cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc134z29
title: CCDC 1017670: Experimental Crystal Structure Determination

description: Related Article: Karlee L. Bamford,  Alasdair P.M. Robertson,  Hilary A. Jenkins,  Brian O. Patrick,  Neil Burford|2015|Can.J.Chem.|93|375|doi:10.1139/cjc-2014-0386
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.cc134z3b
title: CCDC 1017671: Experimental Crystal Structure Determination

description: Related Article: Karlee L. Bamford,  Alasdair P.M. Robertson,  Hilary A. Jenkins,  Brian O. Patrick,  Neil Burford|2015|Can.J.Chem.|93|375|doi:10.1139/cjc-2014-0386
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.cc134z4c
title: CCDC 1017672: Experimental Crystal Structure Determination

description: Related Article: Karlee L. Bamford,  Alasdair P.M. Robertson,  Hilary A. Jenkins,  Brian O. Patrick,  Neil Burford|2015|Can.J.Chem.|93|375|doi:10.1139/cjc-2014-0386
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.cc134z5d
title: CCDC 1017673: Experimental Crystal Structure Determination

description: Related Article: Karlee L. Bamford,  Alasdair P.M. Robertson,  Hilary A. Jenkins,  Brian O. Patrick,  Neil Burford|2015|Can.J.Chem.|93|375|doi:10.1139/cjc-2014-0386
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.cc134z6f
title: CCDC 1017674: Experimental Crystal Structure Determination

description: Related Article: Karlee L. Bamford,  Alasdair P.M. Robertson,  Hilary A. Jenkins,  Brian O. Patrick,  Neil Burford|2015|Can.J.Chem.|93|375|doi:10.1139/cjc-2014-0386
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.cc134z7g
title: CCDC 1017675: Experimental Crystal Structure Determination

description: Related Article: Karlee L. Bamford,  Alasdair P.M. Robertson,  Hilary A. Jenkins,  Brian O. Patrick,  Neil Burford|2015|Can.J.Chem.|93|375|doi:10.1139/cjc-2014-0386
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/cc113tpn
title: CCDC 956991: Experimental Crystal Structure Determination

description: Related Article: Satoshi Muratsugu, Hiroshi Nishihara|2014|New J.Chem.|38|6114|doi:10.1039/C4NJ01462F
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/cc134zcl
title: CCDC 1017679: Experimental Crystal Structure Determination

description: Related Article: Dattatraya H. Dethe, Saikat Das, Balu D. Dherange, Samarpita Mahapatra|2015|Chem.-Eur.J.|21|8347|doi:10.1002/chem.201406434
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/cc12d86y
title: CCDC 994889: Experimental Crystal Structure Determination

description: Related Article: Burhan Khan, Abdul Hameed, Aaliya Minhaz, Muhammad Raza Shah|2018|J.Hazard.Mater.|347|349|doi:10.1016/j.jhazmat.2018.01.022
description: Related Article: Burhan Khan, Aaliya Minhaz, Ihsan Ali, Said Nadeem, Sammer Yousuf, Muhammad Ishaq, Muhammad Raza Shah|2015|Tetrahedron Lett.|56|581|doi:10.1016/j.tetlet.2014.12.040
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/cc134zfn
title: CCDC 1017681: Experimental Crystal Structure Determination

description: Related Article: Burhan Khan, Abdul Hameed, Aaliya Minhaz, Muhammad Raza Shah|2018|J.Hazard.Mater.|347|349|doi:10.1016/j.jhazmat.2018.01.022
description: Related Article: Burhan Khan, Aaliya Minhaz, Ihsan Ali, Said Nadeem, Sammer Yousuf, Muhammad Ishaq, Muhammad Raza Shah|2015|Tetrahedron Lett.|56|581|doi:10.1016/j.tetlet.2014.12.040
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/cc134xgm
title: CCDC 1017620: Experimental Crystal Structure Determination

description: Related Article: Jinjin Zhang , Jiao Xiong , Yangyang Sun , Ning Tang , and Jincai Wu|2014|Macromolecules|47|7789|doi:10.1021/ma502000y
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/cc134xhn
title: CCDC 1017621: Experimental Crystal Structure Determination

description: Related Article: Jinjin Zhang , Jiao Xiong , Yangyang Sun , Ning Tang , and Jincai Wu|2014|Macromolecules|47|7789|doi:10.1021/ma502000y
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/cc134xjp
title: CCDC 1017622: Experimental Crystal Structure Determination

description: Related Article: Jinjin Zhang , Jiao Xiong , Yangyang Sun , Ning Tang , and Jincai Wu|2014|Macromolecules|47|7789|doi:10.1021/ma502000y
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.hs9bvs
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fallopia baldschuanica",
 "HasCoordinate is true",
 "Country is Ireland"
 ]
}

