10.6084/m9.figshare.30020233.v1
title: identified virus

description: virus in MAGs
DOI: 10.5517/ccdc.csd.cc28r5bk
title: CCDC 2107638: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r5cl
title: CCDC 2107639: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r5dm
title: CCDC 2107640: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r5fn
title: CCDC 2107641: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r5gp
title: CCDC 2107642: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r5hq
title: CCDC 2107643: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r5jr
title: CCDC 2107644: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r5ks
title: CCDC 2107645: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r5lt
title: CCDC 2107646: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r5mv
title: CCDC 2107647: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r5nw
title: CCDC 2107648: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r5px
title: CCDC 2107649: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r5qy
title: CCDC 2107650: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r7cn
title: CCDC 2107701: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r6w4
title: CCDC 2107686: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r6x5
title: CCDC 2107687: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r6y6
title: CCDC 2107688: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28r6z7
title: CCDC 2107689: Experimental Crystal Structure Determination

description: Related Article: Fernando Casas|2021|CSD Communication|||
description: Related Article: Fernando Casas|2021|Thesis|27838||doi:10.3929/ethz-b-000542248
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mr83s
title: CCDC 2435425: Experimental Crystal Structure Determination

description: Related Article: Jiang Peng, Jieting He|2025|Cryst.Growth Des.|25|7457|doi:10.1021/acs.cgd.5c00531
description: Related Article: jiang Peng|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mr8rf
title: CCDC 2435445: Experimental Crystal Structure Determination

description: Related Article: Jiang Peng, Jieting He|2025|Cryst.Growth Des.|25|7457|doi:10.1021/acs.cgd.5c00531
description: Related Article: jiang Peng|2025|CSD Communication|||
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: 10.25505/fiz.icsd.cc2m28tt
title: CSD 2415266: Experimental Crystal Structure Determination

description: Related Article: Habiba Binte Kashem, Hunter B. Tisdale, Hans-Conrad zur Loye|2025|Inorg.Chem.|64|18799|doi:10.1021/acs.inorgchem.5c02443
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2m28vv
title: CSD 2415267: Experimental Crystal Structure Determination

description: Related Article: Habiba Binte Kashem, Hunter B. Tisdale, Hans-Conrad zur Loye|2025|Inorg.Chem.|64|18799|doi:10.1021/acs.inorgchem.5c02443
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2m28ww
title: CSD 2415268: Experimental Crystal Structure Determination

description: Related Article: Habiba Binte Kashem, Hunter B. Tisdale, Hans-Conrad zur Loye|2025|Inorg.Chem.|64|18799|doi:10.1021/acs.inorgchem.5c02443
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2m28xx
title: CSD 2415269: Experimental Crystal Structure Determination

description: Related Article: Habiba Binte Kashem, Hunter B. Tisdale, Hans-Conrad zur Loye|2025|Inorg.Chem.|64|18799|doi:10.1021/acs.inorgchem.5c02443
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2n8yzw
title: CSD 2451479: Experimental Crystal Structure Determination

description: Related Article: Habiba Binte Kashem, Hunter B. Tisdale, Hans-Conrad zur Loye|2025|Inorg.Chem.|64|18799|doi:10.1021/acs.inorgchem.5c02443
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2n8z0y
title: CSD 2451480: Experimental Crystal Structure Determination

description: Related Article: Habiba Binte Kashem, Hunter B. Tisdale, Hans-Conrad zur Loye|2025|Inorg.Chem.|64|18799|doi:10.1021/acs.inorgchem.5c02443
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.30193804
title: NMR Characterization of DV18 and YF14 Peptides and Their Mixtures

description: NMR Characterization of DV18 and YF14 Peptides and Their Mixtures
DOI: 10.6084/m9.figshare.30193804.v1
title: NMR Characterization of DV18 and YF14 Peptides and Their Mixtures

description: NMR Characterization of DV18 and YF14 Peptides and Their Mixtures
DOI: 10.34847/nkl.58147mf7
title: Thésaurus "Paysage" d'ArkeoGIS-ArkeOpen
DOI: 10.34847/nkl.3f9brl3c
title: Thésaurus "Production" d'ArkeoGIS-ArkeOpen
DOI: 10.15468/dd.r6zmuh
title: Dataset generated from Esri tool

description: Derived dataset generated by Esri geoprocessing tool using GBIF API
DOI: 10.6084/m9.figshare.30194719
title: Neural data for testing continuous variable decoding.

