cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/cc9nsg5
title: CCDC 288097: Experimental Crystal Structure Determination

description: Related Article: L.G.Kuz'mina, A.I.Vedernikov, N.A.Lobova, J.A.K.Howard, Y.A.Strelenko, V.P.Fedin, M.V.Alfimov, S.P.Gromov|2006|New J.Chem.|30|458|doi:10.1039/b511456j
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/cc9xb3m
title: CCDC 295340: Experimental Crystal Structure Determination

description: Related Article: J.R.Berenguer, N.Chaouche, J.Fornies, C.Fortuno, A.Martin|2006|New J.Chem.|30|473|doi:10.1039/b517726j
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/cc9xb4n
title: CCDC 295341: Experimental Crystal Structure Determination

description: Related Article: J.R.Berenguer, N.Chaouche, J.Fornies, C.Fortuno, A.Martin|2006|New J.Chem.|30|473|doi:10.1039/b517726j
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/cc99tzc
title: CCDC 277573: Experimental Crystal Structure Determination

description: Related Article: I.Jourdain, L.Vielle-Petit, S.Clement, M.Knorr, F.Villafane, C.Strohmann|2006|Inorg.Chem.Commun.|9|127|doi:10.1016/j.inoche.2005.09.027
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/cc99v0f
title: CCDC 277574: Experimental Crystal Structure Determination

description: Related Article: I.Jourdain, L.Vielle-Petit, S.Clement, M.Knorr, F.Villafane, C.Strohmann|2006|Inorg.Chem.Commun.|9|127|doi:10.1016/j.inoche.2005.09.027
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/cc9fj8h
title: CCDC 281116: Experimental Crystal Structure Determination

description: Related Article: Dong-Zhao Gao, Jing Chen, Shu-Ping Wang, You Song, Dai-Zheng Liao, Zong-Hui Jiang, Shi-Ping Yan|2006|Inorg.Chem.Commun.|9|132|doi:10.1016/j.inoche.2005.10.018
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/cc9fj9j
title: CCDC 281117: Experimental Crystal Structure Determination

description: Related Article: Dong-Zhao Gao, Jing Chen, Shu-Ping Wang, You Song, Dai-Zheng Liao, Zong-Hui Jiang, Shi-Ping Yan|2006|Inorg.Chem.Commun.|9|132|doi:10.1016/j.inoche.2005.10.018
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/cc9jv4s
title: CCDC 284305: Experimental Crystal Structure Determination

description: Related Article: M.Gorski, A.Kochel, T.Szymanska-Buzar|2006|Inorg.Chem.Commun.|9|136|doi:10.1016/j.inoche.2005.10.025
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/cc96ycs
title: CCDC 274795: Experimental Crystal Structure Determination

description: Related Article: E.Delgado, E.Hernandez, M.Menacho, R.Munoz|2006|Inorg.Chem.Commun.|9|139|doi:10.1016/j.inoche.2005.10.019
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/cc9j1d7
title: CCDC 283538: Experimental Crystal Structure Determination

description: Related Article: A.Askarinejad, A.Morsali|2006|Inorg.Chem.Commun.|9|143|doi:10.1016/j.inoche.2005.10.022
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/cc9jt0m
title: CCDC 284270: Experimental Crystal Structure Determination

description: Related Article: K.Mach, R.Gyepes, J.Kubista, M.Horacek|2006|Inorg.Chem.Commun.|9|156|doi:10.1016/j.inoche.2005.10.029
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/cc9bwl2
title: CCDC 278584: Experimental Crystal Structure Determination

description: Related Article: A.Ray, Md.Mijanuddin, R.Chatterjee, J.Marek, S.Mondal, M.Ali|2006|Inorg.Chem.Commun.|9|167|doi:10.1016/j.inoche.2005.10.017
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/cc9kpp6
title: CCDC 285128: Experimental Crystal Structure Determination

description: Related Article: A.Grirrane, A.Pastor, E.Alvarez, C.Mealli, A.Ienco, A.Galindo|2006|Inorg.Chem.Commun.|9|160|doi:10.1016/j.inoche.2005.10.021
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/cc94ygt
title: CCDC 272876: Experimental Crystal Structure Determination

