cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.12849812
title: The Edinburgh Cognitive and Behavioural ALS Screen (ECAS) for Japanese ALS and FTD patients

description: Amyotrophic lateral sclerosis (ALS) patients might present with cognitive and behavioural abnormalities resembling frontotemporal dementia (FTD). The Edinburgh Cognitive and Behavioural ALS Screen (ECAS) was developed as an easy to administer cognitive screen for detecting these symptoms. The aim of the present study was to develop and validate a Japanese version of the ECAS. In this single centre observational study, 35 ALS patients and 28 healthy controls were enrolled. Three patients in the ALS group fulfilled the criteria for behavioural variant FTD (ALS-FTD) and the rest were grouped as ALS without FTD. Participants were subjected to the Japanese version of the ECAS. ALS patients were also subjected to the Montreal Cognitive Assessment, Frontal Assessment Battery, ALS Functional Rating Scale-Revised, and respiratory function testing. Demographic and disease characteristics (e.g., sex, age at examination, and years of education) were also recorded. Internal consistency and correlations with general cognitive screenings were sufficient in the Japanese adaptation. Executive functions were the most commonly affected ECAS domain, followed by fluency and language. Compared to control subjects, ALS patients without FTD had low scores in the ECAS ALS-specific functions but not in ALS-nonspecific functions. Meanwhile ALS-FTD patients markedly underperformed both in the ECAS ALS-specific and ALS-nonspecific functions. Furthermore, the Japanese ECAS score correlated positively with years of education and negatively with age at onset. The Japanese version of the ECAS is a valid and useful screening tool to identify multiple types of cognitive impairment in ALS patients.
DOI: 10.5281/zenodo.4678113
title: NERSC Cori Power Consumption - 2020

description: This dataset contains the power consumption data for NERSC Cori for the calendar year 2020. It also has the job power consumption data for the ten most frequently running Cori applications.
DOI: 10.5281/zenodo.4678112
title: NERSC Cori Power Consumption - 2020

description: This dataset contains the power consumption data for NERSC Cori for the calendar year 2020. It also has the job power consumption data for the ten most frequently running Cori applications.
DOI: 10.6084/m9.figshare.13280252.v4
title: Global offshore wind turbine dataset

description: This dataset including two contents. One part is the global offshore wind turbine dataset constructed by us, which provide geocoded information on global offshore wind turbines (OWTs) derived from Sentinel-1 synthetic aperture radar (SAR) time-series images from 2015 to 2019. It identified 6,924 wind turbines comprising of more than 10 nations. Data is available at 10 m spatial resolution, providing an explicit dataset for planning, monitoring, and managing marine space. The global OWTs are stored in Shapefile (.shp) format. The attributes and metadata are organized with referenced to the WGS84 datum, and each record consists of seven attributes: centroid latitude (centr_lat), centroid longitude (centr_lon), continent, country, sea area (sea_area), appearance year (occ_year) and month (occ_month).Another part is the validation set we generated that consisted of 50 random offshore wind farms, covering 2,663 wind turbines using three methods. Reference data include (1) the high-resolution aerial imagery and Google images, (2) the comparison and corroboration across multiple source datasets, and (3) a comprehensive visual examination and an extensive internal review by the authors using Sentinel 2-MSI data or Landsat 8-OLI imagery under true colour composition and Sentinel 1 data after floating or temporarily mobile object removal. The validation set is stored in the Shapefile (.shp) format for each wind farm. The attributes and metadata are organized with referenced to the WGS84 datum, and each record consists of three attributes: centroid latitude (centr_lat), centroid longitude (centr_lon) and country. Besides, one of the reference data, Sentinel 1 data after floating or temporarily mobile object removal, were attached.
DOI: 10.5281/zenodo.4556403
title: deleted

description: deleted
DOI: 10.5281/zenodo.4556402
title: deleted

description: deleted
DOI: 10.5281/zenodo.4273968
title: Neutron tomography data of high-purity metal rods using golden-ratio angular acquisition (IMAT, ISIS)