description: Data files used for demonstrating custom neural decoder usage: https://github.com/Elsayedaa/CEDecoder
DOI: 10.6084/m9.figshare.30194719.v1
title: Neural data for testing continuous variable decoding.

description: Data files used for demonstrating custom neural decoder usage: https://github.com/Elsayedaa/CEDecoder
DOI: 10.5281/zenodo.17189289
title: SARS-CoV-2 Infektionen in Deutschland

description: Im Datensatz "SARS-CoV-2 Infektionen in Deutschland" des Robert Koch-Instituts werden die Daten basierend auf Meldungen zu SARS-CoV-2 Infektionen nach dem Infektionsschutzgesetz (IfSG) bereitgestellt. Darin enthalten sind Informationen auf Landkreisebene zu bestätigten Infektionen, Todesfällen und Genesungen, differenziert nach Altersgruppen und Geschlecht. Diese Daten dienen als Grundlage für epidemiologische Bewertungen und gesundheitspolitische Maßnahmen.
DOI: 10.5281/zenodo.17189101
title: BreastDCEDL_AMBL: Curated Breast DCE-MRI Dataset

description: BreastDCEDL_AMBL DCE MRI Dataset





88 patients




132 lesions




78 Malignant lesions




54 Bening lesions




Full segmentation
DOI: 10.5281/zenodo.17188734
title: A Time-Series Image Dataset of Hepatitis B Virus (HBV) Lateral Flow Assays for AI-based Quantitative Analysis

description: This dataset contains time-series images of the test line (T-line) from Lateral Flow Assays (LFAs) for the detection of Hepatitis B Virus (HBV). It was developed to train and validate the RAD-LFA (Rapid and Accurate Deep learning-based quantitative Lateral Flow Assay) model, an AI-enhanced method for rapid and quantitative point-of-care testing. The dataset includes 233 samples derived from 150 patients, covering a wide range of analyte concentrations, including both positive and negative samples. These samples were used in a clinical blind test to evaluate the performance of the RAD-LFA model against human readers.

Please refer to README.md for more details.
DOI: 10.5281/zenodo.17188735
title: A Time-Series Image Dataset of Hepatitis B Virus (HBV) Lateral Flow Assays for AI-based Quantitative Analysis

description: This dataset contains time-series images of the test line (T-line) from Lateral Flow Assays (LFAs) for the detection of Hepatitis B Virus (HBV). It was developed to train and validate the RAD-LFA (Rapid and Accurate Deep learning-based quantitative Lateral Flow Assay) model, an AI-enhanced method for rapid and quantitative point-of-care testing. The dataset includes 233 samples derived from 150 patients, covering a wide range of analyte concentrations, including both positive and negative samples. These samples were used in a clinical blind test to evaluate the performance of the RAD-LFA model against human readers.

Please refer to README.md for more details.
DOI: 10.34740/kaggle/dsv/13154095
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17189324
title: Palm Kernel Quality Data
DOI: 10.5281/zenodo.17189325
title: Palm Kernel Quality Data
DOI: 10.5281/zenodo.17189351
title: COVID-19-Hospitalisierungen in Deutschland

description: Im Datensatz "COVID-19-Hospitalisierungen in Deutschland" des Robert Koch-Institutswerden täglich aktualisierte Informationen zu Hospitalisierungen im Zusammenhang mit COVID-19 basierend auf den Meldungen nach dem Infektionsschutzgesetz (IfSG) bereitgestellt. Neben tagesaktuellen Fallzahlen und Inzidenzen auf Bundes- und Länderebene enthält der Datensatz auch modellgestützte Schätzungen verzögert gemeldeter Hospitalisierungen mittels Nowcasting. Ziel ist es, die tatsächliche Belastung des Gesundheitssystems durch COVID-19 besser abzubilden, insbesondere durch die Berechnung adjustierter 7-Tage-Hospitalisierungsinzidenzen.
DOI: 10.5281/zenodo.17189382
title: SEAMM Package List

description: The package list for the SEAMM environment, also complete conda environment files with and without the version pinned.