cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.4637770
title: Phenomenological images (CL-CAM2) of Crater Lake CALM site, Deception island, Antarctica (2020).

description: Images acquired by a phenomenological automatic time-lapse camera (CL-CAM2) located in Crater Lake permafrost and active layer monitoring site in Crater Lake sounders in Deception island, Antarctica, in 2020.



	
File code: DEC_CL_CAM2_2020_v100
	
Location code: DEC
	
Site code: CL
	
Instrument code: CAM2
	
Period: 2020
	
Version: 1.0.0 (jpg images as they were obtained from camera, without processing)
	
Camera/manufacturer: CC5MPX by Campbell Scientific Inc.
	
Resolution/Type/Format: 5Mpixels in RGB in jpg files
	
Frequency: 3 images per day at 14h, 15h and 16h GMT
	
Site: Close to Crater Lake CALM site, in Crater Lake sounders of Deception island, Antarctica.
	
Location: 
	
Elevation:
	
Initial dataset date/time: December 1, 2019 14:00h GMT
	
Final dataset date/time: February 16, 2021 16:00h GMT
	
Gaps: Yes, from June 21, 2020 to February 7, 2021 due to power failure
	
Notes:
	

		
Folders: 8
		
Files: 601
		
Other files: configuration xml file
		
Folder names structure: year_month
		
Datafiles names structure:  Site_camera_year_month_day_hour_minute_second.jpg
description: Financial support: Government of Spain by research project PERMASNOW CTM2014-52021-R and Spanish Polar Committee by grants PERMATHERMAL 2016, 2017, 2018, 2019 and 2020.
DOI: 10.5281/zenodo.4637771
title: Phenomenological images (CL-CAM2) of Crater Lake CALM site, Deception island, Antarctica (2020).

description: Images acquired by a phenomenological automatic time-lapse camera (CL-CAM2) located in Crater Lake permafrost and active layer monitoring site in Crater Lake sounders in Deception island, Antarctica, in 2020.



	
File code: DEC_CL_CAM2_2020_v100
	
Location code: DEC
	
Site code: CL
	
Instrument code: CAM2
	
Period: 2020
	
Version: 1.0.0 (jpg images as they were obtained from camera, without processing)
	
Camera/manufacturer: CC5MPX by Campbell Scientific Inc.
	
Resolution/Type/Format: 5Mpixels in RGB in jpg files
	
Frequency: 3 images per day at 14h, 15h and 16h GMT
	
Site: Close to Crater Lake CALM site, in Crater Lake sounders of Deception island, Antarctica.
	
Location: 
	
Elevation:
	
Initial dataset date/time: December 1, 2019 14:00h GMT
	
Final dataset date/time: February 16, 2021 16:00h GMT
	
Gaps: Yes, from June 21, 2020 to February 7, 2021 due to power failure
	
Notes:
	

		
Folders: 8
		
Files: 601
		
Other files: configuration xml file
		
Folder names structure: year_month
		
Datafiles names structure:  Site_camera_year_month_day_hour_minute_second.jpg
description: Financial support: Government of Spain by research project PERMASNOW CTM2014-52021-R and Spanish Polar Committee by grants PERMATHERMAL 2016, 2017, 2018, 2019 and 2020.
DOI: 10.6084/m9.figshare.24651678
title: Gold standard Paper data-Origin format.rar

description: Origin software data format of Gold nanoclusters manuscript
DOI: 10.6084/m9.figshare.24651678.v1
title: Gold standard Paper data-Origin format.rar

description: Origin software data format of Gold nanoclusters manuscript
DOI: 10.5281/zenodo.10214333
title: Kinoson data for FCC random and high entropy alloys

