cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30428200
title: A multimodal GeoAI approach to combining text with spatiotemporal features for enhanced relevance classification of social media posts in disaster response

description: Geo-referenced social media data supports disaster management by offering real-time insights through user-generated content. To identify critical information amid high volumes of noise, classifying the relevance of posts is essential. Most existing methods primarily use textual features, neglecting spatial and temporal context despite its importance in determining relevance. This study proposes a multimodal approach that integrates text with spatiotemporal features for relevance classification of geo-referenced social media posts. We evaluate our method on 4,574 manually labelled posts from five disasters: the 2020 California wildfires, 2021 Ahr Valley floods, 2023 Chile wildfires, 2023 Turkey earthquake and 2023 Emilia-Romagna floods. Labels were assigned based on text, geographic location and time. Our spatiotemporal features include proximity to disaster impact sites, local co-occurrences with disaster-related posts, event type and geographic context. When utilised on their own, they achieved a macro F1 score of 0.713 with a random forest classifier. A fine-tuned TwHIN-BERT-base model using only text scored 0.779. For multimodal classification, we tested feature concatenation, in-context learning, stacking and partial stacking. Partial stacking produced the highest macro F1 score (0.814). Our multilingual, context-aware classification approach lays the groundwork for more integrated GeoAI applications in disaster management, the social sciences and beyond.
DOI: 10.6084/m9.figshare.30428200.v1
title: A multimodal GeoAI approach to combining text with spatiotemporal features for enhanced relevance classification of social media posts in disaster response

description: Geo-referenced social media data supports disaster management by offering real-time insights through user-generated content. To identify critical information amid high volumes of noise, classifying the relevance of posts is essential. Most existing methods primarily use textual features, neglecting spatial and temporal context despite its importance in determining relevance. This study proposes a multimodal approach that integrates text with spatiotemporal features for relevance classification of geo-referenced social media posts. We evaluate our method on 4,574 manually labelled posts from five disasters: the 2020 California wildfires, 2021 Ahr Valley floods, 2023 Chile wildfires, 2023 Turkey earthquake and 2023 Emilia-Romagna floods. Labels were assigned based on text, geographic location and time. Our spatiotemporal features include proximity to disaster impact sites, local co-occurrences with disaster-related posts, event type and geographic context. When utilised on their own, they achieved a macro F1 score of 0.713 with a random forest classifier. A fine-tuned TwHIN-BERT-base model using only text scored 0.779. For multimodal classification, we tested feature concatenation, in-context learning, stacking and partial stacking. Partial stacking produced the highest macro F1 score (0.814). Our multilingual, context-aware classification approach lays the groundwork for more integrated GeoAI applications in disaster management, the social sciences and beyond.
DOI: 10.5517/cc1k0pgq
title: CCDC 1430633: Experimental Crystal Structure Determination

description: Related Article: Mio Sekino, Hideki Furutachi, Kyosuke Tasaki, Takanao Ishikawa, Shigeki Mori, Shuhei Fujinami, Shigehisa Akine, Yoko Sakata, Takashi Nomura, Takashi Ogura, Teizo Kitagawa, Masatatsu Suzuki|2016|Dalton Trans.|45|469|doi:10.1039/C5DT04088D
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/cc1k0phr
title: CCDC 1430634: Experimental Crystal Structure Determination

description: Related Article: Mio Sekino, Hideki Furutachi, Kyosuke Tasaki, Takanao Ishikawa, Shigeki Mori, Shuhei Fujinami, Shigehisa Akine, Yoko Sakata, Takashi Nomura, Takashi Ogura, Teizo Kitagawa, Masatatsu Suzuki|2016|Dalton Trans.|45|469|doi:10.1039/C5DT04088D
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.cc1k0qdp
title: CCDC 1430662: Experimental Crystal Structure Determination

description: Related Article: Suchandra Bhattacharjee,  Abu T. Khan|2016|Tetrahedron Lett.|57|1831|doi:10.1016/j.tetlet.2016.03.026
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/cc147j52
title: CCDC 1049913: Experimental Crystal Structure Determination

description: Related Article: Goutam Brahmachari, Saktipada Das, Maya Biswas (Sinha), Abhishek Kumar, Ambrish Kumar Srivastava, Neeraj Misra|2016|RSC Advances|6|7317|doi:10.1039/C5RA21490D
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/cc14nf3b
title: CCDC 1062311: Experimental Crystal Structure Determination

description: Related Article: Hyeun Kim, Haeri Lee, Tae Hwan Noh, Jongki Hong, Ok-Sang Jung|2016|Inorg.Chim.Acta|443|51|doi:10.1016/j.ica.2015.12.026
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/cc14nf4c
title: CCDC 1062312: Experimental Crystal Structure Determination

