cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/cjb4vy4mzj.3
title: Smart irrigation control system data with soil moisture, flow meter and electrovalve relay

description: This data set contains measurements of soil moisture, a flow meter, and the relay status of an electrovalve deployed in a smart irrigation control system. The system has been working succesfully for over two months in a strawberry field in production in Paraguay, 2022. The details of the experiments have been sent as a possible publication to the Journal of Irrigation and Drainage Engineering, under the title Deployment of a smart irrigation control system with capacity-based moisture sensors on a field in production, by L. Orihuela, E. Pacheco, J. Bareiro, A. Tapia and J.M. Manzano.

Data collected from July 12 2022 until September 17 2022 is presented. Three data sets are provided, in a CSV format, namely D_moisture, D_valve and D_flowmeter. The three of them contain 2 columns each, and each row is a new measurement collected from the field. In the three of them, the second column, named 'time_stamp' refers to the time stamp of the measurement, in format 'DD-MMM-YYYY hh:mm:ss', expressed in UTC coordinates. The first column indicates the measurement itself, them being:

- In D_moisture: the measured soil moisture, measured as a percentage and collected as explained in the mentioned paper. The sampling time is about 20 minutes. It contains 4293 rows.
- In D_flowmeter: the cumulative sum of the water volume that has been applied to the field, as measured by the flow meter installed, measured in litres since July 1st 2022. The sampling time is about 5 minutes. It contains 17411 rows.
- In D_valve: the state commanded to the relay incharge of the electrovalve in the irrigation system. 1 implies 'open' and 0 implies 'close'. The sampling time is about 5 minutes. It contains 17427 rows.

The dataset is open to be used by any researcher, in studies related to machine learning, agricultural soil monitoring or estimation and irrigation control, among others. Citing the aforementioned work is appreciated.
DOI: 10.17632/8s9x2vdbdm.1
title: The daily PM2.5, maximum 8-hour O3 (O3-8 h) and NO2 concentrations

description: The daily PM2.5, maximum 8-hour O3 (O3-8 h) and NO2 concentrations at monitoring sites
DOI: 10.17632/2mvhkc3c94.1
title: LDHU3_05.0760

description: Sideroflexin-like protein; Leishmania donovani (HU3 strain)
DOI: 10.17632/y4y9txj6tv.1
title: LDHU3_05.0790

description: Hook complex subunit; Leishmania donovani (HU3 strain)
DOI: 10.17632/jd5txz2f7d.1
title: Aedes aegypti Egg Image Data Set

description: The Mosqlimate Aedes aegypti Egg Image Dataset comprises 700 high-quality JPEG images meticulously curated to provide a comprehensive view of pallets housing Aedes aegypti eggs. This dataset, generated through a collaboration between the Mosqlimate group and the Fundação Oswaldo Cruz Entomology Laboratory, aims to address the pressing need for improved methods to monitor and control Aedes aegypti populations, which are vectors for diseases such as dengue, Zika, and chikungunya.
We believe that this dataset will serve as a foundational resource for researchers in entomology, epidemiology, computer science, and public health, facilitating advancements in automated surveillance and control strategies. It also holds potential for educational purposes, aiding in the teaching of image analysis, computer vision, and technology application in public health.
DOI: 10.17632/jd5txz2f7d.2
title: Aedes aegypti Egg Image Data Set

description: The Mosqlimate Aedes aegypti Egg Image Dataset comprises 700 high-quality JPEG images meticulously curated to provide a comprehensive view of pallets housing Aedes aegypti eggs. This dataset, generated through a collaboration between the Mosqlimate group and the Fundação Oswaldo Cruz Entomology Laboratory, aims to address the pressing need for improved methods to monitor and control Aedes aegypti populations, which are vectors for diseases such as dengue, Zika, and chikungunya.
We believe that this dataset will serve as a foundational resource for researchers in entomology, epidemiology, computer science, and public health, facilitating advancements in automated surveillance and control strategies. It also holds potential for educational purposes, aiding in the teaching of image analysis, computer vision, and technology application in public health.
DOI: 10.17632/9vcrwz27pb.4
title: Dissolved and Particulate Calcium Concentration in the Southern Ocean

description: This record presents the calcium (Ca) data used in the paper 'TCalcium Carbonate cycling in the Southern Ocean: Insights from Dissolved Calcium and Potential Alkalinity Tracers', Sun et al. (2024), Limnology and Oceanography Letters. All methods for the dataset are thoroughly documented and cross-referenced in the paper. 