description: This database contains the single KMC-step datasets for the "Ordered" and "Random" rate lattice gas systems, as well the "Complex" high-entropy alloy to accompany our main publication along with our code repository mentioned therein. The datasets are given as HDF5 files, readable with the `h5py` module in python 3. These files are listed below:
* CrystalData: `CrystData.h5` and `CrystData_ortho_5_cube.h5` contain all the necessary FCC crystal structure data for primitive 8x8x8 and orthogonal 5x5x5 FCC supercells.
* Lattice_gas/2-component/Ordered_rate: `singleStep_FCC_SR2_c0_X_Run2.h5` are the datasets for the 2-component "Ordered" rate lattice gas systems
* Lattice_gas/2-component/Random_rate: `singleStepFCC_CR2_c0_X_Run_3.h5` are the datasets for the 2-component "Random" rate lattice gas systems, with X = 60, 70, 75, 80, 85 for the slow species concentration. In these datasets, the slow and fast species have integer labels of 0 and 1, and the vacancy has an integer label of 2.
* Lattice_gas/5-component/Ordered_rate: `singleStep_FCC_5comp_LG_EquiComp_T.h5` are the datasets for the 5-component "Ordered" rate lattice gases
* Lattice_gas/5-component/Random_rate: `singleStep_HEA_dist_EquiComp_T.h5` are the datasets for the 5-component "Random" rate lattice gases, with T = 1073, 1173, 1273, 1373 for the simulated temperatures. In these datasets, the four slow species have integer labels 0, 1, 2 and 3, while the fast species has an integer label of 4, and the vacancy has an integer label of 5.
* HEA_MEAM: `singleStep_HEA_MEAM_T_ftol_1e-3.h5` (T = 773, 1073, 1173, 1273, 1373) contain the single KMC step samples for the complex high-entropy alloy simulated with the MEAM potential. In these datasets, the vacancy has an integer label of 0, while Co, Ni, Cr, Fe and Mn have integer labels 1, 2, 3, 4 and 5.
Along with the datasets, in each directory, the optimal neural network models for each system have also been provided as PyTorch "state dictionaries", along with the optimal neural network-predicted relaxation vectors. To illustrate the use of these datasets, neural networks and their relaxation vectors, python 3 Jupyter notebooks have also been provided to show the calculation of the transport coefficients using the Scaled Bias Basis (SBB) Method for all systems, as well as the NN+SRBC method for the "Complex" high-entropy alloy. In each directory, these notebooks have been numbered in their file names so as to make it easier to navigate through them. Along with such examples and the datasets, source codes for our neural network models and cluster expansion models are available in the code repository mentioned in our main text. Modules in this repository are also required to run these example notebooks.
DOI: 10.5281/zenodo.10214334
title: Kinoson data for FCC random and high entropy alloys

description: This database contains the single KMC-step datasets for the "Ordered" and "Random" rate lattice gas systems, as well the "Complex" high-entropy alloy to accompany our main publication along with our code repository mentioned therein. The datasets are given as HDF5 files, readable with the `h5py` module in python 3. These files are listed below:
* CrystalData: `CrystData.h5` and `CrystData_ortho_5_cube.h5` contain all the necessary FCC crystal structure data for primitive 8x8x8 and orthogonal 5x5x5 FCC supercells.
* Lattice_gas/2-component/Ordered_rate: `singleStep_FCC_SR2_c0_X_Run2.h5` are the datasets for the 2-component "Ordered" rate lattice gas systems
* Lattice_gas/2-component/Random_rate: `singleStepFCC_CR2_c0_X_Run_3.h5` are the datasets for the 2-component "Random" rate lattice gas systems, with X = 60, 70, 75, 80, 85 for the slow species concentration. In these datasets, the slow and fast species have integer labels of 0 and 1, and the vacancy has an integer label of 2.
* Lattice_gas/5-component/Ordered_rate: `singleStep_FCC_5comp_LG_EquiComp_T.h5` are the datasets for the 5-component "Ordered" rate lattice gases
* Lattice_gas/5-component/Random_rate: `singleStep_HEA_dist_EquiComp_T.h5` are the datasets for the 5-component "Random" rate lattice gases, with T = 1073, 1173, 1273, 1373 for the simulated temperatures. In these datasets, the four slow species have integer labels 0, 1, 2 and 3, while the fast species has an integer label of 4, and the vacancy has an integer label of 5.
* HEA_MEAM: `singleStep_HEA_MEAM_T_ftol_1e-3.h5` (T = 773, 1073, 1173, 1273, 1373) contain the single KMC step samples for the complex high-entropy alloy simulated with the MEAM potential. In these datasets, the vacancy has an integer label of 0, while Co, Ni, Cr, Fe and Mn have integer labels 1, 2, 3, 4 and 5.
Along with the datasets, in each directory, the optimal neural network models for each system have also been provided as PyTorch "state dictionaries", along with the optimal neural network-predicted relaxation vectors. To illustrate the use of these datasets, neural networks and their relaxation vectors, python 3 Jupyter notebooks have also been provided to show the calculation of the transport coefficients using the Scaled Bias Basis (SBB) Method for all systems, as well as the NN+SRBC method for the "Complex" high-entropy alloy. In each directory, these notebooks have been numbered in their file names so as to make it easier to navigate through them. Along with such examples and the datasets, source codes for our neural network models and cluster expansion models are available in the code repository mentioned in our main text. Modules in this repository are also required to run these example notebooks.
DOI: 10.5281/zenodo.4637829
title: Phenomenological images (CL-CAM2) of Crater Lake CALM site, Deception island, Antarctica (2019).

