cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14028484
title: Observations for intensive stations in the Finnish Archipelago Sea 2006-2015

description: Calibration data for the FICOS water quality simulator. To use them with the ficosUQ package, download the intensiveStationsData.xlsx file and place it in the ficosUQ/data folder.

First sheet contains this description of the data, while sheets 2 to 4 contain data from stations in Brändö, Seili and Utö.

Curated by Elina Miettunen, Finnish Environment Institute, 2.3.2023

Description translated by Karel Kaurila, University of Helsinki, 2024

This data set contains medians for the observations collected from intensive stations in Brändö, Seili and Utö between 2006-2015 for the surface and deep layers. The data set was curated such that its observations can be meaningfully compared to the predictions from the FICOS model in the water formation resolution. Data from each station is on its own sheet. The columns describing the time and place of the obsevations as follows:

- Date            : day the of the observation, dd/mm/yyyy- VPD_name : official code for the water formation- Block           : internal code for the water formation in FICOS- Lat, Lon      : latitude and longitude

In each table, the columns use the same names as the results.hdf5 file produced by FICOS and all observations are in the same units as the FICOS predictions. The column names ending in 0 correspond to observations on the surface layer (0-10 m), while the ones ending in 1 correspond to the deep layer (20-40 m). The observations used in calibration are the following:

- cDIN_0(1) : Dissolved inorganic nitrogen (mg/m3)- cDIP_0(1)  : Dissolved inorganic phosphorus (mg/m3)- Chla           : Chlorophyll a (mg/m3)- cC               : Cyanobacteria biomass (mg N/m3)- cA               : Biomass for other algae (mg N/m3)

Note that FICOS does not predict Chla directly, but instead as a combination of cA and cC.The data are picked from a data set processed by Elina in December 2019 that contained all of the observation stations determined by Finnish Environment Institute to be representative of their water formations. This data was obtained from Hertta (Finnish Environment Institute’s open database, available in Finnish only) as follows:

- Observations less than 3 m from the bottom of the sea were not included. Obvious outliers, such as very high nutrient concentrations that cannot be meaningfully compared to FICOS predictions, were also not included.

- Observations from depths 0-10 m correspond to the FICOS model’s surface layer, while observations from depths 20-40 m correspond to FICOS model’s deep layer.
DOI: 10.5281/zenodo.4062024
title: CTD Profiles from the R/V Sanna cruise to Northwest Greenland fjords, August 11-31, 2016

description: Greenland fjords are the gateway connecting the Greenland Ice Sheet to the coastal ocean. The rapidly increasing discharge of meltwater and ice from the Greenland Ice Sheet has complex hydrodynamic and biogeochemically impacts on the coastal marine ecosystem around Greenland, although data is still limited for most fjord systems. Therefore, six different fjord systems in Northwest Greenland were investigated in August 2016 during an interdisciplinary research cruise aboard the R/V Sanna that On aimed to describe the physical, chemical and biological variability from glaciers to the shelf. This data set consists of 55 CTD profiles that were obtained with a Seabird 19plusV2 conductivity, temperature, depth CTD) instrument. In addition to measuring pressure, conductivity, and temperature, the CTD recorded chlorophyll-a fluorescence, photosynthetically available radiation (PAR), and dissolved oxygen. The instrument was factory calibrated before the cruise. The CTD recorded all variables at 4 Hz and the raw data were processed using Seabird standard workflow to produce 0.5 m binned profiles using the downcast data only. This dataset compiles all CTD variables measured from all profiles into a single netCDF file. We would like to thank the captain and crew of R/V Sanna for excellent collaboration. The cruise was funded by the Danish Center for Marine Research and by the EU Horizon2020 funded project INTAROS.
DOI: 10.5281/zenodo.5572329
title: CTD Profiles from the HDMS Lauge Koch cruise to East Greenland fjords, August 2018