Introduction: This study aims to elucidate the role of dissolved calcium (Ca) and potential alkalinity (PA) as tracers for calcium carbonate (CaCO3) cycling in the Southern Ocean. Understanding the dynamics of these key chemical components contributes to a broader comprehension of oceanic carbon cycling and its potential implications for marine ecosystems.

Sampling Sites: Samples were collected in the Australian sector of the Southern Ocean during R/V Investigator voyage IN2020_V08, conducted between 4 December 2020 and 15 January 2021. Samples were collected at three primary sites: the Southern Ocean Time Series (SOTS) site (47°S, 141°E), and two southern sites (SS1 and SS2) located within a polar bloom at approximately 55°S, 138°E, and 58°S, 141°E, respectively. 

Sampling Methodology: Samples were collected using CTD rosettes at various depths to capture vertical profiles of Ca and total alkalinity (TA). The choice of depth range is crucial for understanding the vertical distribution of these tracers. Particulate Ca (pCa) samples were obtained using McLane pumps, focusing on subsurface waters to estimate the standing stock of calcifying species.

Data Analysis: Both dissolved and particulate Ca samples were diluted in 2% HNO3 and measured on the ICP-OES for Ca concentrations. The results were normalised to a salinity of 35. Uncertainty in Ca measurements was assessed based on the average one standard deviation of triplicate measurements across the dataset. Nutrient concentrations were measured on board and details can be found in the report at https://www.cmar.csiro.au/data/reporting/get_file.cfm?eov_pub_id=1553. Total alkalinity (TA) was measured at CSIRO, Hobart using a potentiometric titration method following established protocols (Dickson et al., 2007). 

PA calculation: 
PA calculation involves correcting measured TA concentrations for the presence of nitrate (NO3-), nitrite (NO2-), phosphate (PO4(3-)), sulphate (SO4(2-)) and ammonium (NH4+) and normalised for a salinity of 35. The concentration of sulphate is assumed to be 20% of the nitrate contribution.

PA=(TA+NO3-+NO2-+PO4(3-)+2*SO4(2-)-NH4+)∙35/S
DOI: 10.17632/2vmf3wrby6.1
title: Replication Files for Intellectual Property Infringement by foreign firms: Import Protection through the ITC or the Court

description: This file contains source code written in Julia to replicate the simulations and diagrams in the paper.
DOI: 10.17632/hxjftyt7k8.1
title: Data for: Active and pH-sensitive nanopackaging based on polymeric anthocyanin/natural or organo-modified montmorillonite blends: Characterization and assessment of cytotoxicity

description: These files provide the transparent date of this article.
DOI: 10.17632/s9xhxp4cs2.1
title: Evidence of strain accumulation and obliquity in convergence in the Himachal region of NW Himalaya from short term geodetic measurements

description: The data contains the daily h-files for all the permanent GNSS Stations used in the analyses reported in the Research Paper, currently under review in AGU-Tectonics Journal: Kumar P., Malik J.N., Gahalaut V.K., Yadav R.K. & Singh G. (2023). Evidence of strain accumulation and obliquity in convergence in the Himachal region of NW Himalaya from short term geodetic measurements"
DOI: 10.17632/72pcztbg63.1
title: Data for: Thermoelectric Properties of Pnma and Rocksalt SnS and SnSe

description: This online repository provides additional data to accompany the paper:

"Thermoelectric Properties of Pnma and Rocksalt SnS and SnSe"

J. M. Flitcroft, I. Pallikara and J. M. Skelton
Solids 3 (1), 155-176 (2022) DOI: https://doi.org/10.3390/solids3010011

This article provides a theoretical prediction of the electrical- and thermal-transport properties, and thermoelectric figure of merit ZT, of Pnma and rocksalt SnS and SnSe. This repository makes available raw data from these calculations, including:

* Optimised structures;
* Input files for determining the phonon spectra and lattice-thermal conductivity; and
* Input files for determining the Seebeck coefficient, electrical conductivity and electronic thermal conductivity.