description: Images acquired by a phenomenological automatic time-lapse camera (CL-CAM2) located in Crater Lake permafrost and active layer monitoring site in Crater Lake sounders in Deception island, Antarctica, in 2019.



	
File code: DEC_CL_CAM2_2019_v100
	
Location code: DEC
	
Site code: CL
	
Instrument code: CAM2
	
Period: 2019
	
Version: 1.0.0 (jpg images as they were obtained from camera, without processing)
	
Camera/manufacturer: CC5MPX by Campbell Scientific Inc.
	
Resolution/Type/Format: 5Mpixels in RGB in jpg files
	
Frequency: 3 images per day at 14h, 15h and 16h GMT
	
Site: Close to Crater Lake CALM site, in Crater Lake sounders of Deception island, Antarctica.
	
Location: 
	
Elevation:
	
Initial dataset date/time: February 5, 2019 14:00h GMT
	
Final dataset date/time: January 4, 2020 14:00h GMT
	
Gaps: 
	
Notes:
	

		
Folders: 12
		
Files: 717
		
Other files: none
		
Folder names structure: year_month
		
Datafiles names structure:  Site_camera_year_month_day_hour_minute_second.jpg
description: Financial support: Government of Spain by research project PERMASNOW CTM2014-52021-R and Spanish Polar Committee by grants PERMATHERMAL 2016, 2017, 2018, and 2019.
DOI: 10.5281/zenodo.4637830
title: Phenomenological images (CL-CAM2) of Crater Lake CALM site, Deception island, Antarctica (2019).

description: Images acquired by a phenomenological automatic time-lapse camera (CL-CAM2) located in Crater Lake permafrost and active layer monitoring site in Crater Lake sounders in Deception island, Antarctica, in 2019.



	
File code: DEC_CL_CAM2_2019_v100
	
Location code: DEC
	
Site code: CL
	
Instrument code: CAM2
	
Period: 2019
	
Version: 1.0.0 (jpg images as they were obtained from camera, without processing)
	
Camera/manufacturer: CC5MPX by Campbell Scientific Inc.
	
Resolution/Type/Format: 5Mpixels in RGB in jpg files
	
Frequency: 3 images per day at 14h, 15h and 16h GMT
	
Site: Close to Crater Lake CALM site, in Crater Lake sounders of Deception island, Antarctica.
	
Location: 
	
Elevation:
	
Initial dataset date/time: February 5, 2019 14:00h GMT
	
Final dataset date/time: January 4, 2020 14:00h GMT
	
Gaps: 
	
Notes:
	

		
Folders: 12
		
Files: 717
		
Other files: none
		
Folder names structure: year_month
		
Datafiles names structure:  Site_camera_year_month_day_hour_minute_second.jpg
description: Financial support: Government of Spain by research project PERMASNOW CTM2014-52021-R and Spanish Polar Committee by grants PERMATHERMAL 2016, 2017, 2018, and 2019.
DOI: 10.5517/ccdc.csd.cc27f21t
title: CCDC 2068135: Experimental Crystal Structure Determination

description: Related Article: Murat Yiğit, Duygu Barut Celepci, Parham Taslimi, Beyhan Yiğit, Engin Çetinkaya, İsmail Özdemir, Muhittin Aygün, İlhami Gülçin|2022|Bioorg.Chem.|120|105566|doi:10.1016/j.bioorg.2021.105566
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.cc27f22v
title: CCDC 2068136: Experimental Crystal Structure Determination

description: Related Article: Murat Yiğit, Duygu Barut Celepci, Parham Taslimi, Beyhan Yiğit, Engin Çetinkaya, İsmail Özdemir, Muhittin Aygün, İlhami Gülçin|2022|Bioorg.Chem.|120|105566|doi:10.1016/j.bioorg.2021.105566
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.10214421
title: Orçamento completo de projeto de pesquisa