description: <strong>General description:</strong> This is a neutron tomography projection data set acquired at the IMAT beamline of the ISIS Neutron and Muon Source, Harwell, UK. It was acquired using a 512-by-512 pixel MCP time-of-flight detector (pixel size 0.055 mm) binned into 2332 energy intervals between 1.7Å and 5.5Å using a parallel-beam scan geometry. 186 projections, each with 30 min exposure time (20 micro A), in the golden-ratio angular acquisition-mode. That is, a constant angular increment of (sqrt(5)-1)/2*180 degrees = 111.2461 degrees was used, and if an angle was outside 0 to 180 it was wrapped to that interval. Data was preprocessed to compensate for distortions caused by detector electronics and then summed over energy bins to simulate a white-beam data set. The data has not been corrected for centre-of-rotation offset. This can be achieved for example by cropping 52 pixels off all images from the left. The sample was an Al cylinder (Ø 22mm) with cylindrical inset holes drilled from the top: A central 10mm hole (left empty) and 5 holes of 3mm in pentagon corner positions and 5 holes of 1mm in pentagon corner positions offset from the 3mm set. High-purity elemental Cu, Fe, Ni, Ti, and Zn were inserted in the 3mm and 1mm holes with a single 1mm hole left empty. <strong>File descriptions:</strong> The data consists of a single ZIP file with the following contents: 186 TIFF files - these are the individual projection images. golden_ratio_angles.txt - this text file lists the 186 angles in degrees at which the projections were acquired. scan_parameters.txt - this text file contains geometric metadata about the experimental scan configuration.
description: We gratefully acknowledge access to beamtime at the IMAT Beamline of the ISIS Neutron and Muon Source, Harwell Campus under experiment number RB1820541. The full beamtime data, from which the present data is prepared, is available at https://doi.org/10.5286/ISIS.E.100529645
description: {"references": ["J\u00f8rgensen, J. S. et al. (2019). Neutron TOF imaging phantom data to quantify hyperspectral reconstruction algorithms. Available from https://doi.org/10.5286/ISIS.E.100529645"]}
DOI: 10.5281/zenodo.4678117
title: On-line Bayesian model updating for structural health monitoring

description: <em><strong>Frequency response data of a Car Suspension Arm crossed by cracks. </strong></em> Roberto Rocchetta et al. "On-line Bayesian model updating for structural health monitoring", Mechanical Systems and Signal processing.Volume 103, 15 March 2018, Pages 174-195 https://doi.org/10.1016/j.ymssp.2017.10.015 Matlab structure: <strong>FrequencyResponse_X</strong>: Frequency response functions of the suspension arm in the X coordinate [3147x999] <strong>FrequencyResponse_Y</strong>: Frequency response functions of the suspension arm in the Y coordinate [3147x999] <strong>CrackPositions</strong>: the index of the position where a crack &gt;0.5 mm exists [3147x1] <strong>Lengths</strong>: A matrix containing vectors of crack lengths in 6 candidate (high stress concentration) locations [3147x6]
description: {"references": ["Roberto Rocchetta et al. \"On-line Bayesian model updating for structural health monitoring\", Mechanical\u00a0Systems and Signal processing.Volume 103,\u00a015 March 2018, Pages 174-195\u00a0https://doi.org/10.1016/j.ymssp.2017.10.015"]}
DOI: 10.5281/zenodo.4678116
title: On-line Bayesian model updating for structural health monitoring

description: <em><strong>Frequency response data of a Car Suspension Arm crossed by cracks. </strong></em> Roberto Rocchetta et al. "On-line Bayesian model updating for structural health monitoring", Mechanical Systems and Signal processing.Volume 103, 15 March 2018, Pages 174-195 https://doi.org/10.1016/j.ymssp.2017.10.015 Matlab structure: <strong>FrequencyResponse_X</strong>: Frequency response functions of the suspension arm in the X coordinate [3147x999] <strong>FrequencyResponse_Y</strong>: Frequency response functions of the suspension arm in the Y coordinate [3147x999] <strong>CrackPositions</strong>: the index of the position where a crack &gt;0.5 mm exists [3147x1] <strong>Lengths</strong>: A matrix containing vectors of crack lengths in 6 candidate (high stress concentration) locations [3147x6]
description: {"references": ["Roberto Rocchetta et al. \"On-line Bayesian model updating for structural health monitoring\", Mechanical\u00a0Systems and Signal processing.Volume 103,\u00a015 March 2018, Pages 174-195\u00a0https://doi.org/10.1016/j.ymssp.2017.10.015"]}
DOI: 10.6084/m9.figshare.14397578
title: data.zip

