cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.23256480.v1
title: Retrieving plant functional traits through time series analysis of satellite observations using machine learning methods

description: Plant functional traits (e.g. leaf pigment and water contents, specific leaf area) serve as important indicators of plant condition, both within a given vegetation season and between years. Remote sensing-based methods allow for non-destructive and repeatable monitoring of the Earth’s surface and thus offer an efficient way to map and monitor these traits. In our study, we used a large database of ground survey data sampled at several contrasting phenological phases of vegetation to develop and compare different machine learning models trained to estimate selected plant functional traits at two different sites: mixed floodplain forest at Lanžhot and beech forest at Štítná, both in the Czech Republic. Empirical models were trained as predictors using 1) Sentinel-2 satellite data (a data set with higher spatial and spectral resolution), and 2) Harmonized Landsat Sentinel-2 (HLS) product (a data set with higher temporal resolution). The most successfully retrieved traits were chlorophyll and carotenoid content (R<sup>2</sup> = 0.78 and 0.65, respectively). Although models trained with Sentinel-2 predictors proved to be slightly better in terms of validation statistics compared to HLS predictors, the HLS product may be preferable for some applications requiring analysis at a high frequency. The best-performing machine learning algorithm, canonical correlation forest, was then applied per pixel to all cloud-free images from the HLS product at both study sites for the years 2019–2021. This allowed us to create a time series of plant functional traits useful for observing differences between the two sites, as well as between growing seasons, and also to observe patterns of spatial behaviour using map outputs.
DOI: 10.5281/zenodo.8089522
title: Anonymized_transcriptions_of_focus_groups

description: Anonymized_transcriptions_of_focus_groups.docx
DOI: 10.5281/zenodo.8089521
title: Anonymized_transcriptions_of_focus_groups

description: Anonymized_transcriptions_of_focus_groups.docx
DOI: 10.18746/bmth.data.00000306
title: The Extent to which the national and organisational Culture Contributes to Delays of Libyan Construction Projects
DOI: 10.6084/m9.figshare.23592636
title: Fig_2_Statistical simulation of the maximum percentage of intramolecular crosslinks

description: A python script for the statistical simulation of the maximum percentage of intramolecular crosslinks as a function of CCL complexity
DOI: 10.25934/pr00009047
title: “Data Challenge-Unveiling Novel Resistance Mechanisms: Genomic Insights into Carbapenem-Resistant Gram-Negative Bacteria”

description: 
We are writing to express our strong interest in accessing and working on the data from the AMR surveillance program conducted by Shionogi-SIDERO-WT. The program’s focus on Gram-negative bacterial infections, specifically on carbapenem resistant bacteria aligns closely to our ongoing research activities making us highly motivated to take part in data surveillance program.
Led by Dr. Imran Sajid, our research group is actively involved in various aspects of AMR research including, isolation of pathogenic bacteria, AST, whole genome sequencing, gene cluster mining for drug resistance, and screening for novel antimicrobial compounds. The team member Dr. Sana Aslam, a medical microbiologist, will help in patient sample collection, data analysis. Our other team members comprise of PhD, MS and BS candidates, who will actively take part in bench work and related tasks. Based in Pakistan, we firmly believe that access to these datasets will significantly contribute to our understanding of antimicrobial resistance in our local context. It will enable us to make substantial impact on addressing AMR, not only benefiting Pakistan but also contributes to the global efforts to combat AMR.
Our objective is to develop evidence based decisions making tools, clinical guidelines and effective strategies to combat AMR at both patient level and broader health care system. By observing resistance patterns, routes of dissemination and conducting whole genome sequencing of the isolated carbapenem resistant bacteria. We aim to gain insights into genetic determinants of resistance and identify novel resistance mechanisms. By mining the dataset form unexplored resistance mechanisms and genetic determinants, we aim to uncover new targets for drug development, contributing to innovation of antimicrobials. Data from this program will allow us to analyze resistance trends, identify gaps in current AMR strategies, and strengthen the stewardship practices. We are committed to conduct responsible and impactful research.
DOI: 10.25345/c5kp7v231
title: MassIVE MSV000092297 - 17 Pools containing 508 characterized Natural Products from different sources_Positive mode_30 eV
title: Analzyed by Giovanni Andrea Vitale and Christian Geibel from Petras Lab. positive mode CE 30 eV Res MS1= 30K, MS2=15k Fragment= Top 5 ions
DOI: 10.34740/kaggle/dsv/6046090
title: YouTube Trending Video Dataset (updated daily)
DOI: 10.34740/kaggle/dsv/6046096
title: 2021 World Population (updated daily)
DOI: 10.6084/m9.figshare.23590224
title: The upper mantle geoid for lithospheric structure and dynamics