 The dataset includes 40 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051009-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc12s68b
title: CCDC 1006361: Experimental Crystal Structure Determination

description: Related Article: N. Saravanan, P. Selvam|2014|Acta Crystallogr.,Sect.E:Struct.Rep.Online|70|m326|doi:10.1107/S1600536814017814
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/cc134xkq
title: CCDC 1017623: Experimental Crystal Structure Determination

description: Related Article: Jinjin Zhang , Jiao Xiong , Yangyang Sun , Ning Tang , and Jincai Wu|2014|Macromolecules|47|7789|doi:10.1021/ma502000y
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/cc134xlr
title: CCDC 1017624: Experimental Crystal Structure Determination

description: Related Article: Qiu-Yue Qi, Li Bao, Jin-Wei Ren, Jun-Jie Han, Zong-Yao Zhang, Yi Li, Yi-Jian Yao, Rui Cao, Hong-Wei Liu|2014|Org.Lett.|16|5092|doi:10.1021/ol502441n
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/cc134xms
title: CCDC 1017625: Experimental Crystal Structure Determination

description: Related Article: Qiu-Yue Qi, Li Bao, Jin-Wei Ren, Jun-Jie Han, Zong-Yao Zhang, Yi Li, Yi-Jian Yao, Rui Cao, Hong-Wei Liu|2014|Org.Lett.|16|5092|doi:10.1021/ol502441n
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/cc12gvw8
title: CCDC 997390: Experimental Crystal Structure Determination

description: Related Article: Beibei Xu, Wei Zhong, Zhenhong Wei, Hailong Wang, Jian Liu, Li Wu, Yonggang Feng, Xiaoming Liu|2014|Dalton Trans.|43|15337|doi:10.1039/C4DT02032D
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/cc12gvx9
title: CCDC 997391: Experimental Crystal Structure Determination

description: Related Article: Beibei Xu, Wei Zhong, Zhenhong Wei, Hailong Wang, Jian Liu, Li Wu, Yonggang Feng, Xiaoming Liu|2014|Dalton Trans.|43|15337|doi:10.1039/C4DT02032D
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/cc12gvyb
title: CCDC 997392: Experimental Crystal Structure Determination

description: Related Article: Beibei Xu, Wei Zhong, Zhenhong Wei, Hailong Wang, Jian Liu, Li Wu, Yonggang Feng, Xiaoming Liu|2014|Dalton Trans.|43|15337|doi:10.1039/C4DT02032D
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/cc12gvzc
title: CCDC 997393: Experimental Crystal Structure Determination

description: Related Article: Beibei Xu, Wei Zhong, Zhenhong Wei, Hailong Wang, Jian Liu, Li Wu, Yonggang Feng, Xiaoming Liu|2014|Dalton Trans.|43|15337|doi:10.1039/C4DT02032D
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/cc134zgp
title: CCDC 1017682: Experimental Crystal Structure Determination

description: Related Article: P.S. Pradeep, S. Naveen, M.N. Kumara, K.M. Mahadevan, N.K. Lokanath|2014|Acta Crystallogr.,Sect.E:Struct.Rep.Online|70|o981|doi:10.1107/S1600536814017826
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/cczxmm3
title: CCDC 921246: Experimental Crystal Structure Determination

description: Related Article: Ashok Sasmal, Eugenio Garribba, Carlos J. Gómez-García, Cédric Desplanches, Samiran Mitra|2014|Dalton Trans.|43|15958|doi:10.1039/C4DT01699H
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/cczxmn4
title: CCDC 921247: Experimental Crystal Structure Determination

description: Related Article: Ashok Sasmal, Eugenio Garribba, Carlos J. Gómez-García, Cédric Desplanches, Samiran Mitra|2014|Dalton Trans.|43|15958|doi:10.1039/C4DT01699H
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/cczxmp5
title: CCDC 921248: Experimental Crystal Structure Determination

description: Related Article: Ashok Sasmal, Eugenio Garribba, Carlos J. Gómez-García, Cédric Desplanches, Samiran Mitra|2014|Dalton Trans.|43|15958|doi:10.1039/C4DT01699H
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.jga3jt
title: Occurrence Download

description: A dataset containing 1306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fallopia baldschuanica",
 "HasCoordinate is true",
 "Country is France"
 ]
}