For details of how this data was generated, users are referred to the published article and supporting information. Brief details of file formats and links to further documentation are given in the included README file.
DOI: 10.17632/4wzgyxzhpv.3
title: 15N [0013] TROSY-/anti-TROSY-CPMG

description: Example datasets for 15N [0013] TROSY-/anti-TROSY-CPMG experiments (Journal of Magnetic Resonance, DOI: 10.1016/j.jmr.2024.107629).
DOI: 10.17632/fyy4c53gr4.3
title: Supplementary Material FOR Coesite-bearing microdiamonds in dolerite from mantle plume derived large igneous province

description: Supplementary Material data to this article including Supplementary Figures, Supplementary Tables and Supplementary Note about crustal contamination, alteration and fractional crystallization effect of diamond-bearing dolerites. Supplementary Figures including filed outcrop, photomicrographs, geochemical discrimination, magma fractionation, crustal contamination effect of the diamond-bearing dolerites; Supplementary Tables 1-3 including corresponding geochemical, zircon chronology data of the diamond-bearing dolerites, and the major FTIR peaks and nitrogen contents of microdiamonds from dolerites. FTIR and Raman raw data is provided as individual file in Supplementary Table 4 and 5.
DOI: 10.17632/vskf5bc52z.1
title: Cryptojacking Network Traffic 2021

description: The Cryptojacking Network Traffic 2021 (CNT21) dataset contains a collection of features extracted by network flows that have been generated to detect cryptojacking-related activities at the network level. 
The dataset includes network flows produced by cryptocurrencies (Bitcoin, Bytecoin, Monero), both in their original form and shaped by VPN software. In addition, CNT21 also contains network flows generated by other mainstream software not related to crypto mining (Skype, Youtube, and other productivity software) that can be used as negative samples. The dataset includes 54 files representing 27 different network flows, divided by direction (either ingoing or outgoing). Eighteen of them were produced by crypto mining activities, while the other nine are not related to cryptocurrencies. 
For every network flow, the dataset contains two features, i.e., interarrival time and packet size, that can be used to model network traffic, even if encrypted. Out of 54 total flows, 36 are shaped by VPNs (NordVPn or ExpressVPN).
The described raw features are presented as textual (.txt) files. In addition, the dataset contains an aggregated data structure (CNT21.mat) containing the same features in an organized form---we also provide the MatLab script (parser.m) we adopted to generate the aggregate data from the raw features.
The CNT21 dataset can be used for several purposes, such as detecting cryptojacking via network traffic, discriminating between regular network traffic and traffic shaped by VPNs, and possibly others.
DOI: 10.17632/j9j4mdm9yr.1
title: A multiplex single-cell RNA-Seq pharmacotranscriptomics pipeline for drug discovery

description: We developed a single-cell transcriptomics pipeline for high-throughput pharmacotranscriptomic screening. We explored the transcriptional landscape of three HGSOC models (JHOS2, a representative cell line; PDC2 and PDC3, two patient-derived samples) after treating their cells for 24 hours with 45 drugs representing 13 distinct classes of mechanism of action. Our work establishes a new precision oncology framework for the study of molecular mechanisms activated by a broad array of drug responses in cancer. 
.
├── 3D UMAPs/ → Interactive 3D UMAPs of cells treated with the 45 drugs used for multiplexed scRNA-seq. Related to Figure 4. 
 Coordinates: x = UMAP 1; y = UMAP 2; z = UMAP 3.
 Legend: green = PDC1; blue = PDC2; red = JHOS2.
│ ├── DMSO_3D_UMAP_Dini.et.al.html → 3D UMAP of untreated cells.
│ └── drug_3D_UMAP_Dini.et.al.html → 3D UMAP of cells treated with (drug).
├── QC_plots/ → Diagnostic plots. Related to Figures 2–4. 
│ ├── model_QC_violin_plot_2023.pdf → Violin plots of the QC metrics used to filter the data.
│ ├── model_col_HTO or model_row_HTO before and after filt → Heatmaps of the row or column HTO expression in each cell.
│ └── model_counts_histogram_2023.pdf → Histogram of the distribution of the total counts per cell after filtering for high-quality cells.
├── scRNAseq/ → scRNA-seq data. Related to Figures 2–4. 
│ ├── AllData_subsampled_DGE_edgeR.csv.gz → Differential gene expression analyses results between treated and untreated cells via pseudobulk of aggregate subsamples, for each of the three models. Related to Figure 3. 
│ └── All_vs_all_RNAclusters_DEG_signif.txt → Differential gene expression analysis results (p.adj &lt; 0.05) of FindAllMarkers for the Leiden/RNA clusters. 
├── PDCs.transcript.counts.tsv → Bulk RNA-seq count data for PDCs 1–3 processed by Kallisto. Related to Figure S6.
└── PDCs.transcript.TPM.tsv → Bulk RNA-seq TPM data for PDCs 1–3 processed by Kallisto. Related to Figure S6.
DOI: 10.17632/gm6v653vpy.1
title: LINF_270022300

