cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30024235
title: <b>Code and derived data for</b><b>Training Sample Location Matters: Accuracy Impacts in LULC Classification</b>

description: This repository contains the analysis code and derived outputs for the study <i>“Training Sample Location Matters: Accuracy Impacts in LULC Classification”</i>. The workflow was implemented in Google Earth Engine (JavaScript API) and replicated in Python notebooks (Jupyter/Kaggle) for reproducibility.The code executes a reproducible Land Use and Land Cover (LULC) classification workflow over the Ferizaj region (Kosovo), using both PlanetScope (3 m) and SkySat (0.5–0.8 m) imagery (licensed data).<br>ContentsGEE scripts (<code>.js</code>): segmentation, training/validation sample handling, Random Forest (RF) and CART classifiers, accuracy assessment, misclassification flows, and buffer-based validation.Python/Kaggle notebooks (<code>.ipynb</code>): reproducibility pipeline for accuracy metrics and statistical analysis.Derived data products (<code>.csv</code>, <code>.tif</code>): accuracy tables, confusion matrices, and misclassification flow datasets generated by the experiments.README file: instructions on how to replace placeholders with private Planet assets and run the code in Google Earth Engine.Data AccessRaw PlanetScope and SkySat imagery cannot be shared publicly due to Planet Labs licensing restrictions.Derived LULC maps, metrics tables, and flows are provided here to support reproducibility of the results.<br>
DOI: 10.6084/m9.figshare.30024235.v1
title: <b>Code and derived data for</b><b>Training Sample Location Matters: Accuracy Impacts in LULC Classification</b>

description: This repository contains the analysis code and derived outputs for the study <i>“Training Sample Location Matters: Accuracy Impacts in LULC Classification”</i>. The workflow was implemented in Google Earth Engine (JavaScript API) and replicated in Python notebooks (Jupyter/Kaggle) for reproducibility.The code executes a reproducible Land Use and Land Cover (LULC) classification workflow over the Ferizaj region (Kosovo), using both PlanetScope (3 m) and SkySat (0.5–0.8 m) imagery (licensed data).<br>ContentsGEE scripts (<code>.js</code>): segmentation, training/validation sample handling, Random Forest (RF) and CART classifiers, accuracy assessment, misclassification flows, and buffer-based validation.Python/Kaggle notebooks (<code>.ipynb</code>): reproducibility pipeline for accuracy metrics and statistical analysis.Derived data products (<code>.csv</code>, <code>.tif</code>): accuracy tables, confusion matrices, and misclassification flow datasets generated by the experiments.README file: instructions on how to replace placeholders with private Planet assets and run the code in Google Earth Engine.Data AccessRaw PlanetScope and SkySat imagery cannot be shared publicly due to Planet Labs licensing restrictions.Derived LULC maps, metrics tables, and flows are provided here to support reproducibility of the results.<br>
DOI: 10.5281/zenodo.17014352
title: Ex vivo Perturb-seq under myeloid differentiation conditions

description: Perturb-seq data from cells cultured under myeloid differentiation conditions.Growth : 4 days. The medium was IMDM (Thermo Fisher Scientific), 20% FCS (Thermo Fisher Scientific), 1% penicillin-streptomycin-glutamine (Gibco), 10 ng ml−1 mouse GM-CSF (PeproTech), 10 ng ml−1 mouse SCF (PeproTech), 5 ng ml−1 mouse G-CSF (PeproTech), 5 ng ml−1 mouse interleukin-3 (IL-3) (PeproTech), 5 ng ml−1 mouse interleukin-6 (IL-6) (PeproTech), 5 ng ml−1 mouse interleukin-5 (IL-5) (PeproTech), 5 ng ml−1 mouse Flt3L (PeproTech), 2 ng ml−1 mouse TPO (PeproTech) and 2 U ml−1 Epo (R&D Systems)
DOI: 10.5281/zenodo.17014353
title: Ex vivo Perturb-seq under myeloid differentiation conditions

