cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60712/si-id110030.2
title: StrainInfo SI-ID 110030.2

description: StrainInfo dataset 110030 about a strain of Metamycoplasma hominis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110031.3
title: StrainInfo SI-ID 110031.3

description: StrainInfo dataset 110031 about a strain of Lactobacillus jensenii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110032.2
title: StrainInfo SI-ID 110032.2

description: StrainInfo dataset 110032 about a strain of Lactobacillus jensenii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110033.2
title: StrainInfo SI-ID 110033.2

description: StrainInfo dataset 110033 about a strain of Lactobacillus mulieris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110034.2
title: StrainInfo SI-ID 110034.2

description: StrainInfo dataset 110034 about a strain of Lactobacillus jensenii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110035.2
title: StrainInfo SI-ID 110035.2

description: StrainInfo dataset 110035 about a strain of Lactobacillus jensenii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110036.2
title: StrainInfo SI-ID 110036.2

description: StrainInfo dataset 110036 about a strain of Lactobacillus jensenii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110037.2
title: StrainInfo SI-ID 110037.2

description: StrainInfo dataset 110037 about a strain of Lactobacillus jensenii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110038.2
title: StrainInfo SI-ID 110038.2

description: StrainInfo dataset 110038 about a strain of Lactobacillus crispatus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110039.2
title: StrainInfo SI-ID 110039.2

description: StrainInfo dataset 110039 about a strain of Schaalia turicensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110040.2
title: StrainInfo SI-ID 110040.2

description: StrainInfo dataset 110040 about a strain of Corynebacterium tuberculostearicum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110041.2
title: StrainInfo SI-ID 110041.2

description: StrainInfo dataset 110041 about a strain of Enterocloster clostridioformis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110042.2
title: StrainInfo SI-ID 110042.2

description: StrainInfo dataset 110042 about a strain of Staphylococcus aureus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110043.2
title: StrainInfo SI-ID 110043.2

description: StrainInfo dataset 110043 about a strain of Listeria innocua. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110045.2
title: StrainInfo SI-ID 110045.2

description: StrainInfo dataset 110045 about a strain of Peptostreptococcus anaerobius. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.5517/ccdc.csd.cc2hp7t8
title: CCDC 2314330: Experimental Crystal Structure Determination

description: Related Article: Chandrakant Nichinde, Meema Bhati, Amardipsing Girase, Baliram Patil, Suryakant Chaudhari, Rama Krishana Gamidi, Kavita Joshi, Anil Kisan Kinage|2024|Eur.J.Org.Chem.|27|e202401121|doi:10.1002/ejoc.202401121
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.cc2hp7v9
title: CCDC 2314331: Experimental Crystal Structure Determination

description: Related Article: Chandrakant Nichinde, Meema Bhati, Amardipsing Girase, Baliram Patil, Suryakant Chaudhari, Rama Krishana Gamidi, Kavita Joshi, Anil Kisan Kinage|2024|Eur.J.Org.Chem.|27|e202401121|doi:10.1002/ejoc.202401121
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: 10.60712/si-id110047.2
title: StrainInfo SI-ID 110047.2

description: StrainInfo dataset 110047 about a strain of Sutterella wadsworthensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.5517/ccdc.csd.cc2hp7wb
title: CCDC 2314332: Experimental Crystal Structure Determination

description: Related Article: Chandrakant Nichinde, Meema Bhati, Amardipsing Girase, Baliram Patil, Suryakant Chaudhari, Rama Krishana Gamidi, Kavita Joshi, Anil Kisan Kinage|2024|Eur.J.Org.Chem.|27|e202401121|doi:10.1002/ejoc.202401121
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.cc2j6fnv
title: CCDC 2329887: Experimental Crystal Structure Determination

