cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.8275060
title: A Comparison framework for deep learning RFI detection algorithms in radio astronomy

description: These are the datasets used for the study titled: A Comparison framework for deep learning RFI detection algorithms in radio astronomy. These files are made publicly available as an additional resource to the submission of the author's Masters degree at Stellenbosch University. The detection is done in the field of radio astronomy. Each dataset consists of images/spectrograms/waterfall plots for baselines, and the corresponding binary mask for each image. The datasets can be used to train machine learning models, or for the case of this study, supervised fully convolutional neural networks.


The LOFAR datasets consists of real observations and was slightly modified from https://zenodo.org/record/6724065. See this resource regarding the observational parameters used to retrieve the data from the LOFAR Long Term Archive.The HERA dataset consists of simulated observations generated with hera_sim (https://readthedocs.org/projects/hera-sim/). The 28 March dataset consists of accurate pixel-perfect binary masks for each image. The 20 July dataset is identical to the first, except the binary masks are generated with AOFlagger. All three datasets have a test set stored with pixel-perfected simulation masks (HERA) or expert hand labeled masks (LOFAR).


The csv file contains the results of all trained models and and has fields for: model class, #filters, #FLOPS, #weights, preprocessing methods, train, validation and test accuracy scores as well as list of (threshold, FPR, TPR) values to generate receiver operating characteristic curves. See https://github.com/CharlDuToit/RFI-NLN to visualize the results, to train new models.
description: The financial assistance of the South African Radio Astronomy Observatory (SARAO) towards this research is hereby acknowledged (www.sarao.ac.za).
DOI: 10.5281/zenodo.8275061
title: A Comparison framework for deep learning RFI detection algorithms in radio astronomy

description: These are the datasets used for the study titled: A Comparison framework for deep learning RFI detection algorithms in radio astronomy. These files are made publicly available as an additional resource to the submission of the author's Masters degree at Stellenbosch University. The detection is done in the field of radio astronomy. Each dataset consists of images/spectrograms/waterfall plots for baselines, and the corresponding binary mask for each image. The datasets can be used to train machine learning models, or for the case of this study, supervised fully convolutional neural networks.


The LOFAR datasets consists of real observations and was slightly modified from https://zenodo.org/record/6724065. See this resource regarding the observational parameters used to retrieve the data from the LOFAR Long Term Archive.The HERA dataset consists of simulated observations generated with hera_sim (https://readthedocs.org/projects/hera-sim/). The 28 March dataset consists of accurate pixel-perfect binary masks for each image. The 20 July dataset is identical to the first, except the binary masks are generated with AOFlagger. All three datasets have a test set stored with pixel-perfected simulation masks (HERA) or expert hand labeled masks (LOFAR).


The csv file contains the results of all trained models and and has fields for: model class, #filters, #FLOPS, #weights, preprocessing methods, train, validation and test accuracy scores as well as list of (threshold, FPR, TPR) values to generate receiver operating characteristic curves. See https://github.com/CharlDuToit/RFI-NLN to visualize the results, to train new models.
description: The financial assistance of the South African Radio Astronomy Observatory (SARAO) towards this research is hereby acknowledged (www.sarao.ac.za).
DOI: 10.23719/1529980
title: Data used in the analysis documented in "Revisiting Day-of-Week Ozone Patterns in an Era of Evolving U.S. Air Quality"

description: This dataset hosted at https://zenodo.org/records/10222897 contains observed and CMAQ estimated gas species data and meteorological data that were used in the analysis documented in the manuscript "Revisiting Day-of-Week Ozone Patterns in an Era of Evolving U.S. Air Quality".  The files are packages as a set of .tar.gz files with a corresponding Data Dictionary that contains meta data for each data file
DOI: 10.23719/1530277
title: Building Resilience to Extreme Weather Events in Phoenix: Considering Contaminated Sites and Under-resourced Communities

description: The dataset includes tables of the 58 indicator datasets (dataset descriptions, data formats, links to publicly available data sources for producing GIS data layers).
DOI: 10.23719/1529354
title: Linked data for Wildfire Impact Modeling with Counterfactual Probabilistic Analysis