description: Greenland fjords are currently undergoing large ecosystem changes due to unprecedented melting of the Greenland Ice Sheet (GrIS). The rapidly increasing discharge of meltwater and ice not only influences circulation patterns and stratification of the water column, but it also introduces large fluxes of allochthonous carbon and nutrients into the Greenland coastal environment, as well as transports large quantities of inorganic particles and suspended sediments which could limit light availability to primary producers. However, data is still limited for most Greenland fjord systems and the east coast of Greenland is especially understudied. During this cruise we investigated 3 different fjord systems of East Greenland in August 2018 aboard the HDMS Lauge Koch. We aimed to describe the physical, chemical and biological variability from glaciers to the shelf. This data set consists of 84 CTD profiles that were obtained with a Seabird SBE25 conductivity, temperature, depth (CTD) instrument. In addition to measuring pressure, conductivity, and temperature, the CTD recorded chlorophyll-a fluorescence, photosynthetically available radiation (PAR), dissolved oxygen, turbidity and pH. The instrument was factory calibrated before the cruise. The CTD recorded variables at 16 Hz and the raw data were processed using Seabird standard workflow to produce 0.1 m binned profiles using the downcast data only. This dataset compiles all CTD variables measured from all profiles into a single comma separated CSV file. We would like to thank the captain and crew of HDMS Lauge Koch for excellent collaboration. The cruise was funded by the Danish Center for Marine Research and by the EU Horizon2020 funded project INTAROS (grant no. 727890) and the Danish Cooperation for Environment in the Arctic.
DOI: 10.5281/zenodo.8274273
title: Validation of Fracture Caging to Contain Hydraulic Fractures: Timeseries, Videos, and Model Script

description: The data file include an Excel spreadsheet and two videos for each experimental test. You can start with reading the ReadMeFirst.txt file to understand the whole structure of the dataset. The caging_model.txt file includes python codes to calculate critical flow rates and uncaged fracture radius according to the theory that the authors developed and will be published soon.
description: This work is provided by Los Alamos National Laboratory's Laboratory Directed Research and Development – Exploratory Research program under LDRD-ER-20220175ER.
DOI: 10.15468/dl.54mmcj
title: Occurrence Download

description: A dataset containing 11502 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes canadensis (Theobald, 1901)"
 ]
}

 The dataset includes 11502 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066117-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13629169
title: Extended figure 5

description: File contains the R script with data and the ANOVA test results for the box plot in Extended Figure 5
DOI: 10.5281/zenodo.13629206
title: Figure 6

description: MatLab code for calcium imaging and optogenetics and images of vsx2:gal4 and EN1:gal4 experiments.
DOI: 10.1285/i20356609v13i1p207
title: The Long Evolution of Extreme Right Music in Italy and Germany

description: The importance of music in extreme right political culture is acknowledged in recent academic and non-academic contributions in Italy and Germany. Patterns of music development in different European contexts reflect the prevailing ideological dimension of the role of this cultural expression in the extreme right context (Dyck 2016). Labels such as "White power music", "Rechtsrock" and "Reichsrock" all point to various trajectories in the recruitment and socialization functions of extreme right music. In Italy, the concept of "rock identitario" designates the most successful form of music production by well-known bands directly linked to political movements. However, identitarian rock is only the arrival point of a long tradition of music development within the Italian Extreme Right. In Germany, recent investigations of the "Rechtsrock" phenomenon have highlighted the intense internationalization of networks of extreme right movements that mostly mobilize cultural manifestations of extreme right ideologies. The analysis comprises a diachronic enquiry into the development of extreme right music in Germany and Italy. From a comparative perspective, the paper will highlight how – no different from other political languages – changes in music production both reflect and go along with the transformation of the Italian and German Extreme Right from an organizational, political culture and strategic perspective.
DOI: 10.17632/42wpfzhkvb.1
title: Impact of Musk’s Remarks on Volatility of Cryptocurrencies