description: Perturb-seq data from cells cultured under myeloid differentiation conditions.Growth : 4 days. The medium was IMDM (Thermo Fisher Scientific), 20% FCS (Thermo Fisher Scientific), 1% penicillin-streptomycin-glutamine (Gibco), 10 ng ml−1 mouse GM-CSF (PeproTech), 10 ng ml−1 mouse SCF (PeproTech), 5 ng ml−1 mouse G-CSF (PeproTech), 5 ng ml−1 mouse interleukin-3 (IL-3) (PeproTech), 5 ng ml−1 mouse interleukin-6 (IL-6) (PeproTech), 5 ng ml−1 mouse interleukin-5 (IL-5) (PeproTech), 5 ng ml−1 mouse Flt3L (PeproTech), 2 ng ml−1 mouse TPO (PeproTech) and 2 U ml−1 Epo (R&D Systems)
DOI: 10.5281/zenodo.16986006
title: DNA modifications impact natural transformation of Acinetobacter baumannii - new version (Sept.25)

description: Raw data obtained from PacBio SMRT sequencing to identify DNA modifications. Data contains 12 strains from 3 different sequencing batches. (new version since previous was corrupted).

Data is complemented by : https://doi.org/10.5281/zenodo.17016976
DOI: 10.5281/zenodo.17019405
title: Mobile Payment System Adoption: The Study of Perceived Security and Privacy
DOI: 10.5281/zenodo.17019406
title: Mobile Payment System Adoption: The Study of Perceived Security and Privacy
DOI: 10.5281/zenodo.13484507
title: Interventions to Improve Maternal- and Paternal-Fetal Bonding: A Systematic Review and Meta-Analysis
DOI: 10.5281/zenodo.17021553
title: Interventions to Improve Maternal- and Paternal-Fetal Bonding: A Systematic Review and Meta-Analysis
DOI: 10.5281/zenodo.17021435
title: Experimental data set for calculating the Fisher information in an artificial neural network

description: The data set for training an artificial neural network and calculating the Fisher information inside the network. The data consists of low resolution images of an object for multiple positions of the object.
DOI: 10.5281/zenodo.17021436
title: Experimental data set for calculating the Fisher information in an artificial neural network

description: The data set for training an artificial neural network and calculating the Fisher information inside the network. The data consists of low resolution images of an object for multiple positions of the object.
DOI: 10.58053/mapbiomas/ca28gs
title: MapBiomas General “Handbook” - Algorithm Theoretical Basis Document (ATBD) - Collection 10 - Deforestation and Secondary Vegetation - Appendix

description: This document details the theoretical basis, justification, and methods applied to produce annual maps of land cover and land use (LCLU) specifically for Deforestation and Secondary Vegetation from 1985 to 2024 as part of MapBiomas Collection 10. Additionally, the document presents historical context and background information, a general description of the satellite imagery datasets, feature inputs, and details about the accuracy assessment method applied.
DOI: 10.58053/mapbiomas/denogu
title: MapBiomas General “Handbook” - Algorithm Theoretical Basis Document (ATBD) - Collection 10 - Photovoltaic Power Plants - Appendix

description: This document details the theoretical basis, justification, and methods applied to produce annual maps of land cover and land use (LCLU) specifically for Photovoltaic power plants from 1985 to 2024 as part of MapBiomas Collection 10. Additionally, the document presents historical context and background information, a general description of the satellite imagery datasets, feature inputs, and details about the accuracy assessment method applied.
DOI: 10.6084/m9.figshare.17207183.v3
title: A global dataset of pandemic- and epidemic-prone disease outbreaks

description: #### IMPORTANT NOTE #####From October 2024, this project is being updated by Dr. Juan Armando Torres Munguía. In case of questions, requests, or collaborations, you can contact me via GitHub, X, or here. <br>You can access the updated data here: https://github.com/jatorresmunguia/disease_outbreak_news<br>
DOI: 10.5517/ccvt10p
title: CCDC 798622: Experimental Crystal Structure Determination