description: The datasets analyzed for this study can be found in the USDA Forest Service Research Data Archive. The "date of last update" was required in this entry but I could not find exact information on this in the Forest Service data repository website but metadata indicated April of 2022 upload.
DOI: 10.5517/ccdc.csd.cc2f0tv4
title: CCDC 2235126: Experimental Crystal Structure Determination

description: Related Article: Clara Parella, Andreu Blanquer, Sohini Sinha, Evelyn Hümpfner, Jordi Hernando, Eloi Mora, Xavier Fontrodona, Zsolt Kelemen, Carme Nogués, Rosario Núñez, Isabel Romero|2024|Dyes Pigm.|224|111985|doi:10.1016/j.dyepig.2024.111985
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.cc2f0tw5
title: CCDC 2235127: Experimental Crystal Structure Determination

description: Related Article: Clara Parella, Andreu Blanquer, Sohini Sinha, Evelyn Hümpfner, Jordi Hernando, Eloi Mora, Xavier Fontrodona, Zsolt Kelemen, Carme Nogués, Rosario Núñez, Isabel Romero|2024|Dyes Pigm.|224|111985|doi:10.1016/j.dyepig.2024.111985
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.cc2f5xxg
title: CCDC 2240026: Experimental Crystal Structure Determination

description: Related Article: Anshu Singh, Ovender Singh, Ankur Maji, Sain Singh, Neetu Singh, Pradip K. Maji, Kaushik Ghosh|2024|Mol.Catal.|555|113835|doi:10.1016/j.mcat.2024.113835
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.cc2f5xyh
title: CCDC 2240027: Experimental Crystal Structure Determination

description: Related Article: Anshu Singh, Ovender Singh, Ankur Maji, Sain Singh, Neetu Singh, Pradip K. Maji, Kaushik Ghosh|2024|Mol.Catal.|555|113835|doi:10.1016/j.mcat.2024.113835
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.cc2fd1ws
title: CCDC 2245915: Experimental Crystal Structure Determination

description: Related Article: Yingfen Meng, Jiayi Gu, Meixiu Xin, Yi Jiang, Zhibo Du, Guoqing Lu, Jiayao Jiang, Albert S. C. Chan, Zhuofeng Ke, Yong Zou|2024|J.Org.Chem.|89|2726|doi:10.1021/acs.joc.3c02824
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.cc2fdn7r
title: CCDC 2246484: Experimental Crystal Structure Determination

description: Related Article: Yingfen Meng, Jiayi Gu, Meixiu Xin, Yi Jiang, Zhibo Du, Guoqing Lu, Jiayao Jiang, Albert S. C. Chan, Zhuofeng Ke, Yong Zou|2024|J.Org.Chem.|89|2726|doi:10.1021/acs.joc.3c02824
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.cc2fhdcq
title: CCDC 2249123: Experimental Crystal Structure Determination

description: Related Article: Yingfen Meng, Jiayi Gu, Meixiu Xin, Yi Jiang, Zhibo Du, Guoqing Lu, Jiayao Jiang, Albert S. C. Chan, Zhuofeng Ke, Yong Zou|2024|J.Org.Chem.|89|2726|doi:10.1021/acs.joc.3c02824
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: 10.25505/fiz.icsd.cc2fqwbd
title: CSD 2256314: Experimental Crystal Structure Determination

description: Related Article: Daseul Lee, Seung-Jea Lee, Jae Ho Kim, Geonguk Kim, Wan-Gil Jung, Juyun Park, Yong-Cheol Kang, Young-Hoon Kim, Myungkwan Song, Han Seul Kim, Jin Woo Choi|2024|Nano Today|55|102184|doi:10.1016/j.nantod.2024.102184
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2gscd1
title: CCDC 2287533: Experimental Crystal Structure Determination

description: Related Article: Jana Seefeldt, Reece G. Miller, Sascha Heinrich, Nils Metzler-Nolte|2024|Organometallics|43|299|doi:10.1021/acs.organomet.3c00465
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.cc2gscf2
title: CCDC 2287534: Experimental Crystal Structure Determination

description: Related Article: Jana Seefeldt, Reece G. Miller, Sascha Heinrich, Nils Metzler-Nolte|2024|Organometallics|43|299|doi:10.1021/acs.organomet.3c00465
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.10676519
title: Synthetic dataset containing attributes values used in the process of valuing and pricing of interactive electronic books.