description: Related Article: Hyeun Kim, Haeri Lee, Tae Hwan Noh, Jongki Hong, Ok-Sang Jung|2016|Inorg.Chim.Acta|443|51|doi:10.1016/j.ica.2015.12.026
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/cc14nf5d
title: CCDC 1062313: Experimental Crystal Structure Determination

description: Related Article: Hyeun Kim, Haeri Lee, Tae Hwan Noh, Jongki Hong, Ok-Sang Jung|2016|Inorg.Chim.Acta|443|51|doi:10.1016/j.ica.2015.12.026
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.cc1k0mbj
title: CCDC 1430567: Experimental Crystal Structure Determination

description: Related Article: Kuan-Chin Lee, Hui-Ju Chuang, Bor-Hunn Huang, Bao-Tsan Ko, Po-Heng Lin|2016|Inorg.Chim.Acta|450|411|doi:10.1016/j.ica.2016.06.033
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.cc1k0mck
title: CCDC 1430568: Experimental Crystal Structure Determination

description: Related Article: Kuan-Chin Lee, Hui-Ju Chuang, Bor-Hunn Huang, Bao-Tsan Ko, Po-Heng Lin|2016|Inorg.Chim.Acta|450|411|doi:10.1016/j.ica.2016.06.033
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.cc1k0mdl
title: CCDC 1430569: Experimental Crystal Structure Determination

description: Related Article: Kuan-Chin Lee, Hui-Ju Chuang, Bor-Hunn Huang, Bao-Tsan Ko, Po-Heng Lin|2016|Inorg.Chim.Acta|450|411|doi:10.1016/j.ica.2016.06.033
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.cc1k0mfm
title: CCDC 1430570: Experimental Crystal Structure Determination

description: Related Article: Kuan-Chin Lee, Hui-Ju Chuang, Bor-Hunn Huang, Bao-Tsan Ko, Po-Heng Lin|2016|Inorg.Chim.Acta|450|411|doi:10.1016/j.ica.2016.06.033
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.8fvtp3
title: Occurrence Download

description: A dataset containing 1749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((-2.19205 43.80063,-5.07567 44.04215,-8.02635 44.09033,-9.97112 42.92305,-9.50169 42.18205,-9.23345 41.48252,-7.28868 41.53274,-7.89223 39.75194,-8.02635 38.0296,-7.95929 36.64337,-6.88631 35.83205,-4.13681 35.77766,-1.9238 35.99498,0.22215 37.17957,0.8257 38.66074,1.02688 40.2144,2.77047 40.82613,3.84344 41.78326,4.31287 43.0702,-2.19205 43.80063))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio lividus"
 ]
}

 The dataset includes 1749 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052681-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc1k0mgn
title: CCDC 1430571: Experimental Crystal Structure Determination

description: Related Article: Kuan-Chin Lee, Hui-Ju Chuang, Bor-Hunn Huang, Bao-Tsan Ko, Po-Heng Lin|2016|Inorg.Chim.Acta|450|411|doi:10.1016/j.ica.2016.06.033
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.cc1k0mhp
title: CCDC 1430572: Experimental Crystal Structure Determination

description: Related Article: Kuan-Chin Lee, Hui-Ju Chuang, Bor-Hunn Huang, Bao-Tsan Ko, Po-Heng Lin|2016|Inorg.Chim.Acta|450|411|doi:10.1016/j.ica.2016.06.033
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/cc1jnt33
title: CCDC 1420175: Experimental Crystal Structure Determination

description: Related Article: Xiang Jiang, Hui-Zhong Kou|2015|RSC Advances|5|89052|doi:10.1039/C5RA18848B
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/cc1k0mls
title: CCDC 1430575: Experimental Crystal Structure Determination

description: Related Article: Chunfeng Xie, Lingmei Sun, Kai Liao, Sheng Liu, Meicheng Wang, Jing Xu, Mark Bartlam, and Yuanqiang Guo|2015|J.Nat.Prod.|78|2800|doi:10.1021/acs.jnatprod.5b00781
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/cc1k0mmt
title: CCDC 1430576: Experimental Crystal Structure Determination

description: Related Article: G.A. El-Hiti, K. Smith, A.S. Hegazy, M.D. Ajarim, B.M. Kariuki|2015|Acta Crystallogr.,Sect.E:Cryst.Commun.|71|o866|doi:10.1107/S2056989015019106
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/cc1k0mnv
title: CCDC 1430577: Experimental Crystal Structure Determination

description: Related Article: Chunfeng Xie, Lingmei Sun, Kai Liao, Sheng Liu, Meicheng Wang, Jing Xu, Mark Bartlam, and Yuanqiang Guo|2015|J.Nat.Prod.|78|2800|doi:10.1021/acs.jnatprod.5b00781
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/cc1k0mpw
title: CCDC 1430578: Experimental Crystal Structure Determination

