cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/rl7lif/j937j2
title: ASPIRESPROC_Tanzania_Retail_Survey_2016_SECTION_G1.tab

description: :unav
DOI: 10.7910/dvn/rl7lif/jwinuk
title: ASPIRESPROC_Tanzania_Miller_Survey_2016_SECTION_E.tab

description: :unav
DOI: 10.7910/dvn/rl7lif/ogh8ci
title: ASPIRESPROC_Tanzania_Retail_Survey_2016_SECTION_D1.tab

description: :unav
DOI: 10.7910/dvn/rl7lif/rttnwr
title: ASPIRESPROC_Tanzania_Miller_Survey_2016_SECTION_C2.tab

description: :unav
DOI: 10.7910/dvn/rl7lif/u3dzit
title: ASPIRESPROC_Tanzania_Retail_Product_Inventory_2016_Product_Types.csv

description: :unav
DOI: 10.7910/dvn/rl7lif/vjideu
title: ASPIRESPROC_Tanzania_Miller_Survey_2016_SECTION_E.tab

description: :unav
DOI: 10.7910/dvn/rl7lif/5lw61t
title: ASPIRESPROC_Tanzania_Retail_Survey_2016_DES_Questionnaire.pdf

description: :unav
DOI: 10.7910/dvn/rl7lif/ehd1cp
title: ASPIRESPROC_Tanzania_Retail_Survey_2016_SECTION_G2.tab

description: :unav
DOI: 10.7910/dvn/rl7lif/inhvpa
title: ASPIRESPROC_Tanzania_Miller_Survey_2016_SECTION_G.tab

description: :unav
DOI: 10.7910/dvn/rl7lif/nnlsge
title: ASPIRESPROC_Tanzania_Retail_Survey_2016_SECTION_K.tab

description: :unav
DOI: 10.7910/dvn/rl7lif/rgkhln
title: ASPIRESPROC_Tanzania_Miller_Survey_2016_SECTION_F2.tab

description: :unav
DOI: 10.7910/dvn/rl7lif/xc491w
title: ASPIRESPROC_Tanzania_Miller_Survey_2016_SECTION_B.tab

description: :unav
DOI: 10.25345/c53s71
title: MassIVE MSV000083865 - Distinct ECM proteins of breast cancer metastatic niches in multiple organs
title: Two TMT 10plex cassettes analyzing ECM proteins from human breast cancer cells injected into mice in multiple different metastatic niches.
DOI: 10.5063/f1tb156g
title: Invasion and drought alter phenological sensitivity and synergistically lower ecosystem production

description: Climate change and shifting species composition have influenced ecosystem-scale phenology worldwide. For instance, invasive plant species have greater vegetation phenological sensitivity to climate change than native plant species in some regions, and hence invasion could modify how ecosystem carbon gain responds to increased drought frequencies expected with climate change. Results from a four-year drought experiment show that invasion reduced ecosystem potential for carbon gain via increased sensitivity to reduced rainfall. Using canopy greenness (Normalized Difference Vegetation Index, NDVI) as a proxy for potential ecosystem carbon gain we show that areas invaded by herbaceous species had up to a 70% reduction in maximum NDVI under severe drought conditions as compared to areas dominated by native shrubs. Phenological differences between herbaceous- and shrub- dominated vegetation contributed to this reduction in potential ecosystem carbon gain because invaded areas had delayed green-up, especially under drought conditions, while shrubs senescence was accelerated by drought. Hence, invasion by herbaceous species and increased drought frequencies are likely to act synergistically to reduce ecosystem capacity for carbon gain in this system. Our findings suggest that predicting ecosystem responses to future climate change could be improved by projecting of the spread of invasive species and accounting for phenological variation between native and invading species.
DOI: 10.5281/zenodo.2844371
title: SimBench - Electrical Power System Benchmark Models

description: SimBench (www.simbench.net) is a research project to create a "simulation database for uniform comparison of innovative solutions in the field of network analysis, network planning and operation", which was conducted for three and a half years from 1.11.2015 to 30.04.2019. It was part of the German Federal Government's 6th Energy Research Program "Research for an Environmentally Friendly, Reliable and Affordable Energy Supply". The project was carried out by the University of Kassel, the Fraunhofer IEE, the RWTH Aachen University and the Technical University of Dortmund in accordance with the authors mentioned above. The project, coordinated by the University of Kassel, was supported by the professional advisory from six German distribution network operators: DREWAG NETZ GmbH, Energie Netz Mitte GmbH, ENSO NETZ GmbH, Netze BW GmbH, Syna GmbH and Westnetz GmbH.