description: the dataset of the paper 《Hierarchical constraint-based spatial prediction for irregular regions》<br>
DOI: 10.6084/m9.figshare.14397578.v1
title: data.zip

description: the dataset of the paper 《Hierarchical constraint-based spatial prediction for irregular regions》<br>
DOI: 10.6084/m9.figshare.14371157
title: psi1&psi2

description: We provide the density matrices of psi1 and psi2 in order to help readers implement the process of testing in our manuscript "Direct Fidelity Estimation of Quantum States using Machine Learning".
DOI: 10.6084/m9.figshare.14371157.v6
title: psi1&psi2

description: We provide the density matrices of psi1 and psi2 in order to help readers implement the process of testing in our manuscript "Direct Fidelity Estimation of Quantum States using Machine Learning".
DOI: 10.6084/m9.figshare.14371157.v5
title: psi1&psi2

description: We provide the density matrices of psi1 and psi2 in order to help readers implement the process of testing in our manuscript "Direct Fidelity Estimation of Quantum States using Machine Learning".
DOI: 10.48512/xcv8458873
title: Lab Documentation – 2016 Phase I and II (NBHSS) – Part 2 of 2

description: Lab documentation related to New Bedford Harbor Superfund Site Archaeological Assessment, Access Roads and Laydown Areas; Phase I (Intensive) Archaeological Survey Harding I and Harding II Sites; Phase II Site Examination Osprey, Pear Island, Lacuyers, Lawson, Comm, and Dock Sites (Public Archaeology Laboratory, Inc., 8/29/2016-12/14/2016). Includes the following sites: 19-BR-557 (Pear Island Site); 19-BR-555 (Lacuyers Site); 19-BR-378 (Lawson Site); 19-BR-554 (Comm Site); ACU-11 (Dock Site); 19-BR-560 (Harding I Site); 19-BR-561 (Harding II Site); 19-BR-590 (Osprey)
DOI: 10.48512/xcv8458862
title: Lab Documentation – 2003 Stage II (NBHSS) – Part 2 of 2

description: Additional lab documentation for Stage II Investigation, A Portion of the Swift III Archaeological Site, New Bedford Harbor Superfund Site (Public Archaeology Lab, Inc., 8/27/2003-9/11/2003). Includes 19-BR-212 (Swift III Site).
DOI: 10.48512/xcv8458872
title: Geospatial Data – 2016 Phase I and II (NBHSS)

description: Geospatial documentation related to New Bedford Harbor Superfund Site Archaeological Assessment, Access Roads and Laydown Areas; Phase I (Intensive) Archaeological Survey Harding I and Harding II Sites; Phase II Site Examination Osprey, Pear Island, Lacuyers, Lawson, Comm, and Dock Sites (Public Archaeology Laboratory, Inc., 8/29/2016-12/14/2016). Includes the following sites: 19-BR-557 (Pear Island Site); 19-BR-555 (Lacuyers Site); 19-BR-378 (Lawson Site); 19-BR-554 (Comm Site); ACU-11 (Dock Site); 19-BR-560 (Harding I Site); 19-BR-561 (Harding II Site); 19-BR-590 (Osprey)
DOI: 10.48512/xcv8458858
title: Administrative Documentation – 2003 Stage IB (NBHSS)

description: Administrative documentation for Stage IB Archaeological Survey Areas 03-1, 03-2, 03-3, 03-4, and 03-5, New Bedford Harbor Superfund Site (The Public Archaeology Laboratory, Inc., 9/23/2003-11/6/2003). Includes the following sites: 19-BR-590 (Osprey Site); ACU-12 (Foundation Site).
DOI: 10.5281/zenodo.4678169
title: Data to publication: Bond behaviour of ribbed near-surface-mounted iron-based shape memory alloy bars with short bond lengths

description: This dataset contains the results of an experimental campaign, presented in the publication "Bond behaviour of ribbed near-surface-mounted iron-based shape memory alloy bars with short bond lengths". The publication covers pull-out experiments with reinforcement bars made from iron-based shape memory alloy.
DOI: 10.5281/zenodo.4678168
title: Data to publication: Bond behaviour of ribbed near-surface-mounted iron-based shape memory alloy bars with short bond lengths

description: This dataset contains the results of an experimental campaign, presented in the publication "Bond behaviour of ribbed near-surface-mounted iron-based shape memory alloy bars with short bond lengths". The publication covers pull-out experiments with reinforcement bars made from iron-based shape memory alloy.
DOI: 10.6084/m9.figshare.14397590
title: ananada novo.mc1

description: Data used in study
DOI: 10.6084/m9.figshare.14397590.v1
title: ananada novo.mc1

description: Data used in study
DOI: 10.5281/zenodo.4675062
title: PASS data and metadata upload. Carlos Abrahams.