description: RNA polymerase II subunit | RPB11; Leishmania infantum (strain JPCM5)
DOI: 10.17632/gtfy4xm9gm.1
title: Data for: Stacking fault energy, thermal expansion behavior, and elastic coefficients of a single-crystalline CrFeNi medium-entropy alloy

description: In this compilation of data, we report the dilatation behavior, temperature dependence of elastic stiffness coefficients and the intrinsic stacking fault energy at room temperature of the single crystalline, equiatomic, and single-phase FCC CrFeNi medium-entropy alloy. All the data are either origin files (.opju) or excel files (.xlsx). Here is a short description of the files, which are numbered according to their order of appearance in the corresponding research article:
Fig.2: Dilatation behavior between 100 and 673 K 
Fig.3: Temperature dependence of the elastic parameters between 100 and 673 K, including c11, c12, c44, C=(c11+c12+c44)/3, c’ = (c11-c12)/2, Anisotropy factor (A), Bulk modulus (B), shear modulus (G), Young modulus (E), Poisson's ratio (ν), normalized Cauchy pressure (c12-c44)/C and Pugh's index (B/G).
Fig.4: Plots showing the separation distance between Shockley partials as a function of the angle between the dislocation line and the perfect Burgers vector. These data allow to determine the stacking fault energy of the equiatomic CrFeNi alloy.
DOI: 10.17632/cyvfn4t95x.1
title: LINF_270019100

description: cation transporter; Leishmania infantum (strain JPCM5)
DOI: 10.34740/kaggle/dsv/10525843
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.17632/9hcwfgf6rs.1
title: Spatio-temporal assessment of land use and cover classification with Google Earth Engine

description: Assessment of land use land cover (LULC) classification in a tropical region (Pra River Basin, Ghana) in West Africa experiencing exponential Anthropocene. Five classes were mapped out. Script used was based on shapefile and Landsat images which were imported into GEE after pre processing in QGIS. Indicators such as Bare Soil Index (BSI), Normalized Difference vegetation index (NDVI), Modified Normalized Difference Water Index (MNDWI) were applied to improve on the accuracy of the classes. Adopting new approaches to LULC does not only improve the understanding of GIS and Remote sensing in environmental management, it also less time consuming relative to the older approaches.
DOI: 10.17632/z5x9rjn3b8.1
title: Deuterium Spin Relaxation of Fractionally Deuterated Ribonuclease H

description: Methyl CH2D deuterium relaxation data (R1, R1rho, RQ, and RAP) for fractionally deuterated E. coli ribonuclease HI recorded at 1H frequencies of 475, 500, 900, and 950 MHz. The data are analyzed by spectral density mappping and the model-free formalism using the RING NMR Dynamics software.
DOI: 10.17632/9sf6wxpgtm.1
title: LINF_270029000

description: FCP1 domain-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/hwz54s535n.2
title: Data for:Improved Population Mapping for China Using the 3D Build-ing, Nighttime Light, Points-of-interest, and Land Use/Cover Data Within a Multiscale Geographically Weighted Regression Model

description: Auxiliary Data.gdb:
Land_use: original land use data
POI_name: interests-point-data from the Amap platform (name indicates category)