description: Related Article: G.A. El-Hiti, K. Smith, A.S. Hegazy, M.D. Ajarim, B.M. Kariuki|2015|Acta Crystallogr.,Sect.E:Cryst.Commun.|71|o877|doi:10.1107/S2056989015019118
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/cc1jl4v3
title: CCDC 1417625: Experimental Crystal Structure Determination

description: Related Article: J. Gomathi, D. Kalaivani|2015|Acta Crystallogr.,Sect.E:Cryst.Commun.|71|o848|doi:10.1107/S205698901501912X
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/cc1jmt32
title: CCDC 1419214: Experimental Crystal Structure Determination

description: Related Article: Jing-Yun Wu, Ching-Yun Chang, Chi-Jou Tsai, and Jey-Jau Lee|2015|Inorg.Chem.|54|10918|doi:10.1021/acs.inorgchem.5b01963
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/cc1jpc8v
title: CCDC 1420707: Experimental Crystal Structure Determination

description: Related Article: Shuang-Yan Lin, Xiao-Lei Li, Hongshan Ke, Zhikun Xu|2015|CrystEngComm|17|9167|doi:10.1039/C5CE01818H
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/cc1jpc9w
title: CCDC 1420708: Experimental Crystal Structure Determination

description: Related Article: Shuang-Yan Lin, Xiao-Lei Li, Hongshan Ke, Zhikun Xu|2015|CrystEngComm|17|9167|doi:10.1039/C5CE01818H
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/cc1jpcbx
title: CCDC 1420709: Experimental Crystal Structure Determination

description: Related Article: Shuang-Yan Lin, Xiao-Lei Li, Hongshan Ke, Zhikun Xu|2015|CrystEngComm|17|9167|doi:10.1039/C5CE01818H
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/cc1jpccy
title: CCDC 1420710: Experimental Crystal Structure Determination

description: Related Article: Shuang-Yan Lin, Xiao-Lei Li, Hongshan Ke, Zhikun Xu|2015|CrystEngComm|17|9167|doi:10.1039/C5CE01818H
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/ccx3v61
title: CCDC 837843: Experimental Crystal Structure Determination

description: Related Article: Yanqing Zhang, Yuanjing Xiao, Junliang Zhang|2016|Synthesis|48|512|doi:10.1055/s-0035-1561276
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/cc1k0mz5
title: CCDC 1430587: Experimental Crystal Structure Determination

description: Related Article: L. Vittaya, N. Leesakul, S. Saithong, K. Chainok|2015|Acta Crystallogr.,Sect.E:Cryst.Commun.|71|m201|doi:10.1107/S2056989015019143
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/cc1k0n29
title: CCDC 1430590: Experimental Crystal Structure Determination

description: Related Article: V.D. Nguyen, C.A. McCormick, J.T. Mague, L.V. Koplitz|2015|Acta Crystallogr.,Sect.E:Cryst.Commun.|71|o852|doi:10.1107/S2056989015019155
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.ek5mhf
title: Occurrence Download

description: A dataset containing 1902 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-2.10945 43.49139,-5.1853 44.20023,-9.13456 43.95877,-10.31094 41.8041,-6.52973 41.74144,-7.79013 36.7339,-6.19362 35.85349,-2.74852 35.98959,0.36048 37.80377,1.11672 39.89755,4.14169 41.61592,3.8407 42.40258,0.97188 42.75465,-0.72816 42.98826,-2.10945 43.49139))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio lividus"
 ]
}

 The dataset includes 1902 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052682-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc1k0n3b
title: CCDC 1430591: Experimental Crystal Structure Determination

description: Related Article: Brahim Boualy, Soufiane El Houssame, Luca Sancineto, Claudio Santi, Mustapha Ait Ali, Helen Stoeckli-Evans, Larbi El Firdoussi|2016|New J.Chem.|40|3395|doi:10.1039/C5NJ02797G
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/cc1k0n4c
title: CCDC 1430592: Experimental Crystal Structure Determination

description: Related Article: Oluwatosin O. Johnson, Ming Zhao, Jordan Gunn, Bernard D. Santarsiero, Zhi-Qi Yin, Gloria A. Ayoola, H. A. B. Coker, Chun-Tao Che|2016|J.Nat.Prod.|79|224|doi:10.1021/acs.jnatprod.5b00924
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/cc1k0n5d
title: CCDC 1430593: Experimental Crystal Structure Determination

description: Related Article: Oluwatosin O. Johnson, Ming Zhao, Jordan Gunn, Bernard D. Santarsiero, Zhi-Qi Yin, Gloria A. Ayoola, H. A. B. Coker, Chun-Tao Che|2016|J.Nat.Prod.|79|224|doi:10.1021/acs.jnatprod.5b00924
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.