description: Related Article: Chandrakant Nichinde, Meema Bhati, Amardipsing Girase, Baliram Patil, Suryakant Chaudhari, Rama Krishana Gamidi, Kavita Joshi, Anil Kisan Kinage|2024|Eur.J.Org.Chem.|27|e202401121|doi:10.1002/ejoc.202401121
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: 10.60712/si-id110048.2
title: StrainInfo SI-ID 110048.2

description: StrainInfo dataset 110048 about a strain of Micromonas micra. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110049.2
title: StrainInfo SI-ID 110049.2

description: StrainInfo dataset 110049 about a strain of Clostridium septicum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.5517/ccdc.csd.cc2jljth
title: CCDC 2341517: Experimental Crystal Structure Determination

description: Related Article: Man‐Hang Feng, Da‐Qing Chen, Shu‐Ji Gao, Danhua Ge, Xiaojun Chen, Mengtao Ma, Zhi‐Liang Shen, Xue‐Qiang Chu|2025|Chem.-Eur.J.|31|e202404324|doi:10.1002/chem.202404324
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: 10.60712/si-id110050.2
title: StrainInfo SI-ID 110050.2

description: StrainInfo dataset 110050 about a strain of Bifidobacterium dentium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.5517/ccdc.csd.cc2jy8kb
title: CCDC 2351832: Experimental Crystal Structure Determination

description: Related Article: Aditesh Mondal, Kevin Breitwieser, Sergi Danés, Annette Grünwald, Frank W. Heinemann, Bernd Morgenstern, Frank Müller, Michael Haumann, Maximilian Schütze, Dustin Kass, Kallol Ray, Dominik Munz|2025|Angew.Chem.,Int.Ed.|64|e202418738|doi:10.1002/anie.202418738
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: 10.60712/si-id110051.2
title: StrainInfo SI-ID 110051.2

description: StrainInfo dataset 110051 about a strain of Bordetella bronchiseptica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110052.2
title: StrainInfo SI-ID 110052.2

description: StrainInfo dataset 110052 about a strain of Eikenella corrodens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.5517/ccdc.csd.cc2kjbdv
title: CCDC 2369187: Experimental Crystal Structure Determination

description: Related Article: Marcos V. Palmeira-Mello, Pierre Mesdom, Pierre Burckel, Samia Hidalgo Olivier Blacque Gilles Gasser, Alzir A. Batista
|2025|ChemBioChem|26|e202400734|doi:10.1002/cbic.202400734
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.cc2kjbfw
title: CCDC 2369188: Experimental Crystal Structure Determination

description: Related Article: Marcos V. Palmeira-Mello, Pierre Mesdom, Pierre Burckel, Samia Hidalgo Olivier Blacque Gilles Gasser, Alzir A. Batista
|2025|ChemBioChem|26|e202400734|doi:10.1002/cbic.202400734
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: 10.60712/si-id110053.2
title: StrainInfo SI-ID 110053.2

description: StrainInfo dataset 110053 about a strain of Trichophyton verrucosum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110054.2
title: StrainInfo SI-ID 110054.2

description: StrainInfo dataset 110054 about a strain of Achromobacter xylosoxidans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.5517/ccdc.csd.cc2kjbgx
title: CCDC 2369189: Experimental Crystal Structure Determination

description: Related Article: Marcos V. Palmeira-Mello, Pierre Mesdom, Pierre Burckel, Samia Hidalgo Olivier Blacque Gilles Gasser, Alzir A. Batista
|2025|ChemBioChem|26|e202400734|doi:10.1002/cbic.202400734
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.cc2kjbhy
title: CCDC 2369190: Experimental Crystal Structure Determination

description: Related Article: Marcos V. Palmeira-Mello, Pierre Mesdom, Pierre Burckel, Samia Hidalgo Olivier Blacque Gilles Gasser, Alzir A. Batista
|2025|ChemBioChem|26|e202400734|doi:10.1002/cbic.202400734
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: 10.60712/si-id110055.2
title: StrainInfo SI-ID 110055.2

description: StrainInfo dataset 110055 about a strain of Actinotignum schaalii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.5281/zenodo.14961791
title: Data and code associated with "Marine heatwaves and iceberg melting in polar areas intensify phytoplankton blooms"

description: This record contains two sets of files related to the paper "Marine heatwaves and iceberg melting in polar areas intensify phytoplankton blooms";