The objective of the research project SimBench is the development of a benchmark data set to support research in grid planning and operation. SimBench Grid differs from other benchmark grids under the following key points:


	Consideration of a wide range of use cases during the development of data sets
	Provision of grid data for low voltage (LV), medium voltage (MV), high voltage (HV), extra high voltage (EHV) as well as design of data sets for a suitable interconnection of a grid among different voltage levels for cross-level simulations
	Ensuring highreproducibility and comparability by providing clearly assigned load and generation time series
	Validation of the suitability of the data sets with simulation, deliberately determined grid states including suitable dimensioning of grid assets


In total SimBench provides 13 unique electrical power system grids (EHV: 1, HV: 2, MV: 4, LV: 6). Since SimBench is enables multi-voltage simulations, this dataset includes not only 13 folder but many more. Each excerpt of the complete dataset, composed to a folder, is distinctively named by the SimBench code.

For further information, please visit www.simbench.net and the documentation published there.
DOI: 10.5281/zenodo.2844372
title: SimBench - Electrical Power System Benchmark Models

description: SimBench (www.simbench.net) is a research project to create a "simulation database for uniform comparison of innovative solutions in the field of network analysis, network planning and operation", which was conducted for three and a half years from 1.11.2015 to 30.04.2019. It was part of the German Federal Government's 6th Energy Research Program "Research for an Environmentally Friendly, Reliable and Affordable Energy Supply". The project was carried out by the University of Kassel, the Fraunhofer IEE, the RWTH Aachen University and the Technical University of Dortmund in accordance with the authors mentioned above. The project, coordinated by the University of Kassel, was supported by the professional advisory from six German distribution network operators: DREWAG NETZ GmbH, Energie Netz Mitte GmbH, ENSO NETZ GmbH, Netze BW GmbH, Syna GmbH and Westnetz GmbH.

The objective of the research project SimBench is the development of a benchmark data set to support research in grid planning and operation. SimBench Grid differs from other benchmark grids under the following key points:


	Consideration of a wide range of use cases during the development of data sets
	Provision of grid data for low voltage (LV), medium voltage (MV), high voltage (HV), extra high voltage (EHV) as well as design of data sets for a suitable interconnection of a grid among different voltage levels for cross-level simulations
	Ensuring highreproducibility and comparability by providing clearly assigned load and generation time series
	Validation of the suitability of the data sets with simulation, deliberately determined grid states including suitable dimensioning of grid assets


In total SimBench provides 13 unique electrical power system grids (EHV: 1, HV: 2, MV: 4, LV: 6). Since SimBench is enables multi-voltage simulations, this dataset includes not only 13 folder but many more. Each excerpt of the complete dataset, composed to a folder, is distinctively named by the SimBench code.

For further information, please visit www.simbench.net and the documentation published there.
DOI: 10.7910/dvn/wlow0k/qrslwh
title: D4.4_EURHISFIRM_Data_and_Sources_Documentation_20190522.xml

description: :unav
DOI: 10.5519/qd.cqick4ux
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (5385 records)
DOI: 10.5519/qd.igq9zsyq
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (10914 records)
DOI: 10.5519/qd.jujx4e8k
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (37881 records)
DOI: 10.5281/zenodo.3232989
title: Behavioral economics approach to reduce injectable discontinuation rate in rural Ethiopia

description: Data used for the study titled "Application of behavioral economics principles to reduce injectable contraceptive discontinuation rate in rural Ethiopia: A stratified-pair, cluster-randomized field study" is reposited here. Data was analyzed using Stata 15.1. The repository includes the data and the Stata do-files that replicates the study results. The study manuscript has been submitted to Gates Open Research.
DOI: 10.5281/zenodo.3232988
title: Behavioral economics approach to reduce injectable discontinuation rate in rural Ethiopia

description: Data used for the study titled "Application of behavioral economics principles to reduce injectable contraceptive discontinuation rate in rural Ethiopia: A stratified-pair, cluster-randomized field study" is reposited here. Data was analyzed using Stata 15.1. The repository includes the data and the Stata do-files that replicates the study results. The study manuscript has been submitted to Gates Open Research.
DOI: 10.6084/m9.figshare.8190920
title: A national dataset of annual urban extent (1985-2015) in the conterminous United States using Landsat time series data