description: Related Article: R.T.Watson, Chuanjiang Hu, D.G.VanDerveer, D.T.Musashe, P.S.Wagenknecht|2006|Inorg.Chem.Commun.|9|180|doi:10.1016/j.inoche.2005.10.026
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/cc9hjhs
title: CCDC 283045: Experimental Crystal Structure Determination

description: Related Article: Jong Chul Byun, Chung Hun Han, Ki Ju Kim|2006|Inorg.Chem.Commun.|9|171|doi:10.1016/j.inoche.2005.10.024
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/cc95yjx
title: CCDC 273839: Experimental Crystal Structure Determination

description: Related Article: T.Yonemura, T.Hashimoto, M.Hasegawa, T.Ikenoue, T.Ama, H.Kawaguchi|2006|Inorg.Chem.Commun.|9|183|doi:10.1016/j.inoche.2005.10.033
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/cc95yky
title: CCDC 273840: Experimental Crystal Structure Determination

description: Related Article: T.Yonemura, T.Hashimoto, M.Hasegawa, T.Ikenoue, T.Ama, H.Kawaguchi|2006|Inorg.Chem.Commun.|9|183|doi:10.1016/j.inoche.2005.10.033
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/cc5z5s2
title: CCDC 177964: Experimental Crystal Structure Determination

description: Related Article: Wei Shi, Yan Dai, Bin Zhao, Hai-Bin Song, Hong-Gen Wang, Peng Cheng|2006|Inorg.Chem.Commun.|9|192|doi:10.1016/j.inoche.2005.11.002
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/cc8qrc2
title: CCDC 260194: Experimental Crystal Structure Determination

description: Related Article: Jun Luo, Ze-Huai Shao, En-Qing Gao, Chuan-Feng Wang, Rui-Fang Cai, Xi-Geng Zhou|2006|Inorg.Chem.Commun.|9|196|doi:10.1016/j.inoche.2005.10.031
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/cc9f3ph
title: CCDC 280726: Experimental Crystal Structure Determination

description: Related Article: Wei Shi, Yan Dai, Bin Zhao, Hai-Bin Song, Hong-Gen Wang, Peng Cheng|2006|Inorg.Chem.Commun.|9|192|doi:10.1016/j.inoche.2005.11.002
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/cc8h34z
title: CCDC 252840: Experimental Crystal Structure Determination

description: Related Article: Ju-Hsiou Liao, Te-Ju Lee, Ching-Ting Su|2006|Inorg.Chem.Commun.|9|201|doi:10.1016/j.inoche.2005.10.030
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/cc8qrd3
title: CCDC 260195: Experimental Crystal Structure Determination

description: Related Article: Jun Luo, Ze-Huai Shao, En-Qing Gao, Chuan-Feng Wang, Rui-Fang Cai, Xi-Geng Zhou|2006|Inorg.Chem.Commun.|9|196|doi:10.1016/j.inoche.2005.10.031
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/cc93hc7
title: CCDC 271478: Experimental Crystal Structure Determination

description: Related Article: En-Qing Gao, Yan-Xia Xu, Ai-Ling Cheng, Ming-Yuan He, Chun-Hua Yan|2006|Inorg.Chem.Commun.|9|212|doi:10.1016/j.inoche.2005.11.004
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/cc9k5nn
title: CCDC 284631: Experimental Crystal Structure Determination

description: Related Article: Jun He, Ye-Gao Yin, Xiao-Chun Huang, Dan Li|2006|Inorg.Chem.Commun.|9|205|doi:10.1016/j.inoche.2005.11.003
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/cc93hd8
title: CCDC 271479: Experimental Crystal Structure Determination

description: Related Article: En-Qing Gao, Yan-Xia Xu, Ai-Ling Cheng, Ming-Yuan He, Chun-Hua Yan|2006|Inorg.Chem.Commun.|9|212|doi:10.1016/j.inoche.2005.11.004
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/cc93hf9
title: CCDC 271480: Experimental Crystal Structure Determination

description: Related Article: En-Qing Gao, Yan-Xia Xu, Ai-Ling Cheng, Ming-Yuan He, Chun-Hua Yan|2006|Inorg.Chem.Commun.|9|212|doi:10.1016/j.inoche.2005.11.004
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/cc9m7ns
title: CCDC 286615: Experimental Crystal Structure Determination

