cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/ck4rfmrdym.1
title: Kashmiri Medicinal Plant and Leaf Dataset

description: A dual-view dataset of 41 native Kashmiri medicinal plant species (full plant and leaf images) for AI-based classification and ethnobotanical research.
All images were manually captured from real-world environments, including botanical gardens, herbal farms, and field stations maintained by the Sher-e-Kashmir University of Agricultural Sciences and Technology (SKUAST-Kashmir), Wadoora Sopore, as well as natural habitats across regions such as Kupwara . Each photograph was taken using a high-resolution Samsung Galaxy S23 camera under natural daylight and varied background conditions, ensuring that the dataset reflects real-world scenarios where lighting, texture, and surroundings differ. To ensure scientific authenticity and labeling accuracy, each plant specimen was carefully identified and verified by local botanical experts prior to inclusion. This rigorous collection and validation process enhances the dataset’s reliability and makes it a valuable resource for AI model training, research, and educational applications in the field of medicinal plant recognition.
DOI: 10.5517/cct3ntc
title: CCDC 748303: Experimental Crystal Structure Determination

description: Related Article: T.S.Thakur, Y.Azim, T.Srinu, G.R.Desiraju|2010|Curr.Sci.|98|793|
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/cct3nvd
title: CCDC 748304: Experimental Crystal Structure Determination

description: Related Article: T.S.Thakur, Y.Azim, T.Srinu, G.R.Desiraju|2010|Curr.Sci.|98|793|
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/cct3nwf
title: CCDC 748305: Experimental Crystal Structure Determination

description: Related Article: T.S.Thakur, Y.Azim, T.Srinu, G.R.Desiraju|2010|Curr.Sci.|98|793|
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: 10.17632/j7bkm4k5gg
title: Frequency RFG-Arroyos Urbanos Entre Rios

description: Relative frequency of Reynolds Functional Groups gathered in six urban Streams from Entre Ríos (Argentina).
DOI: 10.5517/cct3nxg
title: CCDC 748306: Experimental Crystal Structure Determination

description: Related Article: T.S.Thakur, Y.Azim, T.Srinu, G.R.Desiraju|2010|Curr.Sci.|98|793|
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/cct3nyh
title: CCDC 748307: Experimental Crystal Structure Determination

description: Related Article: T.S.Thakur, Y.Azim, T.Srinu, G.R.Desiraju|2010|Curr.Sci.|98|793|
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/cctrs2d
title: CCDC 767624: Experimental Crystal Structure Determination

description: Related Article: T.S.Thakur, Y.Azim, T.Srinu, G.R.Desiraju|2010|Curr.Sci.|98|793|
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/cctrs3f
title: CCDC 767625: Experimental Crystal Structure Determination

description: Related Article: T.S.Thakur, Y.Azim, T.Srinu, G.R.Desiraju|2010|Curr.Sci.|98|793|
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: 10.17632/j7bkm4k5gg.1
title: Frequency RFG-Arroyos Urbanos Entre Rios

description: Relative frequency of Reynolds Functional Groups gathered in six urban Streams from Entre Ríos (Argentina).
DOI: 10.5517/cctrs4g
title: CCDC 767626: Experimental Crystal Structure Determination

description: Related Article: T.S.Thakur, Y.Azim, T.Srinu, G.R.Desiraju|2010|Curr.Sci.|98|793|
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/cctrs5h
title: CCDC 767627: Experimental Crystal Structure Determination

description: Related Article: T.S.Thakur, Y.Azim, T.Srinu, G.R.Desiraju|2010|Curr.Sci.|98|793|
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/cctrs6j
title: CCDC 767628: Experimental Crystal Structure Determination

description: Related Article: T.S.Thakur, Y.Azim, T.Srinu, G.R.Desiraju|2010|Curr.Sci.|98|793|
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/cctrs7k
title: CCDC 767629: Experimental Crystal Structure Determination

description: Related Article: T.S.Thakur, Y.Azim, T.Srinu, G.R.Desiraju|2010|Curr.Sci.|98|793|
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: 10.17632/gdj9pb2b7b
title: Dataset for assessing HVAC predictive maintenance system performance

description: Heating, Ventilation and Air Conditioning (HVAC) are crucial installations in the hotel sector. The cost of these facilities often represents a significant percentage of the total building maintenance expenses. One way to reduce these costs is through predictive maintenance. Predictive maintenance aims to keep system components operating optimally and schedule inspections before failures occur. In this paper, we present an Artificial Intelligence-based flexible system for the predictive maintenance of HVAC facilities in hotels. To leverage the advantages of both data-driven models and rule-based models, we propose a model that combines Artificial Neural Networks (ANNs) with a Fuzzy Logic-based expert system. The Fuzzy Logic-based system estimates the probability of upcoming failures in the HVAC based on expert knowledge. The ANN-based system is trained using data generated by the Fuzzy Logic system and then learns adaptively according to the context. This is achieved using a variable number of non-invasive sensors within the HVAC system, providing the Fuzzy Logic (FL) system with the necessary flexibility for accurate operation. Simulations demonstrated strong performance, and the system was successfully tested in a five-star hotel in Seville, Spain.