description: This dataset includes annual urban extent dynamics (1985-2015) in the conterminous United States at a 30m resolution.<br>(1) The dataset is organized by state (in total 49) in the conterminous US. Location of US states can be found in uploaded figure of “US_State.jpg”. Full names and abbreviations of states are provided in the Excel file of “US_StateList.xls”. <br>(2) The format of provided data is GeoTIFF, i.e., the georeferencing information was embedded within the TIFF file. Each dataset was projected to the Albers Equal Area Conic projection, with a spatial resolution of 30m.<br>(3)  The legend in GeoTIFF file can be founded in the figure of “Legend.jpg”, and more detailed information about the urbanized year and the pixel value can be found in the file of “Year_Code_Loopup.csv”.<br>
DOI: 10.7910/dvn/dih2bz/kqnuhx
title: secondary_sch_survey.tab

description: :unav
DOI: 10.7910/dvn/dih2bz/mcz9gb
title: enumerator_level.tab

description: :unav
DOI: 10.7910/dvn/dih2bz/nfnlts
title: README.txt

description: :unav
DOI: 10.7910/dvn/dih2bz/rvxfjg
title: codes_all.do

description: Statacode
DOI: 10.7910/dvn/dih2bz/tzccur
title: household_level.tab

description: :unav
DOI: 10.14457/cu.the.2013.413
title: HEARING CAPACITY IN RELATION TO NOISE LEVELS AND ORTHER POTENTIAL RISK FACTORS AMONG PRESS PART MACHINE WORKERS IN AUTOPART FACTORY IN SAMUT PRAKRAN THAILAND

description: This study evaluated prevalence of hearing loss (dependent variable) in relation to occupational noise levels (main independent variable) in 359 press parts workers at an automotive parts factory in Samut Prakan Province, Thailand, in 2010, 2011, and 2012. Other independent variables included sociodemographic characteristics, work history, and knowledge, attitude, and behavior related to noise and hearing loss. Data collection tools were hearing test results, measured noise levels at multiple sites in the factory, and an interviewer-administered standardized questionnaire. Independent variables were considered separately, by chi-square test for categorical variables and by logistic regression for continuous variables. Prevalence of measured hearing loss in either ear varied widely, from 2.5% in 2010 to 31.2% in 2011. Means of annual average noise level varied only from 89.9 to 90.4 dB(A), and means of annual high noise level veried only from 94.6 to 95.5 dB(A). Observed associations between independent variables and measured hearing loss prevalence were not consistent from year to year. Also, hearing loss was never statistically significantly associated with measured noise level. In 2010, hearing loss was weakly positively associated with behavior score, and with no other independent variable. In 2011, hearing loss prevalence was significantly negatively associated with male gender (p-0.048), and was significantly lower in workers who reported being sensitive to noise than those who did not (p=0.015). Hearing loss was negatively associated with being married and with self-reporting of hearing loss, and positively associated with educational attainment (p=0.116, p=0.076, and p=0.148, respectively). In 2012, hearing loss was significantly positively associated with age, income, male gender, and being married (p&lt;0.001, p=0.002, p=0.005, and p=0.038, respectively). Hearing loss was also significantly lower in the motorcycle parts pressing section than in the automotive parts pressing section or the fuel tank production section. (p=0.050). Hearing loss was also moderately positively associated with high noise level (p=0.122), but not with average noise level. Reasons for inconsistency of results are not clear, although quality of hearing tests was evidently better in 2012 than in other years. Overall, the 2012 results appear most reliable. Conceivably, noise levels at the factory were not high enough to produce appreciable hearing loss. Further research on this topic is needed. Further multivariable analysis of this study's results would also be desirable.
DOI: 10.5281/zenodo.3233006
title: Renaud et al. 2019 data

description: Four .xlsx files and one .accdb file containing results and underlying data from Renaud et al., (2019):

SINMODub_species_listc.xlsx --- Benthic fauna occurrence data with matched bias-corrected SINMOD bottom water output

SINMODub_species_gridcells_1979_2008.xlsx --- Bias-corrected SINMOD bottom water time averages from hindcast (1979-2008)

SINMODub_species_gridcells_2090s_A1B.xlsx --- Bias-corrected SINMOD bottom water time averages from SRES A1B projection (2090-2099)
DOI: 10.5281/zenodo.3233007
title: Renaud et al. 2019 data

description: Three .xlsx files containing data underlying results from Renaud et al., (2019):

SINMODub_species_listc.xlsx --- Benthic fauna occurrence data with matched bias-corrected SINMOD bottom water output