description: Orçamento completo, de projeto de pesquisa, de todos os componentes e serviços necessários para o desenvolvimento do protótipo de um Kit Didático para aulas de robótica.
DOI: 10.5281/zenodo.10214422
title: Orçamento completo de projeto de pesquisa

description: Orçamento completo, de projeto de pesquisa, de todos os componentes e serviços necessários para o desenvolvimento do protótipo de um Kit Didático para aulas de robótica.
DOI: 10.3886/e112670v1-143351
title: Replication data for: The China Syndrome: Local Labor Market Effects of Import Competition in the United States

description: We analyze the effect of rising Chinese import competition between 1990 and 2007 on US local labor markets, exploiting cross- market variation in import exposure stemming from initial differences in industry specialization and instrumenting for US imports using changes in Chinese imports by other high-income countries. Rising imports cause higher unemployment, lower labor force participation, and reduced wages in local labor markets that house import-competing manufacturing industries. In our main specification, import competition explains one-quarter of the contemporaneous aggregate decline in US manufacturing employment. Transfer benefits payments for unemployment, disability, retirement, and healthcare also rise sharply in more trade-exposed labor markets.
DOI: 10.5066/p9ho3pqj
title: Geologic map of the Victoria Quadrangle of Mercury

description: Almost all the pictures acquired by Mariner 10 that were used for mapping were obtained during the first encounter: those covering the southeast half of the quadrangle are incoming close-encounter images, and those covering the north-west corner are outgoing close-encounter images. At the time the pictures were obtained, the terminator was at about long 7 degrees to 8 degrees, within the eastern part of the quadrangle. A large gap in coverage between in the incoming and outgoing images appears as a northeast-trending diagonal blank strip on the base map. A small part of this gap was filled in the southwestern part of the quadrangle by very poor second-encounter images.
DOI: 10.34740/kaggle/dsv/7076836
title: Balochi Language to English Translation Dataset
DOI: 10.5281/zenodo.10211404
title: Preliminary Compound Flooding Waikiki
DOI: 10.5281/zenodo.10211403
title: Preliminary Compound Flooding Waikiki
DOI: 10.5066/p9znvmh8
title: Geologic map of the Discovery Quadrangle of Mercury

description: This map sheet is one of a series covering that part of the surface of Mercury that was illuminated during the Mariner 10 encounters. Planimetric control is provided by photogrammetric triangulation using Mariner 10 pictures (Davies and Batson, 1975). Discrepancies between images in the base mosaic and computed control-point positions appear to be less than 5 km. No attempt was made to resolve discrepancies in feature positions on this sheet and those on the Kuiper (H-6) quadrangle to the north and the Bach (H-15) quadrangle to the south. The latter sheets were controlled by an earlier, more preliminary net.
DOI: 10.34943/f6ecf639-0acd-4c1d-81f0-e87de6a69054
title: Fortune Bay Orientation Instrument Deployed 2021-08-18

description: The KVH C100 Compass SB66700113 was deployed on 2021-08-18 at Fortune Bay. Fortune Bay is a large natural bay located in the Gulf of St. Lawrence, on the south coast of Newfoundland, Canada. This device is a Orientation Instrument. Orientation instruments are used on ships, ROVs and instrument packages to record variables like heading, pitch and roll. It was deployed on a mobile platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.5281/zenodo.10182205
title: Hourly Wind and Solar Generation Profiles at 1/8th Degree Resolution - wind 125m rcp85hotter 2020-2039

description: Please see the parent record at https://doi.org/10.5281/zenodo.10214348.
DOI: 10.5281/zenodo.10182206
title: Hourly Wind and Solar Generation Profiles at 1/8th Degree Resolution - wind 125m rcp85hotter 2020-2039

description: Please see the parent record at https://doi.org/10.5281/zenodo.10214348.
DOI: 10.34943/41818a38-f001-44a5-9bd1-e4e799de6b25
title: Tsawwassen - Duke Point Ferry Route Orientation Instrument Deployed 2012-05-06