A total of 10000 samples with corresponding input and output values from the FL system were saved in a spreadsheet. These values were used to create and train the ANNs in MATLAB, establishing the dataset. 6010 samples were generated with standard values of all input variables, varying only one of them randomly. This method creates outputs both without faults and with single faults. An additional 3990 samples were generated using random inputs, allowing for the generation of different possible faults for various input sets. This dataset was divided into three parts: 70% of the samples were used as the training set, 15% as the validation set, and the remaining 15% (675 samples) as the test set 

This dataset also contains failure descriptions and the generated code in MATLAB used for simulations
DOI: 10.5517/cctrs8l
title: CCDC 767630: Experimental Crystal Structure Determination

description: Related Article: T.S.Thakur, Y.Azim, T.Srinu, G.R.Desiraju|2010|Curr.Sci.|98|793|
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/ccqhlzr
title: CCDC 670405: Experimental Crystal Structure Determination

description: Related Article: G.Steinhauser|2010|Oest.Akad.Wiss.Abteil 2.|217|3|
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/ccv8p2v
title: CCDC 782907: Experimental Crystal Structure Determination

description: Related Article: Da-sheng Yu, Deng-yu Wu, Nan-wen Mao, Fang-shi Li|2008|Nongyao (Pesticides)|47|420|
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: 10.17632/gdj9pb2b7b.1
title: Dataset for assessing HVAC predictive maintenance system performance

description: Heating, Ventilation and Air Conditioning (HVAC) are crucial installations in the hotel sector. The cost of these facilities often represents a significant percentage of the total building maintenance expenses. One way to reduce these costs is through predictive maintenance. Predictive maintenance aims to keep system components operating optimally and schedule inspections before failures occur. In this paper, we present an Artificial Intelligence-based flexible system for the predictive maintenance of HVAC facilities in hotels. To leverage the advantages of both data-driven models and rule-based models, we propose a model that combines Artificial Neural Networks (ANNs) with a Fuzzy Logic-based expert system. The Fuzzy Logic-based system estimates the probability of upcoming failures in the HVAC based on expert knowledge. The ANN-based system is trained using data generated by the Fuzzy Logic system and then learns adaptively according to the context. This is achieved using a variable number of non-invasive sensors within the HVAC system, providing the Fuzzy Logic (FL) system with the necessary flexibility for accurate operation. Simulations demonstrated strong performance, and the system was successfully tested in a five-star hotel in Seville, Spain.

A total of 10000 samples with corresponding input and output values from the FL system were saved in a spreadsheet. These values were used to create and train the ANNs in MATLAB, establishing the dataset. 6010 samples were generated with standard values of all input variables, varying only one of them randomly. This method creates outputs both without faults and with single faults. An additional 3990 samples were generated using random inputs, allowing for the generation of different possible faults for various input sets. This dataset was divided into three parts: 70% of the samples were used as the training set, 15% as the validation set, and the remaining 15% (675 samples) as the test set 

This dataset also contains failure descriptions and the generated code in MATLAB used for simulations
DOI: 10.5517/ccsqqy4
title: CCDC 736837: Experimental Crystal Structure Determination

description: Related Article: E.Neofotistou, C.D.Malliakas, P.N.Trikalitis|2010|CrystEngComm|12|1034|
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/ccsqqz5
title: CCDC 736838: Experimental Crystal Structure Determination

description: Related Article: E.Neofotistou, C.D.Malliakas, P.N.Trikalitis|2010|CrystEngComm|12|1034|
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/ccsqr07
title: CCDC 736839: Experimental Crystal Structure Determination

description: Related Article: E.Neofotistou, C.D.Malliakas, P.N.Trikalitis|2010|CrystEngComm|12|1034|
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/ccsqr18
title: CCDC 736840: Experimental Crystal Structure Determination

description: Related Article: E.Neofotistou, C.D.Malliakas, P.N.Trikalitis|2010|CrystEngComm|12|1034|
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: 10.17632/c7w625jf9n
title: The social cost of iron: brain iron in face-processing regions links lower face-perception performance to reduced social connectedness in aging.