SINMODub_species_gridcells_1979_2008.xlsx --- Bias-corrected SINMOD bottom water time averages from hindcast (1979-2008)

SINMODub_species_gridcells_2090s_A1B.xlsx --- Bias-corrected SINMOD bottom water time averages from SRES A1B projection (2090-2099)
DOI: 10.5519/qd.k693imtl
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (20683 records)
DOI: 10.21227/7nq2-gm54
title: Mixed explosives dataset

description: This dataset contains the resuts of an experiment in which an electronic nose implemented with six MOX sensors acquired samples of explosives in raw and combined states.As for the collection of samples, a random experimentation was carried out in order to avoid that data generates any memory effect that could influence the results. Raw TNT and gunpowder data were taken in amounts of 0.1g to 2g. Soap and toothpaste were also used to be mixed with the explosives. In the end, we took samples of the explosive substances in raw and combined states.After some data processing, a total of 420 samples are available to be analyzed, each one being a matrix of 6x300 elements (response of 6 sensors during 300 seconds).
DOI: 10.21227/exkq-c076
title: Mixed explosives dataset

description: This dataset contains the resuts of an experiment in which an electronic nose implemented with six MOX sensors acquired samples of explosives in raw and combined states.As for the collection of samples, a random experimentation was carried out in order to avoid that data generates any memory effect that could influence the results. Raw TNT and gunpowder data were taken in amounts of 0.1g to 2g. Soap and toothpaste were also used to be mixed with the explosives. In the end, we took samples of the explosive substances in raw and combined states.After some data processing, a total of 420 samples are available to be analyzed, each one being a matrix of 6x300 elements (response of 6 sensors during 300 seconds).
DOI: 10.6084/m9.figshare.8191205
title: XRF and ICP-MS data. Redefinition of the Ligurian Units at the Alps–Apennines junction (NW Italy) and their role in the evolution of the Ligurian accretionary wedge: constraints from mélanges and broken formations

description: preadsheet with X-ray fluorescence spectrometry and inductively coupled plasma mass spectrometry whole rock major and trace element composition of mantle peridotites.
DOI: 10.6084/m9.figshare.8191205.v1
title: XRF and ICP-MS data. Redefinition of the Ligurian Units at the Alps–Apennines junction (NW Italy) and their role in the evolution of the Ligurian accretionary wedge: constraints from mélanges and broken formations

description: preadsheet with X-ray fluorescence spectrometry and inductively coupled plasma mass spectrometry whole rock major and trace element composition of mantle peridotites.
DOI: 10.5519/qd.5ka4lbng
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (524 records)
DOI: 10.5281/zenodo.3233870
title: Single Cell RNAseq of Mouse Testis

description: This is the processed data from the publication: "Unified single-cell analysis of testis gene regulation and pathology in 5 mouse strains" (https://doi.org/10.1101/393769)

The raw data is avaliable at GEO: GSE113293

Associated software is at https://zenodo.org/badge/latestdoi/140632831

SDA_objects.zip contains key tables required for many functions, download this to use the shiny app. Contents:


	cell_data: data.table containing metadata of the cells. 80 columns including cell id, SDA component cell scores, Tsne coordinates, pseudotime, experimental group etc.
	data: a sparse matrix of normalised read counts (20322 cells by 19262 genes)
	gene_annotations: data.table containing gene locations, enrichment vs other tissues from bulk data, infertility gene status
	GO_enrich: data.table containing gene ontology enrichments for each component, the genes enriched, p.values and enrichment values
	principal_curves: list of output of princurve() containing the pseudotime trajetories
	SDAresults: output of SDA run loaded using SDAtools::load_results()


Other R objects include:


	QC_count_matrix: Sparse matrix of raw count values for QC cells and genes
	cell_imputation_AUCs: data.table of PRAC AUC values for unimputed (train), mean cell, SDA (predict), ICA, PCA, NNMF, and MAGIC
	HocomocoV11_motifProbs_matrix: Matrix of regulation probabilities from MotifFinder using fixed motifs from HocomocoV11 database
	motifFinder_denovo: list of results of MotifFinder denovo motifs from promoters regions of genes from each component
	motifFinder_denovo_fixed: list of results of MotifFinder using 125 denovo motifs with fixed motif on all genes.
	tomtom_matched_motifs: data.table of TOMTOM matches of denovo motifs, plus metadata
description: R object files, to load in R use readRDS(), or the load2() function from the associated testisAtlas package.
description: {"references": ["https://doi.org/10.1101/393769"]}
DOI: 10.25345/c5v924
title: MassIVE MSV000083867 - Peptidylprolyl isomerase A  (PPIA) protein complex
title: Identification of PPIA protein complex using wild type and mutant cell lines.
DOI: 10.14457/cu.the.2013.239
title: BEHAVIORAL HEALTH EFFECTS OF PESTICIDES EXPOSURE AMONG CHILDREN LIVING IN PATHUMTHANI PROVINCE THAILAND