description: Consists of 24no. 10min sound recordings and associated photos, from sites in England and Wales
description: {"references": ["Abrahams et al (2021) Pond Acoustic Sampling Scheme. Ecology and Evolution DOI: 10.1002/ece3.7585"]}
DOI: 10.5281/zenodo.4675061
title: PASS data and metadata upload. Carlos Abrahams.

description: Consists of 24no. 10min sound recordings and associated photos, from sites in England and Wales
description: {"references": ["Abrahams et al (2021) Pond Acoustic Sampling Scheme. Ecology and Evolution DOI: 10.1002/ece3.7585"]}
DOI: 10.5519/qd.b8j5pl30
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1001 records)
DOI: 10.15161/oar.it/73653
title: CovidStat project data

description: This record contains the daily updated data of the CovidStat project. CovidStat is a project carried out by the CovidStat Working Group at INFN, whose creation was promoted within the Italian National Institute of Nuclear Physics with the aim of making a statistical analysis of the data provided daily by the Civil Protection on the spread of the pandemic in Italy. CovidStat data can interactively be browsed at https://covid19.infn.it.
description: The software to process this Root TTree is in the related identifier. Be sure to use the right corresponding version, based on the data in which Root TTree was generated.
DOI: 10.5517/ccdc.csd.cc24slbw
title: CCDC 1989838: Experimental Crystal Structure Determination

description: Related Article: Shui-Sheng Chen, Zi-You Zhang, Rong-Bao Liao, Yue Zhao, Chuang Wang, Rui Qiao, Zhao-Di Liu|2021|Inorg.Chem.|60|4945|doi:10.1021/acs.inorgchem.1c00022
DOI: 10.5517/ccdc.csd.cc24slcx
title: CCDC 1989839: Experimental Crystal Structure Determination

description: Related Article: Shui-Sheng Chen, Zi-You Zhang, Rong-Bao Liao, Yue Zhao, Chuang Wang, Rui Qiao, Zhao-Di Liu|2021|Inorg.Chem.|60|4945|doi:10.1021/acs.inorgchem.1c00022
DOI: 10.5517/ccdc.csd.cc25z2z7
title: CCDC 2024919: Experimental Crystal Structure Determination

description: Related Article: Zhi-Min Zhai, Xiao-Gang Yang, Wen-Jing Qin, Xu-Ke Tian, Ji-Rui Zhang|2021|J.Solid State Chem.|298|122135|doi:10.1016/j.jssc.2021.122135
DOI: 10.5517/ccdc.csd.cc25z309
title: CCDC 2024920: Experimental Crystal Structure Determination

description: Related Article: Zhi-Min Zhai, Xiao-Gang Yang, Wen-Jing Qin, Xu-Ke Tian, Ji-Rui Zhang|2021|J.Solid State Chem.|298|122135|doi:10.1016/j.jssc.2021.122135
DOI: 10.5517/ccdc.csd.cc26vzmp
title: CCDC 2051723: Experimental Crystal Structure Determination

description: Related Article: Kosuke Oki, Masayoshi Takase, Nagao Kobayashi, Hidemitsu Uno|2021|J.Org.Chem.|86|5102|doi:10.1021/acs.joc.0c03042
DOI: 10.5517/ccdc.csd.cc26vznq
title: CCDC 2051724: Experimental Crystal Structure Determination

description: Related Article: Kosuke Oki, Masayoshi Takase, Nagao Kobayashi, Hidemitsu Uno|2021|J.Org.Chem.|86|5102|doi:10.1021/acs.joc.0c03042
DOI: 10.5517/ccdc.csd.cc26vzpr
title: CCDC 2051725: Experimental Crystal Structure Determination