description: Geoid anomalies offer crucial information on the internal density structure of the Earth, and thus, on its constitution and dynamic state. In order to interpret geoid undulations in terms of depth, magnitude and lateral extension of density anomalies in the lithosphere and upper mantle, the effects of lower mantle density anomalies need to be removed from the full geoid (thus obtaining the residual ’upper mantle geoid’). However, how to achieve this seemingly simple filtering exercise has eluded consensus for decades in the solid Earth community. While there is wide agreement regarding the causative masses of degrees &gt; 10 in spherical harmonic expansions of the upper mantle geoid, those contributing to degrees &lt; 7-8 remain ambiguous. Here we use spherical harmonic analysis and recent tomography and density models from joint seismic-geodynamic inversions to derive a representative upper mantle geoid, including the contributions from low harmonic degrees. We show that the upper mantle geoid contains important contributions from degrees 5 and 6 and interpret the causative masses as arising from the coupling between the long-wavelength lithospheric structure and the sublithospheric upper mantle convection pattern. Importantly, the contributions from degrees 3 &lt; l &lt; 8 do not show a simple power-law behaviour (e.g. Kaula’s rule), which precludes the use of standard filtering techniques in the spectral domain. Our upper mantle geoid model will be useful in studies of i) lithospheric structure, ii) dynamic topography and mantle viscosity, iii) lithosphere-asthenosphere interactions and iv) the global stress field within the lithosphere and its associated hazards.
DOI: 10.6084/m9.figshare.23590224.v1
title: The upper mantle geoid for lithospheric structure and dynamics

description: Geoid anomalies offer crucial information on the internal density structure of the Earth, and thus, on its constitution and dynamic state. In order to interpret geoid undulations in terms of depth, magnitude and lateral extension of density anomalies in the lithosphere and upper mantle, the effects of lower mantle density anomalies need to be removed from the full geoid (thus obtaining the residual ’upper mantle geoid’). However, how to achieve this seemingly simple filtering exercise has eluded consensus for decades in the solid Earth community. While there is wide agreement regarding the causative masses of degrees &gt; 10 in spherical harmonic expansions of the upper mantle geoid, those contributing to degrees &lt; 7-8 remain ambiguous. Here we use spherical harmonic analysis and recent tomography and density models from joint seismic-geodynamic inversions to derive a representative upper mantle geoid, including the contributions from low harmonic degrees. We show that the upper mantle geoid contains important contributions from degrees 5 and 6 and interpret the causative masses as arising from the coupling between the long-wavelength lithospheric structure and the sublithospheric upper mantle convection pattern. Importantly, the contributions from degrees 3 &lt; l &lt; 8 do not show a simple power-law behaviour (e.g. Kaula’s rule), which precludes the use of standard filtering techniques in the spectral domain. Our upper mantle geoid model will be useful in studies of i) lithospheric structure, ii) dynamic topography and mantle viscosity, iii) lithosphere-asthenosphere interactions and iv) the global stress field within the lithosphere and its associated hazards.
DOI: 10.5281/zenodo.7417879
title: ROSBags acquired in Quinta da Aveleda at 29-11-2022

description: ROSBags acquired in Quinta da Aveleda at 29-11-2022
DOI: 10.5281/zenodo.7417880
title: ROSBags acquired in Quinta da Aveleda at 29-11-2022

description: ROSBags acquired in Quinta da Aveleda at 29-11-2022
DOI: 10.5281/zenodo.7369262
title: ROSBags acquired in Quinta do Seixo at 17-11-2022

description: ROSBags acquired in Quinta do Seixo at 17-11-2022
DOI: 10.5281/zenodo.7369263
title: ROSBags acquired in Quinta do Seixo at 17-11-2022

description: ROSBags acquired in Quinta do Seixo at 17-11-2022
DOI: 10.21227/5yhj-za16
title: Multibeam images of a fish farm