description: Daily observations from January 1, 2018, to December 31, 2022. 
1. Price of Dogecoin
2. Financial Times Stock Exchange-100 Index (FTSE)
3. Treasury Yield 10-Year (TNX)
4. Gold Price (GOLD)
5. US Dollar-Euro Exchange Rate (USDEUR)
6. US Dollar-Great Britain Pound Exchange Rate (USDGBP)
7. Two dummy variables are included for Musk’s favorable and unfavorable tweets during COVID-19 period between March 1, 2020, to June 30, 2021.
A total of 1226 observations with no missing data points.
Gold_Price = Gold Price
FTSE-100_Price = Financial Times Stock Exchange-100 Index
BTC_Price = Price of Bitcoin
Doge_Price = Price of Dogecoin
EURUSDX = US Dollar-Euro Exchange Rate
GBPUSDX = US Dollar- Great Britain Pound Exchange Rate
Treasury Yields 10 Years = Treasury Yield 10-year
BTC_F = Dummy Variable for Musk Tweet in Favor of Bitcoin
BTC_U = Dummy Variable for Musk Tweet not in favor of Bitcoin
DOG_F = Dummy Variable for Musk Tweet in Favor of Dogecoin
DOG_U = Dummy Variable for Musk Tweet not in favor of Dogecoin
COVID = Dummy Variable for COVID-19 1/03/2020 to 30/06/2021

Source: https://finance.yahoo.com ; https://x.com/elonmusk
DOI: 10.18462/iir.gl.2018.1385
title: Heat recovery from CO2 refrigeration system in supermarkets to district heating network.

description: In the process of moving towards sustainable energy systems for future cities, the district heating system will have to be more dynamic and accessible to the different heating sources available in the society. A main potential heat source to be connected to the district heating network is the heat rejected from refrigeration systems in supermarket applications. This paper investigates the main possible scenarios for recovering heat from supermarket refrigeration system with CO2 as the refrigerant. The efficiency of the refrigeration system under the different heat recovery scenarios is studied with the aid of computer modelling. The cost of producing the recoverable heat is calculated and compared to market price from local district heating company. The total energy cost for running the system in the winter season in the different scenarios is also calculated. This study shows that the best scenario is to recover heat for space heating in the supermarket building as a priority and then recover all or part of the remaining available heat to district heating. In an average size supermarket in Sweden, all the space heating demand can be recovered from the refrigeration system with space heat recovery COP (i.e. heating COP) of about 4.5 in average. To produce 1 kW heat supplied to district heating, 2/5 to 1/8 kW of compressor power is used; i.e. district heating recovery COP is 2.5-8. This scenario results in the lowest annual energy cost of the system, about 40% lower than the reference scenario, where the refrigeration system runs at floating condensing and space heating is delivered by district heating.
DOI: 10.18462/iir.gl.2020.1162
title: Field data of CO2 integrated refrigeration, heating and cooling systems for supermarkets.
DOI: 10.18462/iir.iccc.2020.293768
title: Field measurements of integrated MultiPACK supermarkets.
DOI: 10.25318/1810000401-eng
title: Consumer Price Index, monthly, not seasonally adjusted

description: Monthly indexes for major components and special aggregates of the Consumer Price Index (CPI), not seasonally adjusted, for Canada, provinces, Whitehorse, Yellowknife and Iqaluit. Data are presented for the current month and previous four months. The base year for the index is 2002=100.
DOI: 10.25455/wgtn.28040057
title: Repository of code used in the thesis "Developing an Insect Odorant Receptor Bioelectronic Nose for Vapour-Phase Detection"

description: This repository collects all the code used when examining the behaviour of an insect odorant receptor-based "bioelectronic nose", as described in the thesis "Developing an Insect Odorant Receptor Bioelectronic Nose for Vapour-Phase Detection" by E. O. Perkins Treacher.
DOI: 10.26186/74619
title: Surface Geology of Australia 1:1 million scale dataset 2012 edition