The processed data (IPSL-CM6A-LR.zip, UKESM2-0-LL.zip, CESM2.zip, GISS-E2-1-G.zip, CNRM-ESM2-1.zip and Training Datasets.zip)  used in the training and evaluation of the proposed model (Figure 5a-5c in the manuscript).

The source code used in the training and analysis described in the paper.


These two sets of files are described further in the sections below.

1. The processed data generated by Earth system models

The seawater data are based on the last 5 years of monthly historical data generated by 5 different Earth system models (ESMs, source IDs: IPSL-CM6A-LR, CESM2, CNRM-ESM2-1, GISS-E2-1-G, IPSL-CM6A-LR, UKEMS1-0-LL; ESGF MetaGrid (llnl.gov)) from 2010 to 2014 within CMIP6, supplemented by the sea ice concentration (product name: HadISST1, Met Office Hadley Centre observations datasets), MHWs occurrence probability (Marine Heatwaves: NOAA Physical Sciences Laboratory), and two different datasets for model validation and uncertainty assessments (Ocean Productivity: Online VGPM Data (oregonstate.edu) and Global Ocean Colour (Copernicus-GlobColour), Bio-Geo-Chemical, L4 (monthly and interpolated) from Satellite Observations (1997–ongoing) | Copernicus Marine Service). The data processing methods are detailed in the paper.



The features of above processed data are as follows:




Spatial information


longitude (lon) and latitude (lat)





Climatic factors



partial pressure of carbon dioxide in surface seawater (spCO2)



Seawater conditions


seawater surface temperature (SST), hydrogen potential (pH); dissolved iron (Fe), dissolved oxygen (O2), silicate (SiO3), nitrate (NO3), phosphate (PO4), dissolved organic carbon (DOC), ammonium () levels and salinity (SAL)



Phytoplankton properties


chlorophyll a (Chla), iron limitation of diatom growth (LimFe), limitation of diatom growth due to solar irradiance (Limirr), and particulate organic matter concentration presented as the carbon content in seawater due to net primary productivity (NPP)



Additional indicators


sea ice concentration (SIC) and marine heatwave occurrence probability (mhw_probability)




Note that, NPP is the target variable for training, and the remaining seawater factors are feature variables for screening and training.


2. Methods and model

The source code includes data cleaning (Assembled Outlier Detection.py), feature contribution evaluation (Spearman-LASSO coefficient), optimized base learners (RF-HHO.py, XGB-HHO.py and CNN-HHO.py) and super learner (SuperLearner.py).
DOI: 10.5517/ccdc.csd.cc2km88r
title: CCDC 2372004: Experimental Crystal Structure Determination

description: Related Article: Aditesh Mondal, Kevin Breitwieser, Sergi Danés, Annette Grünwald, Frank W. Heinemann, Bernd Morgenstern, Frank Müller, Michael Haumann, Maximilian Schütze, Dustin Kass, Kallol Ray, Dominik Munz|2025|Angew.Chem.,Int.Ed.|64|e202418738|doi:10.1002/anie.202418738
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.cc2km89s
title: CCDC 2372005: Experimental Crystal Structure Determination

description: Related Article: Aditesh Mondal, Kevin Breitwieser, Sergi Danés, Annette Grünwald, Frank W. Heinemann, Bernd Morgenstern, Frank Müller, Michael Haumann, Maximilian Schütze, Dustin Kass, Kallol Ray, Dominik Munz|2025|Angew.Chem.,Int.Ed.|64|e202418738|doi:10.1002/anie.202418738
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: 10.60712/si-id110056.2
title: StrainInfo SI-ID 110056.2

description: StrainInfo dataset 110056 about a strain of Actinotignum schaalii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110057.2
title: StrainInfo SI-ID 110057.2

description: StrainInfo dataset 110057 about a strain of Actinotignum schaalii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.5281/zenodo.14961790
title: Data and code associated with "Marine heatwaves and iceberg melting in polar areas intensify phytoplankton blooms"

description: This record contains two sets of files related to the paper "Marine heatwaves and iceberg melting in polar areas intensify phytoplankton blooms";