description: This dataset consists of Images produced from a Seapix-R multibeam echosounder (MBES) pointed at a fish farming cage. The MBES was attached outside the cage on a mounting bracket with a 45 deg downwards tilt, such that most of the cage was within the vertical beamforming capability of the system, with the exception of a small cake-shaped section near the net, 1.5 meters high, extending 5.5 meters into the cageThe MBES can steer acoustic beams at angles of $120^\circ \times 120^\circ$ and operates at a frequency range of 145-155 kHz. The beam aperture of the Seapix-R is 1.6 times 1.6 degreees on the element axis. The dataset was obtained during one data collection event. The trial was conducted at a Lingelaks site in Bergadalen, Norway. The data capture started at 09:22 on April 15 2021, during daylight hours and outside the routine feeding schedule, ensuring minimal disturbances and deviations in behavioural patterns. The range of each image is from 0 to 10 m. The tilt of the swath is 55 deg. The image is captured in the vertical direction.Backscatter in the images is caused by atlantic salmon swimming in the cage.
DOI: 10.5281/zenodo.8090876
title: Supplementary Materials

description: Ovitraps and meteorological data. Details of the bayesian analysis.
DOI: 10.5281/zenodo.8090875
title: Supplementary Materials

description: Ovitraps and meteorological data. Details of the bayesian analysis.
DOI: 10.6084/m9.figshare.23592693
title: Air blast-tree breakage

description: Air blast-tree breakage used in the manuscript "Tree Blow-down by Snow Avalanche Air-Blasts: Dynamic Magnification Effects and Turbulence".
DOI: 10.17028/rd.lboro.23592648
title: Supplementary information files for Scaled-up droplet generation in parallelised 3D flow focusing junctions

description: Supplementary files for article Scaled-up droplet generation in parallelised 3D flow focusing junctions Monodispersed organic phase droplets with an average diameter from 20 to 200 µm were produced at the rate of up to 20,000 droplets per second in a glass microfluidic chip composed of 7 parallel 3D flow focusing junctions with 100 μm-deep channels. The continuous phase was 2 wt% polyvinyl alcohol solution, while the dispersed phase was dichloromethane, n-dodecane, and polydimethylsiloxane 10 cSt fluid corresponding to the dispersed-to-continuous-phase viscosity ratio of 0.2, 0.8 and 6.1, respectively. Four different droplet generation regimes were observed, dripping, squeezing, jetting, and threading. The regions where each of these regimes was stable were mapped using Weber number of the dispersed phase and capillary number of the continuous phase. The transitions between the droplet formation regimes were governed by the Weber number of the dispersed phase, indicating that inertial forces in the dispersed phase were more relevant than viscous forces in controlling the transition. Stable droplet generation in dripping regime in each junction was maintained for at least 6 hours. The coefficient of variation of droplet sizes from individual junctions and all junctions combined was &lt;3% under optimal conditions. The droplet size variations between different junctions were greater than those within each junction. Liquid plugs were produced in the squeezing regime at the dispersed-to-continuous phase flow rate ratio greater than one. This study is the first investigation of droplet generation in multiple 3D flow-focusing junctions with potential applications for the production of drug microcarriers using emulsification solvent evaporation, especially for the encapsulation and controlled delivery of lipophilic drugs.
DOI: 10.17028/rd.lboro.23592648.v1
title: Supplementary information files for Scaled-up droplet generation in parallelised 3D flow focusing junctions

description: Supplementary files for article Scaled-up droplet generation in parallelised 3D flow focusing junctions Monodispersed organic phase droplets with an average diameter from 20 to 200 µm were produced at the rate of up to 20,000 droplets per second in a glass microfluidic chip composed of 7 parallel 3D flow focusing junctions with 100 μm-deep channels. The continuous phase was 2 wt% polyvinyl alcohol solution, while the dispersed phase was dichloromethane, n-dodecane, and polydimethylsiloxane 10 cSt fluid corresponding to the dispersed-to-continuous-phase viscosity ratio of 0.2, 0.8 and 6.1, respectively. Four different droplet generation regimes were observed, dripping, squeezing, jetting, and threading. The regions where each of these regimes was stable were mapped using Weber number of the dispersed phase and capillary number of the continuous phase. The transitions between the droplet formation regimes were governed by the Weber number of the dispersed phase, indicating that inertial forces in the dispersed phase were more relevant than viscous forces in controlling the transition. Stable droplet generation in dripping regime in each junction was maintained for at least 6 hours. The coefficient of variation of droplet sizes from individual junctions and all junctions combined was &lt;3% under optimal conditions. The droplet size variations between different junctions were greater than those within each junction. Liquid plugs were produced in the squeezing regime at the dispersed-to-continuous phase flow rate ratio greater than one. This study is the first investigation of droplet generation in multiple 3D flow-focusing junctions with potential applications for the production of drug microcarriers using emulsification solvent evaporation, especially for the encapsulation and controlled delivery of lipophilic drugs.
DOI: 10.5281/zenodo.6348139
title: A boreal forest model benchmark dataset for North America: a case study with the Canadian Land Surface Scheme including Biogeochemical Cycles (CLASSIC)