description: The Surface Geology of Australia 1:1M scale dataset (2012 edition) is a seamless national coverage of outcrop and surficial geology, compiled for use at or around 1:1 million scale. The data maps outcropping bedrock geology and unconsolidated or poorly consolidated regolith material covering bedrock. Geological units are represented as polygon and line geometries, and are attributed with information regarding stratigraphic nomenclature and hierarchy, age, lithology, and primary data source. The dataset also contains geological contacts, structural features such as faults and shears, and miscellaneous supporting lines like the boundaries of water and ice bodies. The 2012 dataset has been updated from the previous 2010 data by updating geological unit data to 2012 information in the Australian Stratigraphic Units Database (http://www.ga.gov.au/products-services/data-applications/reference-databases/stratigraphic-units.html), incorporating new published mapping in the Northern Territory and Queensland, and correcting errors or inconsistent data identified in the previous edition, particularly in the Phanerozoic geology of Western Australia. The attribute structure of the dataset has also been revised to be more compatible with the GeoSciML data standard, published by the IUGS Commission for Geoscience Information. The first edition of this national dataset was first released in 2008, with map data compiled largely from simplifying and edgematching existing 1:250 000 scale geological maps. Where these maps were not current, more recent source maps ranging in scale from 1:50 000 to 1:1 million were used. In some areas where the only available geological maps were old and poorly located, some repositioning of mapping using recent satellite imagery or geophysics was employed.
DOI: 10.5067/bhs4s5gamfvy
title: MEaSUREs Greenland Ice Mapping Project (GrIMP) Digital Elevation Model from GeoEye and WorldView Imagery, Version 2
DOI: 10.5067/usbl3z8kf9c3
title: MEaSUREs Greenland Annual Ice Sheet Velocity Mosaics from SAR and Landsat, Version 5
DOI: 10.5281/zenodo.12918301
title: BAM files of wild-type CP-A cells and the TP53 KO CP-A clones.

description: BAM files (alignment to hg38) of wild-type CP-A cells and the TP53 knock-out (KO) CP-A clones (2c8, 3d2, 5f4). Please refer to Figure 2. of doi: https://doi.org/10.1101/2024.01.24.576991.
DOI: 10.5281/zenodo.13895417
title: Experimental and Simulation data for the molecular mechanism of temperature-dependent phase separation of HSF1

description: 1. lmp_datatfile

The documents contain the LAMMPS input datafiles of initial configuration used to run all simulations, including single chain, trimer(LZ1-3-RD), and RD systems.

2.Experimental data.

The documents contain original ucsf data
DOI: 10.5281/zenodo.13906238
title: CHOOSER model weights and  a minimum dataset

description: The model weights and a minimum dataset required to run the CHOOSER framework v1.0 (https://github.com/zjlab-BioGene/CHOOSER).
DOI: 10.5281/zenodo.14106836
title: A left-to-right bias in number-space mapping across ages and cultures

description: Datasets and scripts related to the paper 'A universal left-to-right bias in number-space mapping across ages and cultures' 

Below is a description of the elements contained in each folder.

CodeThis folder contains all the scripts used to perform the analyses reported in the paper. It also includes the script used to run the numerosity comparison experiment (please notice it does not run as a stand-alone file, it is just for example purposes)

Data:This folder includes all the necessary to replicate the analyses cited in the manuscript. Both aggregated and individual raw files are available.  Specifically within this folder, you'll find:



subfolder with individual raw data for the numerosity comparison task for each population

CSV file with aggregate percentage of card configuration shape (used for chi-square analysis for experiment 1)

CSV file with the individual cards correlation score (used for testing distribution against chance level for experiment 1)

CSV file with individual Inverse Efficiency Scores for all participants (used for Mixed Model Analysis)

CSV file with the Congruency Effect already computed for each participant (used in the ANOVA analysis for experiment 2)

CSV file with the combined datasets (used to test the correlation between experiment 1 and experiment 2 measures)

CSV files with participants' anonymized information (.e.g. age, gender, literacy level)


JASPThis folder contains all the output files from the JASP software used to compute Bayesian analysis supporting the null results.
DOI: 10.5281/zenodo.14279005
title: Impact of Arctic and Antarctic Sudden Stratospheric Warmings on Thermospheric Composition

description: WACCM-X output files

SABER Geostrophic Wind

F10.7 cm solar flux and Kp index

GOLD ΣO/N2

GUVI ΣO/N2
DOI: 10.5281/zenodo.168158
title: Aberystwyth Leaf Evaluation Dataset

description: We are releasing the dataset acquired to support the work of the EPSRC funded project “Dynamic Modelling of Plant Growth with Computer Vision” (grant code EP/LO17253/1) in the hope that its availability will help further advance the state of the art in the use of image analysis for plant sciences. It is a visible light, top down, timelapse image dataset of Arabidopsis thaliana (Arabidopsis). It incorporates the original images, some with leaf-level ground truth annotations, harvested plant ground truth data and scanned images together with supporting software.