description: Related Article: Kosuke Oki, Masayoshi Takase, Nagao Kobayashi, Hidemitsu Uno|2021|J.Org.Chem.|86|5102|doi:10.1021/acs.joc.0c03042
DOI: 10.5517/ccdc.csd.cc26vzqs
title: CCDC 2051726: Experimental Crystal Structure Determination

description: Related Article: Kosuke Oki, Masayoshi Takase, Nagao Kobayashi, Hidemitsu Uno|2021|J.Org.Chem.|86|5102|doi:10.1021/acs.joc.0c03042
DOI: 10.5517/ccdc.csd.cc26vzrt
title: CCDC 2051727: Experimental Crystal Structure Determination

description: Related Article: Kosuke Oki, Masayoshi Takase, Nagao Kobayashi, Hidemitsu Uno|2021|J.Org.Chem.|86|5102|doi:10.1021/acs.joc.0c03042
DOI: 10.5517/ccdc.csd.cc26vzsv
title: CCDC 2051728: Experimental Crystal Structure Determination

description: Related Article: Kosuke Oki, Masayoshi Takase, Nagao Kobayashi, Hidemitsu Uno|2021|J.Org.Chem.|86|5102|doi:10.1021/acs.joc.0c03042
DOI: 10.5517/ccdc.csd.cc26vztw
title: CCDC 2051729: Experimental Crystal Structure Determination

description: Related Article: Kosuke Oki, Masayoshi Takase, Nagao Kobayashi, Hidemitsu Uno|2021|J.Org.Chem.|86|5102|doi:10.1021/acs.joc.0c03042
DOI: 10.5517/ccdc.csd.cc26xf3p
title: CCDC 2053102: Experimental Crystal Structure Determination

description: Related Article: Egor M. Larin, Alexa Torelli, Joachim Loup, Mark Lautens|2021|Org.Lett.|23|2720|doi:10.1021/acs.orglett.1c00623
DOI: 10.5517/ccdc.csd.cc26zqnl
title: CCDC 2055320: Experimental Crystal Structure Determination

description: Related Article: Marc Duchardt, Sima Haddadpour, Thomas Kaib, Philipp Bron, Bernhard Roling, Stefanie Dehnen|2021|Inorg.Chem.|60|5224|doi:10.1021/acs.inorgchem.1c00225
DOI: 10.5517/ccdc.csd.cc272w29
title: CCDC 2058340: Experimental Crystal Structure Determination

description: Related Article: Ru Wang, Guijuan Zheng, Ting Dang, Pengfei Jin, Jia Yao, Linjie Su, Guangmin Yao, Dongmei Qin|2021|Biochemical Systematics and Ecology|96|104261|doi:10.1016/j.bse.2021.104261
DOI: 10.5517/ccdc.csd.cc276s6g
title: CCDC 2062095: Experimental Crystal Structure Determination

description: Related Article: Jas S. Ward, Antonio Frontera, Kari Rissanen|2021|Inorg.Chem.|60|5383|doi:10.1021/acs.inorgchem.1c00409
DOI: 10.5517/ccdc.csd.cc276s7h
title: CCDC 2062096: Experimental Crystal Structure Determination

description: Related Article: Jas S. Ward, Antonio Frontera, Kari Rissanen|2021|Inorg.Chem.|60|5383|doi:10.1021/acs.inorgchem.1c00409
DOI: 10.5517/ccdc.csd.cc276s9k
title: CCDC 2062098: Experimental Crystal Structure Determination

description: Related Article: Jas S. Ward, Antonio Frontera, Kari Rissanen|2021|Inorg.Chem.|60|5383|doi:10.1021/acs.inorgchem.1c00409
DOI: 10.5517/ccdc.csd.cc276sdn
title: CCDC 2062101: Experimental Crystal Structure Determination

description: Related Article: Jas S. Ward, Antonio Frontera, Kari Rissanen|2021|Inorg.Chem.|60|5383|doi:10.1021/acs.inorgchem.1c00409
DOI: 10.5517/ccdc.csd.cc274w09
title: CCDC 2060260: Experimental Crystal Structure Determination

description: Related Article: Chung-Yu Chang, Meng-Jung Tsai, Jing-Yun Wu|2021|J.Solid State Chem.|298|122129|doi:10.1016/j.jssc.2021.122129
DOI: 10.5281/zenodo.4678257
title: Results for the CReB paper