description: Related Article: Tao Gong, Xiao-li Qiao, Hong-bo Tong, Mei-su Zhou|2009|Shanxi Daxue Xuebao,Ziran Kex.|32|232|
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/cc10m751
title: CCDC 942002: Experimental Crystal Structure Determination

description: Related Article: Kurt Mereiter, Karl Kirchner, Ozgur Oztopcu|2013|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: 10.5281/zenodo.17021320
title: Dataset supporting Photoelectrical Conversion (PEC) Stack
DOI: 10.5281/zenodo.17021321
title: Dataset supporting Photoelectrical Conversion (PEC) Stack
DOI: 10.5517/ccsjb6t
title: CCDC 730676: Experimental Crystal Structure Determination

description: Related Article: Frederic Paul|2015|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/ccsjhlc
title: CCDC 730843: Experimental Crystal Structure Determination

description: Related Article: Paul Frederic|2015|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/ccv6v51
title: CCDC 781143: Experimental Crystal Structure Determination

description: Related Article: Frederic Paul|2015|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.cc1lsfph
title: CCDC 1483247: Experimental Crystal Structure Determination

description: Related Article: Riccardo Suter, Robert J. Gilliard, Javad Iskandarov, Zoltan Benkő, Michael Wörle, Hansjörg Grützmacher|2021|Inorg.Chim.Acta|520|120274|doi:10.1016/j.ica.2021.120274
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.cc1psshr
title: CCDC 1572955: Experimental Crystal Structure Determination

description: Related Article: Joseph M. O'Connor, Kim K. Baldridge, Stephen Cope, Ryan L. Holland|2019|Polyhedron|157|406|doi:10.1016/j.poly.2018.10.026
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.cc1z9cc0
title: CCDC 1826252: Experimental Crystal Structure Determination

description: Related Article: Paul Marin, Mathieu J.-L. Tschan, Florence Isnard, Carine Robert, Pierre Haquette, Xavier Trivelli, Lise-Marie Chamoreau, Vincent Guérineau, Iker del Rosal, Laurent Maron, Vincenzo Venditto, Christophe M. Thomas|2019|Angew.Chem.,Int.Ed.|58|12585|doi:10.1002/anie.201903224
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.cc1zkt5j
title: CCDC 1834368: Experimental Crystal Structure Determination

description: Related Article: Pantelis Xydias, Smaragda Lymperopoulou, Vasiliki Dokorou, Manolis Manos, John C. Plakatouras|2019|Polyhedron|157|341|doi:10.1016/j.poly.2018.10.029
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.cc1zktbp
title: CCDC 1834373: Experimental Crystal Structure Determination

description: Related Article: Pantelis Xydias, Smaragda Lymperopoulou, Vasiliki Dokorou, Manolis Manos, John C. Plakatouras|2019|Polyhedron|157|341|doi:10.1016/j.poly.2018.10.029
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.cc20hnck
title: CCDC 1862088: Experimental Crystal Structure Determination

description: Related Article: C. Rose Kennedy,  Hongyu Zhong,  Rachel L. Macaulay,  Paul J. Chirik|2019|J.Am.Chem.Soc.|141|8557|doi:10.1021/jacs.9b02443
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.cc20n9dd
title: CCDC 1866553: Experimental Crystal Structure Determination

description: Related Article: Kiyoshi Fujisawa, Shoko Soma, Haruka Kurihara, Ayuri Ohta, Hai T. Dong, Yurika Minakawa, Jiyong Zhao, E. Ercan Alp, Michael Y. Hu, Nicolai Lehnert|2019|Inorg.Chem.|58|4059|doi:10.1021/acs.inorgchem.9b00107
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.cc20n9ff
title: CCDC 1866554: Experimental Crystal Structure Determination