description: The prevalence of attention deficit/hyperactivity disorder (ADHD) is rising in Thai children. The possible causes of this developmental disorder include environmental and genetic risk factors. Organophosphate (OP) and pyrethroid (PYR) are insecticides popularly used in agricultural areas. The epidemiological evidence on their potential neurobehavioral effects in children is lacking. This study aimed to clarify the relationship of levels of OP and PYR exposure and ADHD behaviors compared between children living in rice farming area and children living in aquacultural farming area. The cross-sectional study was done in 3 sessions: pilot, high (wet season) and low (dry season) pesticide use periods. Participants (N=53) aged between 6-8 years old were recruited. The first morning void of urine samples and blood cholinesterase were collected. Participants assessed the continuous performance test (CPT) form the Behavioral Assessment and Research System (BARS) and their parents completed the Conners ADHD questionnaires. Although the concentrations of urinary OP metabolites in participants living in rice area were significantly higher than participants living in aquacultural areas (Mann-Whiney U test, p &lt;0.05). most of neurobehavioral health effect were not differents between groups in every seasons. from the multiple linear regression (adjusted for age, parent education, and family income), both concentrations of urinary OP metabolite (dialkyphosphate,DAP ). urinary PYR metabolite (3-phenoxybenzyl alcohol; 3-PBA ), and blood cholinesterase levels (acetycholinesterase; Ache and pseudocholonesterase; PChE) were not significantly associated with CPT scores and ADHD symptoms. However, this study showed the validity of the behavioral tests by the significant correlation between CPT and Conners questionnaires(r=0.29, p=0.03) as a reflection of AHAD behaviors. As a pilot study of research project on behavioral health effects of children living in agricultural area in Thailand, the longitudinal study with larger study population should be conducted on potential neurobehavioral effects of long-term exposure of OP and PYR in children.
DOI: 10.18169/papdeott007916
title: Haken
DOI: 10.5281/zenodo.2669076
title: Mast-borne spectral reflectance measurements of boreal landscape during spring

description: This dataset contains mast-borne spectral reflectance measurements (350-2500 nm / 350-1000 nm) measured with an ASD Field Spec Pro JR spectroradiometer and digital images of the measurement areas from the time of the measurements. The measurement targets are a boreal sparse pine forest and a forest opening located at the premises of the Arctic Space Centre of the Finnish Meteorological Institute in Sodankylä, northern Finland (N67.361833, E26.634154, WGS84). The dataset covers spring time periods during years 2010-2018 from the dry snow period until some time after the snow disappearance. The temporal coverage vary from year to year depending on the mounting date and due to technical problems. Measurements have been conducted every 30 min during fixed day-time period and based on set weather threshold values. The spectral reflectance data are organized in yearly CSV files the metadata information attached in the file header. Accordingly, the digital images from the measurement areas are organized in yearly folders and packed into zip files. For this version a data example plot (Data_example_mast.png) was added to have a quick visualisation of the sort of the data available. For further information contact Henna-Reetta Hannula (henna-reetta.hannula@fmi.fi) or Kirsikka Heinilä (kirsikka.heinila@ymparisto.fi)
description: {"references": ["Salminen, M., Pulliainen, J., Mets\u00e4m\u00e4ki, S., Kontu, A., & Suokanerva, H. (2009). The behaviour of snow and snow-free surface reflectance in boreal forests: Implications to the performance of snow covered area monitoring. Remote Sensing of Environment, 113(5), 907-918.", "Niemi, K., Mets\u00e4m\u00e4ki S., Pulliainen J., Suokanerva H., B\u00f6ttcher K., Lepp\u00e4ranta M., and Pellikka P.: The behaviour of mast-borne spectra in a snow-covered boreal forest, Remote Sens. Environ., 124, 551\u2013563, 2012.", "Pulliainen, J., Salminen, M., Heinila, K., Cohen, J., & Hannula, H.-R. (2014). Semi-empirical modeling of the scene reflectance of snow-covered boreal forest: Validation with airborne spectrometer and LIDAR observations. Remote Sensing of Environment, 155, 303-311."]}