description: A boreal forest model benchmarking dataset for North America by harmonizing eddy covariance and supporting measurements from black spruce (Picea mariana)-dominated mature forest stands. Dataset glossary and users’ instructions are documented in ‘README.md’.
DOI: 10.18712/nsd-nsd1599-2-v2
title: Energy and Built Environment 2/5, 1994

description: The purpose of this project was to investigate what influence the development pattern in the cities and towns have for citizens' transportation needs, selection of transport and energy use for transportation. This issue is addressed through five empirical studies that cover different geographical levels:
- A comprehensive study of 22 Nordic towns
- An extensive, but not so in-depth study of the 97 largest cities in Sweden
- A study of commuting areas around 15 Swedish cities
- A study of households in 30 residential areas in Oslo
- A survey of employees at six workplaces in Oslo.

This dataset includes data from the second study, an extensive study of the 97 largest cities in Sweden.
DOI: 10.18712/nsd-nsd1613-v2
title: Household Economy and  Gathering Information on the Credit Market, 1990

description: This is a survey of households overall economic situation, payment problems among Norwegian households, household behavior in the credit market, the various aspects of child care and the use of public / private services in connection with childcare and distribution of inheritance.
DOI: 10.18712/nsd-nsd1953-v2
title: The Atmospheric Boundary Layer Structure and Surface-Troposphere Exchange in the Svalbard Area, 2009

description: The NERSC-IAP project capitalizes on the long-term (+15 years) experience with Russian research cooperation at NERSC. It opens a new line of cooperation with the Moscow scientific establishment. Its aim is to tighten cooperation with the leading Russian research institute in area of atmospheric physics and climatology, namely, the Obukhov Institute of the Atmospheric Physics. The Russian expertise biased the project toward new field observations in Ny Alesund at Svalbard. With such a bias, the NERSC-IAP project will be indispensible to enhance field training of Norwegian Ph.D. students and young researchers. The project scientific basis is well connected to the previous research at NERSC and IAP. The katabatic wind is essential to understand the mountain glacier meteorology of the Arctic and the impact, potentially large owing to its links to Greenland ice melt, of drainage flows. The katabatic winds are often observed but poorly simulated and the mechanisms of the wind generation and channeling are still hotly debated. Better outlook into this mechanism could be obtained only through thorough combination of the new observational studies and modeling. This approach is similar to that opted for by Sandvik and Furevik (2002) at NERSC but with the important difference related to the collection and the use of new observations from the key area of the katabatic wind generation. Russian Academy of Science has significantly contributed to development of the theory and models of the katabatic winds (e.g. Perov and Gutman, 1972; Gutman, 1983). In spite of the reduction of the research activity, IAP still holds the expertise. Besides the data collection and processing, the complementary model studies will be hold to better understand the mechanisms of the katabatic wind generation on a multitude of scales.

The data includes four datasets:
NSD1953-1: Humidity-pressure at 3 meters.
NSD1953-2: Temperature: air temperature at 1-15 meters above sea level.
NSD1953-3: Turbulence at 3 meters.
NSD1953-4: Wind speed; 1-15 meter above sea level.
DOI: 10.6073/pasta/987b62781697ba6356f04d13c0f92239
title: Jornada Experimental Range (USDA-ARS) annual stocking rates for cattle, horses, and sheep, 1916-2001

description: This data package contains data on stocking rates for cattle, horses, and sheep on all pastures of the USDA-ARS Jornada Experimental Range beginning in 1916. Grazing goats were infrequent and are therefore included as part of the sheep category. Stocking rates are expressed in animal unit month (AUM), which is based on metabolic weight and average amount of forage needed by each animal unit per month. Total AUM is calculated for each year for each animal unit. This study was completed in 2001 and will not be updated. NOTE: The USDA-ARS discontinued regular updates to this dataset after 2002 because of de-stocking.
DOI: 10.6084/m9.figshare.22557568
title: Supplementary Information 1