	4 sets of 20 Arabidopsis Thaliana plants have been grown in trays
	Images of each tray are taken in a 15 minute timelapse sequence using a robotic greenhouse system
	Periodically, plants from each tray are sacrificed to record destructive measurements
	A subset of these images have been hand-annotated to provide leaf-based image <em>ground truth</em>.
	
		In total, there are 56 annotated ground truth images containing 916 hand-marked up individual arabidopsis plants
	
	
	We also release software to help with the analysis of these images
DOI: 10.5281/zenodo.7814645
title: Extended RAM Legacy Stock Assessment Database version 4.61

description: Extended RAM Legacy Stock Assessment Database version 4.61 Please be aware that this ‘mdl’ ('model fits included') version 4.61 of the RAM Legacy Stock Assessment Database (RAMLDB) additionally includes data not contained in the assessments themselves, but generated from assessment data. Generated data are used to fill in gaps where possible, for example, if stock assessments do not include reference point estimates. Supplemented data include calculations from assessment values, conversions of biomass variables, and reference points estimated post-hoc with surplus production models. The ‘Documents’ folder includes documentation files on the methods used for these calculations, conversions and model fitting. When assessment data are available, they are used preferentially in all cases.<br> <br> Although we identify data that were supplemented from data that were derived from stock assessments, some collector variables in RAMLDB include both of these data sources (with assessment values preferred). We recommend that the average user does not use this 'mdl' version of RAMLDB because of the additional assumptions and calculations involved. Instead, to avoid confusion between assessment-derived values and supplemented values, we recommend using the ‘asmt’ ('assessment data only') version of RAMLDB version 4.61. This 'asmt' version (10.5281/zenodo.7814638) is also available in our Zenodo repository: https://zenodo.org/communities/rlsadb/
DOI: 10.5441/001/1.629
title: Data from: Spur-winged lapwings show spatial behavioral types with different mobility and exploration between urban and rural individuals

description: Understanding how wildlife responds to the spread of human-dominated habitats is a major challenge in ecology. It is still poorly understood how urban areas affect wildlife space-use patterns and consistent intra-specific behavioral differences (i.e., behavioral types; BTs), which in turn shape various ecological processes. To address these questions, we investigated the movements of a common resident wader, the spur-winged lapwing (Vanellus spinosus), hypothesizing that urban individuals will be more mobile than rural ones. We used an ATLAS tracking system to track many (n=135) individuals at a high resolution (8 second-fix interval) over several months each. We first established that daily movement indices show consistent differences among individuals, acting as spatial-BTs. Then focusing on the two main principle-components of lapwings’ daily-movements – mobility and position along the exploration-exploitation gradient– we investigated how these BTs are shaped by urbanization, season (nesting vs. non-nesting), and sex. We found that urban lapwings were indeed more mobile in both seasons. Furthermore, urban females were less explorative than rural females, especially during the nesting season. These results highlight how urbanization affects wildlife behavior, even of apparently urban-resilient avian residents. This underscores the need to consider possible behavioral consequences that are only apparent through advanced tracking methods.
DOI: 10.6084/m9.figshare.25322011.v1
title: Details of Studies Included.xlsx

description: This systematic review assesses the effectiveness of treadmill training as an intervention to improve balance and reduce fall risks in the elderly population. Conducted through a comprehensive search across multiple databases from 1980 to 2023, the review synthesized findings from 16 selected studies out of an initial pool of 74. It highlights the multifaceted benefits of treadmill training, such as enhancing balance, mobility, gait, and quality of life, particularly for those with Parkinson's disease, spinal cord injuries, and age-related balance issues. The study underscores treadmill training's potential in geriatric care, noting its adaptability to individual needs and capacities. Despite showing promise, the review calls for further research to optimize training protocols and explore combinations with other interventions for a holistic approach to improving elderly care, indicating a significant step toward promoting healthy aging and reducing fall risks.<br>