description: Related Article: Kiyoshi Fujisawa, Shoko Soma, Haruka Kurihara, Ayuri Ohta, Hai T. Dong, Yurika Minakawa, Jiyong Zhao, E. Ercan Alp, Michael Y. Hu, Nicolai Lehnert|2019|Inorg.Chem.|58|4059|doi:10.1021/acs.inorgchem.9b00107
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.cc217j83
title: CCDC 1884064: Experimental Crystal Structure Determination

description: Related Article: Shogo Arata, Yusuke Sunada|2019|Dalton Trans.|48|2891|doi:10.1039/C9DT00116F
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.cc218r14
title: CCDC 1885235: Experimental Crystal Structure Determination

description: Related Article: Markus R. Anneser, Gaya R. Elpitiya, Xian B. Powers, David M. Jenkins|2019|Organometallics|38|981|doi:10.1021/acs.organomet.8b00923
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.cc21dy8p
title: CCDC 1889272: Experimental Crystal Structure Determination

description: Related Article: Aeilke J. Kamphuis, Francesca Milocco, Luuk Koiter, Paolo P. Pescarmona, Edwin Otten|2019|ChemSusChem|12|3635|doi:10.1002/cssc.201900740
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.cc21dy9q
title: CCDC 1889273: Experimental Crystal Structure Determination

description: Related Article: Aeilke J. Kamphuis, Francesca Milocco, Luuk Koiter, Paolo P. Pescarmona, Edwin Otten|2019|ChemSusChem|12|3635|doi:10.1002/cssc.201900740
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.cc21ngjq
title: CCDC 1896503: Experimental Crystal Structure Determination

description: Related Article: Manmath Narwane|2019|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.cc21ngkr
title: CCDC 1896504: Experimental Crystal Structure Determination

description: Related Article: Manmath Narwane|2019|CSD Communication|||
description: Related Article: Manmath Narwane,  Yu-Lun Chang,  Wei-Min Ching,  Ming-Li Tsai,  Sodio C.N. Hsu|2019|Inorg.Chim.Acta|495|118966|doi:10.1016/j.ica.2019.118966
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.cc21nhv2
title: CCDC 1896544: Experimental Crystal Structure Determination

description: Related Article: Manmath Narwane|2019|CSD Communication|||
description: Related Article: Manmath Narwane,  Yu-Lun Chang,  Wei-Min Ching,  Ming-Li Tsai,  Sodio C.N. Hsu|2019|Inorg.Chim.Acta|495|118966|doi:10.1016/j.ica.2019.118966
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.cc21nhz6
title: CCDC 1896548: Experimental Crystal Structure Determination

description: Related Article: Manmath Narwane|2019|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.cc21wc3f
title: CCDC 1903124: Experimental Crystal Structure Determination

description: Related Article: Arnold L. Rheingold and Joel S. Miller|2019|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.cc221rrn
title: CCDC 1908321: Experimental Crystal Structure Determination

description: Related Article: Manmath Narwane,  Yu-Lun Chang,  Wei-Min Ching,  Ming-Li Tsai,  Sodio C.N. Hsu|2019|Inorg.Chim.Acta|495|118966|doi:10.1016/j.ica.2019.118966
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.cc22czk0
title: CCDC 1918142: Experimental Crystal Structure Determination

description: Related Article: Mark A. Nesbit,  Paul H. Oyala,  Jonas C. Peters|2019|J.Am.Chem.Soc.|141|8116|doi:10.1021/jacs.8b12082
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.cc22d45t
title: CCDC 1918285: Experimental Crystal Structure Determination

description: Related Article: Brett M. Hakey, Jonathan M. Darmon, Novruz G. Akhmedov, Jeffrey L. Petersen, Carsten Milsmann|2019|Inorg.Chem.|58|11028|doi:10.1021/acs.inorgchem.9b01560
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.cc22hc54
title: CCDC 1921385: Experimental Crystal Structure Determination

description: Related Article: Manmath Narwane,  Yu-Lun Chang,  Wei-Min Ching,  Ming-Li Tsai,  Sodio C.N. Hsu|2019|Inorg.Chim.Acta|495|118966|doi:10.1016/j.ica.2019.118966
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.