New_gridded_population_dataset(.gdb): experimental result data, i.e., a gridded population map of mainland China with a resolution of 100 meters

New_minus_WorldPop_PopulationResidual(.gdb): pixel-level residuals of the new gridded population dataset with the Worldpop dataset

POI_Correlation_Coefficient:
Zonal statistical output of POI kernel density values: summary of various POI kernel densities in residential areas of administrative units
Summary of POI Pearson correlation coefficients: sum of Pearson's correlation coefficients for 13 types of POIs at a certain bandwidth

PopulationData_AdministrativeUnitLevel.gdb:
Population_data_mainlandChina_level3: population data at the district and county level in mainland China
Population_data_Name_level4_Table: township and street-level population data for provinces and municipalities

Note: 
Due to the storage space limitation, 3D building, nighttime light, and WorldPop datasets have not been uploaded. To access these publicly available data, please visit the official website via the "Related links" at the bottom. In addition, we are not authorized to share data for the fourth level of administrative boundaries, so we only share the corresponding population data in tabular form.
DOI: 10.15468/dl.q3rasx
title: Occurrence Download

description: A dataset listing the 4 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dolichophis caspius (Gmelin, 1789)"
 ]
}

 The dataset's 4 records were derived from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004261-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5mk46rtr7j.1
title: EmbryoLosses

description: Data set includes records of 1, 2, and ≥3 pregnancies (PREG) within the same lactation from cows of 1, 2, and ≥3 lactations (LACTN) calving from January 1st, 2010, to December 31st, 2018, from a large commercial grazing dairy herd located in Argentina. Each lactation record included the calving date, drying off or culling, and all milk production and health records (i.e., reproduction, mastitis, lameness, etc.).
DOI: 10.17632/8bv5nwp383.1
title: The Persian Gulf's Holocene data: XRF, organic geochemistry, palynology and sediment

description: The dataset contains the results of different analyses on three short sediment cores from deepest areas of the Persian Gulf. It includes organic geochemistry, palynology, sedimentology, C and N analysis and XRF data that are organized in different tabs.
DOI: 10.17632/kx8p6rbxsj.1
title: Data for publication

description: Data for publication in Information and Software Technology
DOI: 10.17632/k8xyz8jr7j.1
title: Effect of couplant materials on signal transmission

description: - The signal response of four different couplant materials, namely acrylic adhesive pads, honey, vaseline and hot glue, when stimulated by ultrasonic signals, was recorded using a laser Doppler vibrometer. A reference measurement without any coupalnt materials on the measuring side was also conducted. The data is stored in the directory "Laser_Doppler_vibrometer_measurements" organized by each couplant material. 
- Additionally, the impact of these couplant materials on signal transmission in a piezoelectric sensor was analyzed through acoustic emission measurements. The data is stored in the directory "AE_measurements" sorted for each couplant material.
DOI: 10.17632/dt7cf566p9.1
title: Raw dataset for bacterial exopolysaccharide production using cassava pulp as substrate by Bacillus spp. isolated from Thai milk kefir with its antioxidant and antimicrobial capacities

description: This raw dataset reflects an analysis of the antioxidant and antibacterial activity of exopolysaccharide (EPS) produced by eight Bacillus spp. isolated from Thai milk kefir [1] on a substrate of cassava pulp. Cassava pulp was analyzed for its moisture, ash, fat, protein, fiber, starch and sugar, neutral detergent fiber (NDF), acid detergent fiber (ADF), acid detergent lignin (ADL) when used as an EPS-producing substrate. After 3 days of fermentation, dataset on the total plate count, the reducing sugar content, the pH of the culture, and the fresh and dry weight of the EPS was recorded. In response to the EPS produced by several Bacillus spp., the total phenolic content, total flavonoid content, antimicrobial activity against Streptococcus agalactiae and Staphylococcus aureus, and antioxidant activities assessed by DPPH scavenging assay, FRAP assay and hydroxyl radical scavenging activity were collected. Agar disc diffusion, spectrophotometry for antioxidant activity and bioactive content, proximate analysis, the dinitrosalicylic acid method, pH meter readings, the total plate count via serial dilutions using the spread plate technique were the primary techniques used.