description: Face perception is fundamental to social interaction yet declines in older individuals. The social implications and mechanisms of this decline remain unclear. Here, we tested whether face-perception performance of 35 healthy, older adults is related to social connectedness and assessed regional brain iron as a hypothetical underlying mechanism. Face and non-face perception was assessed with the Cambridge Face and Cambridge Car Memory Test. Social connectedness was indexed as a composite of the Duke Social Support Index, UCLA Loneliness Scale, and Lubben Social Network Scale. A discrimination task to localize face- and house- processing was completed with fMRI data acquisition, and quantitative susceptibility mapping to index brain iron load was collected. Iron load in face-processing regions—but not in control regions—was associated with poorer face, but not non-face, perception, and poorer face-perception was also associated with lower social connectedness. Mediation analyses supported a perceptual-social pathway in aging whereby regional brain iron relates to lower social connectedness via face perception.
DOI: 10.5517/ccp55ww
title: CCDC 630598: Experimental Crystal Structure Determination

description: Related Article: R.Kefi, E.Jeanneau, F.Lefebvre, C.B.Nasr|2007|Canadian J.Analytical Sci.Spectroscopy|52|215|
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/ccsqr29
title: CCDC 736841: Experimental Crystal Structure Determination

description: Related Article: E.Neofotistou, C.D.Malliakas, P.N.Trikalitis|2010|CrystEngComm|12|1034|
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/cc8jlr3
title: CCDC 254285: Experimental Crystal Structure Determination

description: Related Article: Xia Li, Zhouyong Zhang, Haibin Song|2005|J.Rare Earths|23|615|
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/cc8jls4
title: CCDC 254286: Experimental Crystal Structure Determination

description: Related Article: Xia Li, Zhouyong Zhang, Haibin Song|2005|J.Rare Earths|23|615|
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: 10.17632/c7w625jf9n.1
title: The social cost of iron: brain iron in face-processing regions links lower face-perception performance to reduced social connectedness in aging.

description: Face perception is fundamental to social interaction yet declines in older individuals. The social implications and mechanisms of this decline remain unclear. Here, we tested whether face-perception performance of 35 healthy, older adults is related to social connectedness and assessed regional brain iron as a hypothetical underlying mechanism. Face and non-face perception was assessed with the Cambridge Face and Cambridge Car Memory Test. Social connectedness was indexed as a composite of the Duke Social Support Index, UCLA Loneliness Scale, and Lubben Social Network Scale. A discrimination task to localize face- and house- processing was completed with fMRI data acquisition, and quantitative susceptibility mapping to index brain iron load was collected. Iron load in face-processing regions—but not in control regions—was associated with poorer face, but not non-face, perception, and poorer face-perception was also associated with lower social connectedness. Mediation analyses supported a perceptual-social pathway in aging whereby regional brain iron relates to lower social connectedness via face perception.
DOI: 10.5517/ccr5mwd
title: CCDC 690614: Experimental Crystal Structure Determination

description: Related Article: I.B.Gharbia, R.Kefi, E.Jeanneau, F.Lefebvre, C.B.Nasr|2008|Canadian J.Analytical Sci.Spectroscopy|53|197|
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/ccrcyrs
title: CCDC 696686: Experimental Crystal Structure Determination

description: Related Article: M.El Glaoui, R.Kefi, E.Jeanneau, F.Lefebvre, C.B.Nasr|2010|Canadian J.Analytical Sci.Spectroscopy|54|1|
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/ccqjfl7
title: CCDC 671199: Experimental Crystal Structure Determination

description: Related Article: M.El Glaoui, W.Smirani, F.Lefebvre, M.Rzaigui, C.B.Nasr|2008|Canadian J.Analytical Sci.Spectroscopy|53|102|
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/ccr2hpz
title: CCDC 687601: Experimental Crystal Structure Determination

description: Related Article: R.Al-Far, B.F.Ali, S.F.Haddad|2009|Jordan Journal of Chemistry|4|131|
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: 10.17632/hmzspc6rnv
title: MASnI3, FAPbI3, MAPbI3 variation on perovskite layers

description: La base de datos se construyó a partir de simulaciones en SCAPS-1D, modificando los espesores de tres capas funcionales ETL, PVK y HTL en celdas solares de perovskita basadas en los materiales FAPbI₃, MASnI₃ y MAPbI₃, con el propósito de analizar su influencia en el rendimiento fotovoltaico. Cada configuración incluye los valores resultantes de eficiencia de conversión (%ETA), factor de llenado (FF), voltaje de circuito abierto (VOC) y densidad de corriente de cortocircuito (JSC). Esta información permite estudiar el efecto combinado de los espesores sobre el desempeño global de las celdas y facilita la aplicación de modelos de aprendizaje de máquina para identificar las condiciones óptimas de diseño y maximizar la eficiencia de conversión en diferentes composiciones de perovskita.