description: Complete list of records studied in this manuscript and the status assigned.
DOI: 10.6084/m9.figshare.22557568.v2
title: Supplementary Information 1

description: Complete list of records studied in this manuscript and the status assigned.
DOI: 10.6084/m9.figshare.22557568.v1
title: Supplementary Information 1

description: Complete list of records studied in this manuscript and the status assigned.
DOI: 10.5281/zenodo.8023364
title: Whole Proteome Copy Number Dataset in Primary Mouse Cortical Neurons

description: Raw data-Supplementary table- "Whole Proteome Copy Number Dataset in Primary Mouse Cortical Neurons"
DOI: 10.5281/zenodo.8023363
title: Whole Proteome Copy Number Dataset in Primary Mouse Cortical Neurons

description: Raw data-Supplementary table- "Whole Proteome Copy Number Dataset in Primary Mouse Cortical Neurons"
DOI: 10.5522/04/23280374
title: Zip file containing RAW format image files used to capture the Giant Handaxe. Files 552-662 (4/4)

description: Images used in creation of Photogrammetry model 4 of 4 <br> Multiple innovative digital techniques have been developed to study lithic artefacts (e.g. Olson <em>et al</em>, 2014; Bennet, 2014; Caricola <em>et al</em>, 2018; Grosman <em>et al</em>, 2022 & 2011; García-Medrano et al 2023). Based on its flexibility and relative affordability, multi-image photogrammetry has become an increasingly useful analytical tool within archaeology (Magnani <em>et al, </em>2020) with Close-Range Photogrammetry being used for lithic analysis (e.g. Caricola et al, 2018; Porter et al, 2016 & 2019; Collins et al, 2019; Bennet, 2021; Timbrell et al, 2022). The imaging approach entails capturing a set of overlapping digital photographs of the subject which are processed with specialised software in order to produce 3D geometry. <br> <br> This dataset comprises part of the dataset of 662 images used to capture the artefact as a compresse zipfile. By downloading these images, along with those of the other three zopfiles, the images can be used to remodel the artefact. <br>
DOI: 10.5522/04/23280374.v1
title: Zip file containing RAW format image files used to capture the Giant Handaxe. Files 552-662 (4/4)

description: Images used in creation of Photogrammetry model 4 of 4 <br> Multiple innovative digital techniques have been developed to study lithic artefacts (e.g. Olson <em>et al</em>, 2014; Bennet, 2014; Caricola <em>et al</em>, 2018; Grosman <em>et al</em>, 2022 & 2011; García-Medrano et al 2023). Based on its flexibility and relative affordability, multi-image photogrammetry has become an increasingly useful analytical tool within archaeology (Magnani <em>et al, </em>2020) with Close-Range Photogrammetry being used for lithic analysis (e.g. Caricola et al, 2018; Porter et al, 2016 & 2019; Collins et al, 2019; Bennet, 2021; Timbrell et al, 2022). The imaging approach entails capturing a set of overlapping digital photographs of the subject which are processed with specialised software in order to produce 3D geometry. <br> <br> This dataset comprises part of the dataset of 662 images used to capture the artefact as a compresse zipfile. By downloading these images, along with those of the other three zopfiles, the images can be used to remodel the artefact. <br>
DOI: 10.5281/zenodo.8090901
title: Mass spec readouts NISCH modulated cells

description: Raw data. Metabolomics.
DOI: 10.5281/zenodo.8090900
title: Mass spec readouts NISCH modulated cells

description: Raw data. Metabolomics.
DOI: 10.5522/04/22959137
title: Zip file containing RAW format image files used to capture the Giant Handaxe. Files 337-551 (3/4)

description: Images used in photogrammtry model 3 of 4 <br> Multiple innovative digital techniques have been developed to study lithic artefacts (e.g. Olson <em>et al</em>, 2014; Bennet, 2014; Caricola <em>et al</em>, 2018; Grosman <em>et al</em>, 2022 & 2011; García-Medrano et al 2023). Based on its flexibility and relative affordability, multi-image photogrammetry has become an increasingly useful analytical tool within archaeology (Magnani <em>et al, </em>2020) with Close-Range Photogrammetry being used for lithic analysis (e.g. Caricola et al, 2018; Porter et al, 2016 & 2019; Collins et al, 2019; Bennet, 2021; Timbrell et al, 2022). The imaging approach entails capturing a set of overlapping digital photographs of the subject which are processed with specialised software in order to produce 3D geometry.