description: Results from the experiments using the benchmark instrumetn CReB: Structure: <strong>full-measurements-long-running-pull.csv : </strong>measurements for long running pull experiment <strong>full-measurements-long-running-push.csv: </strong>measurements for long running push experiment <strong>result-bug-analysis.zip: </strong>results from bug analysis of trace replayer <strong>results-1hr-experiment.zip: </strong>measurements for the large experiment (4 registries) <strong>results-small-delay.zip: </strong>measurements for the delay mode, small experiment with real workload <strong>results-small-stress.zip: </strong>measurements for the stress mode, small experiment with real workload <strong>traces.zip: </strong>traces used for pen-and-paper experiment, 1 hour sample, and the trace used for small experiment (selected are first 405 requests)
DOI: 10.5281/zenodo.4678256
title: Results for the CReB paper

description: Results from the experiments using the benchmark instrumetn CReB: Structure: <strong>full-measurements-long-running-pull.csv : </strong>measurements for long running pull experiment <strong>full-measurements-long-running-push.csv: </strong>measurements for long running push experiment <strong>result-bug-analysis.zip: </strong>results from bug analysis of trace replayer <strong>results-1hr-experiment.zip: </strong>measurements for the large experiment (4 registries) <strong>results-small-delay.zip: </strong>measurements for the delay mode, small experiment with real workload <strong>results-small-stress.zip: </strong>measurements for the stress mode, small experiment with real workload <strong>traces.zip: </strong>traces used for pen-and-paper experiment, 1 hour sample, and the trace used for small experiment (selected are first 405 requests)
DOI: 10.5281/zenodo.4678244
title: Literature and Systems survey dataset

description: Anonymized dataset of literature and systems survey
DOI: 10.5281/zenodo.4678243
title: Literature and Systems survey dataset

description: Anonymized dataset of literature and systems survey
DOI: 10.5281/zenodo.4678215
title: Optimized bacterial DNA isolation method for microbiome analysis of human tissues

description: Supplementary Data S1: Data of 508 bacterial metagenomes isolated from human colon biopsies (shotgun metagenomic sequencing) Supplementary Data S2: Data of 15 bacterial metagenomes isolated from human colon biopsies (16S rRNA versus shotgun metagenomic sequencing)
DOI: 10.5281/zenodo.4678214
title: Optimized bacterial DNA isolation method for microbiome analysis of human tissues

description: Supplementary Data S1: Data of 508 bacterial metagenomes isolated from human colon biopsies (shotgun metagenomic sequencing) Supplementary Data S2: Data of 15 bacterial metagenomes isolated from human colon biopsies (16S rRNA versus shotgun metagenomic sequencing)
DOI: 10.5281/zenodo.4678255
title: Nucleon axial structure from lattice QCD: form factor data

description: Ancillary files of arXiv:1911.13150 providing the results for the axial and pseudoscalar form factors of the nucleon which were presented in the paper "Nucleon axial structure from lattice QCD". The published version of the paper can be found in <em>JHEP</em> 05 (2020) 126.
DOI: 10.5281/zenodo.4678254
title: Nucleon axial structure from lattice QCD: form factor data

description: Ancillary files of arXiv:1911.13150 providing the results for the axial and pseudoscalar form factors of the nucleon which were presented in the paper "Nucleon axial structure from lattice QCD". The published version of the paper can be found in <em>JHEP</em> 05 (2020) 126.
DOI: 10.5281/zenodo.4678274
title: SC21 AD/AE for "Why Globally Re-shuffle? An I/O Perspective on Data Shuffling in Large Scale Deep Learning"

description: We use ABCI (https://abci.ai/) for testing the effect of shuffling techniques on convergence of distributed SGD training<br> This repository contains the artifact, e.g. job scripts, models, datasets.
DOI: 10.5281/zenodo.4678273
title: SC21 AD/AE for "Why Globally Re-shuffle? An I/O Perspective on Data Shuffling in Large Scale Deep Learning"

description: We use ABCI (https://abci.ai/) for testing the effect of shuffling techniques on convergence of distributed SGD training<br> This repository contains the artifact, e.g. job scripts, models, datasets.