The processed data (IPSL-CM6A-LR.zip, UKESM2-0-LL.zip, CESM2.zip, GISS-E2-1-G.zip, CNRM-ESM2-1.zip and Training Datasets.zip)  used in the training and evaluation of the proposed model (Figure 5a-5c in the manuscript).

The source code used in the training and analysis described in the paper.


These two sets of files are described further in the sections below.

1. The processed data generated by Earth system models

The seawater data are based on the last 5 years of monthly historical data generated by 5 different Earth system models (ESMs, source IDs: IPSL-CM6A-LR, CESM2, CNRM-ESM2-1, GISS-E2-1-G, IPSL-CM6A-LR, UKEMS1-0-LL; ESGF MetaGrid (llnl.gov)) from 2010 to 2014 within CMIP6, supplemented by the sea ice concentration (product name: HadISST1, Met Office Hadley Centre observations datasets), MHWs occurrence probability (Marine Heatwaves: NOAA Physical Sciences Laboratory), and two different datasets for model validation and uncertainty assessments (Ocean Productivity: Online VGPM Data (oregonstate.edu) and Global Ocean Colour (Copernicus-GlobColour), Bio-Geo-Chemical, L4 (monthly and interpolated) from Satellite Observations (1997–ongoing) | Copernicus Marine Service). The data processing methods are detailed in the paper.



The features of above processed data are as follows:




Spatial information


longitude (lon) and latitude (lat)





Climatic factors



partial pressure of carbon dioxide in surface seawater (spCO2)



Seawater conditions


seawater surface temperature (SST), hydrogen potential (pH); dissolved iron (Fe), dissolved oxygen (O2), silicate (SiO3), nitrate (NO3), phosphate (PO4), dissolved organic carbon (DOC), ammonium () levels and salinity (SAL)



Phytoplankton properties


chlorophyll a (Chla), iron limitation of diatom growth (LimFe), limitation of diatom growth due to solar irradiance (Limirr), and particulate organic matter concentration presented as the carbon content in seawater due to net primary productivity (NPP)



Additional indicators


sea ice concentration (SIC) and marine heatwave occurrence probability (mhw_probability)




Note that, NPP is the target variable for training, and the remaining seawater factors are feature variables for screening and training.


2. Methods and model

The source code includes data cleaning (Assembled Outlier Detection.py), feature contribution evaluation (Spearman-LASSO coefficient), optimized base learners (RF-HHO.py, XGB-HHO.py and CNN-HHO.py) and super learner (SuperLearner.py).
DOI: 10.60712/si-id110058.2
title: StrainInfo SI-ID 110058.2

description: StrainInfo dataset 110058 about a strain of Arcanobacterium phocae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110059.2
title: StrainInfo SI-ID 110059.2

description: StrainInfo dataset 110059 about a strain of Atopobacter phocae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110060.2
title: StrainInfo SI-ID 110060.2

description: StrainInfo dataset 110060 about a strain of Arcanobacterium phocae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110061.2
title: StrainInfo SI-ID 110061.2

description: StrainInfo dataset 110061 about a strain of Arcanobacterium phocae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110062.2
title: StrainInfo SI-ID 110062.2

description: StrainInfo dataset 110062 about a strain of Arcanobacterium phocae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id110063.2
title: StrainInfo SI-ID 110063.2

description: StrainInfo dataset 110063 about a strain of Veillonella parvula. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.