description: This synthetic dataset was created from a dataset provided by Brazil's FNDE (National Education Development Fund).
DOI: 10.5281/zenodo.10676520
title: Synthetic dataset containing attributes values used in the process of valuing and pricing of interactive electronic books.

description: This synthetic dataset was created from a dataset provided by Brazil's FNDE (National Education Development Fund).
DOI: 10.34740/kaggle/dsv/7651240
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.34740/kaggle/dsv/7651251
title: Top Spotify Songs in 73 Countries (Daily Updated)
DOI: 10.34740/kaggle/dsv/7651264
title: Full TMDB Movies Dataset 2024 (985K Movies)
DOI: 10.5281/zenodo.10674576
title: Leaflet-Product-Classification 2023
DOI: 10.5281/zenodo.10674575
title: Leaflet-Product-Classification 2023
DOI: 10.5281/zenodo.10674577
title: Leaflet-Product-Classification 2023
DOI: 10.34740/kaggle/dsv/7651289
title: Balochi Language to English Translation Dataset
DOI: 10.34740/kaggle/dsv/7651320
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.5281/zenodo.10666642
title: Public Database of Dynamic Map Key Study Results

description: The Excel file contains the raw data records of the dynamic map key study of the Research Group on Experimental Cartography at the Eötvös Loránd University (ktk.elte.hu). The data collection lasted between July and September 2016. The file contains one sheet holding the 937 data records.
DOI: 10.5281/zenodo.10666643
title: Public Database of Dynamic Map Key Study Results

description: The Excel file contains the raw data records of the dynamic map key study of the Research Group on Experimental Cartography at the Eötvös Loránd University (ktk.elte.hu). The data collection lasted between July and September 2016. The file contains one sheet holding the 937 data records.
DOI: 10.5517/ccdc.csd.cc2hrvhm
title: CCDC 2316831: Experimental Crystal Structure Determination

description: Related Article: Sheng Li, Rong-Can Luo, Zhen-Zhen Liang, Bo-Dou Zhang, Yin-Ling Wei, Hong-Yan Wen, Jing Dong, Xiao-Yu Li, Ling-Li Guo, Xiao-Jiang Hao, Ning Li, Yu Zhang|2024|Bioorg.Chem.|144|107166|doi:10.1016/j.bioorg.2024.107166
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.cc2hs0jv
title: CCDC 2316987: Experimental Crystal Structure Determination

description: Related Article: Sheng Li, Rong-Can Luo, Zhen-Zhen Liang, Bo-Dou Zhang, Yin-Ling Wei, Hong-Yan Wen, Jing Dong, Xiao-Yu Li, Ling-Li Guo, Xiao-Jiang Hao, Ning Li, Yu Zhang|2024|Bioorg.Chem.|144|107166|doi:10.1016/j.bioorg.2024.107166
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.cc2hs8rb
title: CCDC 2317242: Experimental Crystal Structure Determination

description: Related Article: Sheng Li, Rong-Can Luo, Zhen-Zhen Liang, Bo-Dou Zhang, Yin-Ling Wei, Hong-Yan Wen, Jing Dong, Xiao-Yu Li, Ling-Li Guo, Xiao-Jiang Hao, Ning Li, Yu Zhang|2024|Bioorg.Chem.|144|107166|doi:10.1016/j.bioorg.2024.107166
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.cc2gzklm
title: CCDC 2293491: Experimental Crystal Structure Determination

description: Related Article: Gurjaspreet Singh, Sumesh Khurana, Pawan, Mohit, Anita Devi, Akshpreet Singh, Vikas, Daizy R. Batish, Aditi Sharma|2024|Int.J.Biol.Macromol.|261|129689|doi:10.1016/j.ijbiomac.2024.129689
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.cc2hxf73
title: CCDC 2321225: Experimental Crystal Structure Determination