description: The RM Young Electronic Compass 32500-56 CI 2302 was deployed on 2012-05-06 on Tsawwassen - Duke Point Ferry Route. This ferry route goes between Tsawwassen terminal in Vancouver, BC and the Duke Point terminal, Nanaimo BC. This device is a Orientation Instrument. Orientation instruments are used on ships, ROVs and instrument packages to record variables like heading, pitch and roll. It was deployed on a mobile platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.34943/2e0c3a5f-f437-44d2-a65a-98b533cbb831
title: Barkley Upper Slope Orientation Instrument Deployed 2009-09-11

description: The Crossbow NAV 440 (Gyro) was deployed on 2009-09-11 at Barkley Upper Slope. Upper Slope is a location within Barkley Canyon, which is located on the upper continental slope. This device is a Orientation Instrument. Orientation instruments are used on ships, ROVs and instrument packages to record variables like heading, pitch and roll. It was deployed on a profiling platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.34943/e14fb624-eaec-4a8b-9b1d-437f22830e44
title: Douglas Channel Orientation Instrument Deployed 2016-03-25

description: The Honeywell HMR3300 Orientation (SN 31599) was deployed on 2016-03-25 at Douglas Channel. Douglas Channel is one of the principal inlets of the British Columbia coast. This device is a Orientation Instrument. Orientation instruments are used on ships, ROVs and instrument packages to record variables like heading, pitch and roll. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.34943/318c4295-38d8-418d-a881-32be850230d5
title: Discovery Passage Orientation Instrument Deployed 2016-07-29

description: The Honeywell HMR3300 Orientation (SN 32117) was deployed on 2016-07-29 at Discovery Passage. Discovery Passage is a channel that is part of Inside Passage. It is located between Vancouver Island and the Discovery Islands and north of the Georgia Strait. This device is a Orientation Instrument. Orientation instruments are used on ships, ROVs and instrument packages to record variables like heading, pitch and roll. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.34943/56c1749a-b373-45ee-87d9-34dc92eb9019
title: Cambridge Bay Orientation Instrument Deployed 2017-09-14

description: The Honeywell HMR3300 Orientation (SN 31963) was deployed on 2017-09-14 at Cambridge Bay. Cambridge Bay is located on Victoria Island in the Kitikmeot Region of Nunavut, Canada. This device is a Orientation Instrument. Orientation instruments are used on ships, ROVs and instrument packages to record variables like heading, pitch and roll. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.34943/6f8faac0-bce4-4332-a57a-422421a86656
title: Patricia Bay Orientation Instrument Deployed 2011-03-08

description: The Crossbow NAV 440 (Gyro) was deployed on 2011-03-08 at Patricia Bay. Patricia Bay is located in the Saanich Inlet, on the southern tip of Vancouver Island. This device is a Orientation Instrument. Orientation instruments are used on ships, ROVs and instrument packages to record variables like heading, pitch and roll. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.34943/21ffcb8b-57d9-43d3-bc3e-27df3ffd3b7b
title: Patricia Bay Orientation Instrument Deployed 2012-03-22

description: The Crossbow NAV 440 (Gyro) was deployed on 2012-03-22 at Patricia Bay. Patricia Bay is located in the Saanich Inlet, on the southern tip of Vancouver Island. This device is a Orientation Instrument. Orientation instruments are used on ships, ROVs and instrument packages to record variables like heading, pitch and roll. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.34943/25511b15-efb4-4059-afae-5d8df9a63621
title: Tsawwassen - Swartz Bay Ferry Route Orientation Instrument Deployed 2014-10-02

description: The RM Young Electronic Compass 32500-56 CI 2299 was deployed on 2014-10-02 on Tsawwassen - Swartz Bay Ferry Route. This ferry route goes between Tsawwassen terminal in Vancouver, BC and the Swartz Bay terminal, Victoria BC. This device is a Orientation Instrument. Orientation instruments are used on ships, ROVs and instrument packages to record variables like heading, pitch and roll. It was deployed on a mobile platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.34943/e111bb02-1b31-420f-a4b1-3aeeac9894c6
title: Yarrow Point Orientation Instrument Deployed 2013-08-24

description: The RM Young Electronic Compass 32500-56 CI 2525 was deployed on 2013-08-24 at Yarrow Point. Yarrow Point is located in the Saanich Inlet, north of Coles Bay. This device is a Orientation Instrument. Orientation instruments are used on ships, ROVs and instrument packages to record variables like heading, pitch and roll. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.