description: Related Article: B.S.Creaven, M.F.Mahon, J.McGinley, A.-M.Moore|2006|Inorg.Chem.Commun.|9|231|doi:10.1016/j.inoche.2005.11.008
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/cc9sy44
title: CCDC 292086: Experimental Crystal Structure Determination

description: Related Article: O.Schuster, U.Monkowius, H.Schmidbaur, R.S.Ray, S.Kruger, N.Rosch|2006|Organometallics|25|1004|doi:10.1021/om050985z
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/cc9sy55
title: CCDC 292087: Experimental Crystal Structure Determination

description: Related Article: O.Schuster, U.Monkowius, H.Schmidbaur, R.S.Ray, S.Kruger, N.Rosch|2006|Organometallics|25|1004|doi:10.1021/om050985z
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/cc99lnt
title: CCDC 277346: Experimental Crystal Structure Determination

description: Related Article: W.H.Watson, Guanmin Wu, M.G.Richmond|2006|Organometallics|25|930|doi:10.1021/om050839t
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/cc9m546
title: CCDC 286537: Experimental Crystal Structure Determination

description: Related Article: M.Nieuwenhuyzen, G.C.Saunders, E.C.M.S.Smyth|2006|Organometallics|25|996|doi:10.1021/om050893+
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.17354018
title: Supplementary material - An Optimized Gradient Boosting Framework for IoT Intrusion Detection: A Comprehensive Evaluation on the CIC-IoT-2023 Dataset

description: This repository provides the complete supplementary material for the study “An Optimized Gradient Boosting Framework for IoT Intrusion Detection: A Comprehensive Evaluation on the CIC-IoT-2023 Dataset.”

It includes three preprocessed feature-selected datasets — Binary, Eight-Class, and Thirty-Four-Class — derived from the CICIoT2023 benchmark using stratified undersampling and LightGBM-based feature selection. These datasets contain only the discriminative features used in the experiments and are ready for direct model reproduction without further preprocessing.

Each classification level is accompanied by:





A comprehensive Excel results file (*_Classification_FullResults.xlsx) summarizing class distributions, feature importance, model performance reports, confusion matrices, inference latency, and overall accuracy/F1 summaries.




A reproducible experiment script (*_Classification_Experiment.py) that automates the entire workflow — including data loading, normalization, model training (XGBoost, LightGBM, CatBoost), and evaluation.



All resources are released under the Creative Commons Attribution 4.0 International (CC BY).Original data were obtained from the CICIoT2023 dataset by the Canadian Institute for Cybersecurity (UNB).For full documentation and experiment notebooks, please visit the companion GitHub repository:🔗 GitHub Repo
DOI: 10.5517/cc99lpv
title: CCDC 277347: Experimental Crystal Structure Determination

description: Related Article: W.H.Watson, Guanmin Wu, M.G.Richmond|2006|Organometallics|25|930|doi:10.1021/om050839t
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/cc99lqw
title: CCDC 277348: Experimental Crystal Structure Determination

description: Related Article: W.H.Watson, Guanmin Wu, M.G.Richmond|2006|Organometallics|25|930|doi:10.1021/om050839t
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/cc9w6kx
title: CCDC 294269: Experimental Crystal Structure Determination

description: Related Article: S.A.Cummings, R.Radford, G.Erker, G.Kehr, R.Frohlich|2006|Organometallics|25|839|doi:10.1021/om050946n
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/cc86qnt
title: CCDC 244796: Experimental Crystal Structure Determination

description: Related Article: M.Nanjo, K.Matsudo, M.Kurihara, S.Nakamura, Y.Sakaguchi, H.Hayashi, K.Mochida|2006|Organometallics|25|832|doi:10.1021/om050733y
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/cc86qpv
title: CCDC 244797: Experimental Crystal Structure Determination

description: Related Article: M.Nanjo, K.Matsudo, M.Kurihara, S.Nakamura, Y.Sakaguchi, H.Hayashi, K.Mochida|2006|Organometallics|25|832|doi:10.1021/om050733y
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/cc93pcf
title: CCDC 271664: Experimental Crystal Structure Determination

description: Related Article: Jian-Ge Wang, Lu-Fang Ma, Li-Ya Wang, Ying-Hui Wang, Rui Liu|2005|Z.Kristallogr.-New Cryst.Struct.|220|606|
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.