description: Related Article: Michael J. Sauer, Jeff Offorjindu, Greta G. Zámbó, Robert M. Reich, Fritz E. Kühn|2024|J.Organomet.Chem.|1007|123030|doi:10.1016/j.jorganchem.2024.123030
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.cc2hxf84
title: CCDC 2321226: Experimental Crystal Structure Determination

description: Related Article: Michael J. Sauer, Jeff Offorjindu, Greta G. Zámbó, Robert M. Reich, Fritz E. Kühn|2024|J.Organomet.Chem.|1007|123030|doi:10.1016/j.jorganchem.2024.123030
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.cc2hxf95
title: CCDC 2321227: Experimental Crystal Structure Determination

description: Related Article: Michael J. Sauer, Jeff Offorjindu, Greta G. Zámbó, Robert M. Reich, Fritz E. Kühn|2024|J.Organomet.Chem.|1007|123030|doi:10.1016/j.jorganchem.2024.123030
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.cc2hxfb6
title: CCDC 2321228: Experimental Crystal Structure Determination

description: Related Article: Michael J. Sauer, Jeff Offorjindu, Greta G. Zámbó, Robert M. Reich, Fritz E. Kühn|2024|J.Organomet.Chem.|1007|123030|doi:10.1016/j.jorganchem.2024.123030
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.cc2hxfc7
title: CCDC 2321229: Experimental Crystal Structure Determination

description: Related Article: Michael J. Sauer, Jeff Offorjindu, Greta G. Zámbó, Robert M. Reich, Fritz E. Kühn|2024|J.Organomet.Chem.|1007|123030|doi:10.1016/j.jorganchem.2024.123030
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.cc2hxfd8
title: CCDC 2321230: Experimental Crystal Structure Determination

description: Related Article: Michael J. Sauer, Jeff Offorjindu, Greta G. Zámbó, Robert M. Reich, Fritz E. Kühn|2024|J.Organomet.Chem.|1007|123030|doi:10.1016/j.jorganchem.2024.123030
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.cc2hy7d3
title: CCDC 2322005: Experimental Crystal Structure Determination

description: Related Article: Yulan Bai, Yan Liu, Yanrui Ma, Tingyu Lin, Hao Yu, Xueli Wu, Xiuling Xu|2024|Inorg.Chem.Commun.|161|112152|doi:10.1016/j.inoche.2024.112152
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: 10.34740/kaggle/dsv/7651403
title: Daily Public Opinion on Israel-Palestine War
DOI: 10.34740/kaggle/dsv/7651412
title: Public Opinion on Climate Change (Updated Daily)
DOI: 10.5281/zenodo.10676609
title: Diversity and distribution of Rauvolfioideae (Apocynaceae) in Paraíba State, Brazil
DOI: 10.5281/zenodo.10676610
title: Diversity and distribution of Rauvolfioideae (Apocynaceae) in Paraíba State, Brazil
DOI: 10.26207/1q1n-x639
title: Mechanistic Neural Mass Development
DOI: 10.34740/kaggle/dsv/7651465
title: Telecom Stats
DOI: 10.6084/m9.figshare.24602367.v1
title: ReDIRECT Baseline Summary Tables and Figures

description: Aggregate data for baseline characteristics in the ReDIRECT Study
DOI: 10.5281/zenodo.10676625
title: Melatonin RDS data

description: Dataset for Melatonin RCT
DOI: 10.5281/zenodo.10676626
title: Melatonin RDS data

description: Dataset for Melatonin RCT
DOI: 10.34740/kaggle/dsv/7650722
title: Guidance to Determine Solubility with XGBoost
DOI: 10.34740/kaggle/dsv/4222728
title: 500 Bangla Fake News
DOI: 10.6073/pasta/db2bdb0cec726d37522af5ff1f6339e1
title: Consumer Stocks: Physical Data from Everglades National Park (FCE), South Florida from February 1996 to April 2008

description: We hypothesize that standing crops of consumers reflect patterns of allochthonous nutrient transport along the estuarine interface at the Florida Coastal Everglades (FCE) LTER. Our goal is to investigate how variation in hydrology, water quality, and disturbance influence secondary production. This data set represents the physical data of the sampled plots.