 The dataset includes 1306 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051010-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8kf2y
title: Occurrence Download

description: A dataset listing the 560 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is NMNH Extant Specimen Records (USNM, US)",
 "OccurrenceStatus is Present",
 "PublishingOrg is bc092ff0-02e4-11dc-991f-b8a03c50a862",
 "TaxonKey is Xanthoparmelia (Vain.) Hale, 1974"
 ]
}

 The dataset's 560 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010977-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6x65c
title: Occurrence Download

description: A dataset containing 3758 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus microscaphus (Cope, 1867))"
 ]
}

 The dataset includes 3758 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010985-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b44mjy
title: Occurrence Download

description: A dataset listing the 6 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "OccurrenceStatus is Present",
 "TaxonKey is Vitellaria C.F.Gaertn.",
 "Year 1936-2025"
 ]
}

 The dataset's 6 records were derived from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010975-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.myuy9x
title: Occurrence Download

description: A dataset containing 1148 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cheiropleuria bicuspis (Blume) C.Presl"
 ]
}

 The dataset includes 1148 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020482-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10882148
title: Forest disturbance detection by using remote sensing and artificial intelligence in Africa

description: The dataset arises from the "Forest Disturbance Detection Using Remote Sensing and Artificial Intelligence in Africa" (EO4Forest) project, a collaboration funded by the European Space Agency and conducted by Wrocław University of Environmental and Life Sciences (Poland) and Lagos State University (Nigeria). Designed for forest monitoring in the Ogun and Lagos States, the dataset includes detailed land cover classification maps for the years 2015, 2019, 2022, and 2023, all at a 20-meter spatial resolution to ensure accurate representation of land cover. A legend file accompanies the maps, clarifying six defined land cover classes: water, urbanized areas, soil, cropland, grasslands, and forest.

The dataset includes over 112,000 training and 11,900 validation samples, which are essential for the accurate development and evaluation of the Random Forest classification models used. Special emphasis was placed on the forest class, ensuring a diverse representation of forest types, including tropical humid forests, mangroves, and dry woodlands.

In addition to land cover maps, the dataset also contains forest gain and loss maps, with a particular focus on recent updates for selected subareas in 2022 and 2023, available in the NTR_ForestUpdate folder.

Based on optical satellite imagery from Sentinel-2 and Landsat-8, the dataset leverages spectral indices and the Random Forest algorithm to classify land cover types. It provides valuable insights for environmental research related to deforestation, reforestation, and afforestation. Forest change maps are included to highlight areas of forest loss and gain, capturing the dynamic shifts in Nigeria's forest cover and offering detailed geographic context.

The methodology, including data acquisition, preprocessing, feature extraction (spectral index calculation), classification, and accuracy assessment, is fully documented in Python scripts available in the associated GitHub repository. This ensures transparency and reproducibility, offering users both the processed outputs and the tools necessary for custom analyses and advanced forest monitoring.
DOI: 10.5281/zenodo.10882149
title: Forest disturbance detection by using remote sensing and artificial intelligence in Africa

description: The dataset arises from the "Forest Disturbance Detection Using Remote Sensing and Artificial Intelligence in Africa" (EO4Forest) project, a collaboration funded by the European Space Agency and conducted by Wrocław University of Environmental and Life Sciences (Poland) and Lagos State University (Nigeria). Designed for forest monitoring in the Ogun and Lagos States, the dataset includes detailed land cover classification maps for the years 2015, 2019, 2022, and 2023, all at a 20-meter spatial resolution to ensure accurate representation of land cover. A legend file accompanies the maps, clarifying six defined land cover classes: water, urbanized areas, soil, cropland, grasslands, and forest.

The dataset includes over 112,000 training and 11,900 validation samples, which are essential for the accurate development and evaluation of the Random Forest classification models used. Special emphasis was placed on the forest class, ensuring a diverse representation of forest types, including tropical humid forests, mangroves, and dry woodlands.

In addition to land cover maps, the dataset also contains forest gain and loss maps, with a particular focus on recent updates for selected subareas in 2022 and 2023, available in the NTR_ForestUpdate folder.

Based on optical satellite imagery from Sentinel-2 and Landsat-8, the dataset leverages spectral indices and the Random Forest algorithm to classify land cover types. It provides valuable insights for environmental research related to deforestation, reforestation, and afforestation. Forest change maps are included to highlight areas of forest loss and gain, capturing the dynamic shifts in Nigeria's forest cover and offering detailed geographic context.

The methodology, including data acquisition, preprocessing, feature extraction (spectral index calculation), classification, and accuracy assessment, is fully documented in Python scripts available in the associated GitHub repository. This ensures transparency and reproducibility, offering users both the processed outputs and the tools necessary for custom analyses and advanced forest monitoring.