cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8xtk8sshg2
title: GIS-Spatial Data For Recycling, Integrated Waste Management and Environmental Planning

description: This dataset provides a comprehensive spatial overview of locations of recycling facilities in Costa Rica. It includes information such as the geographical coordinates, hot spot clusters and optimal locations for new facilities. The dataset also comprises the results of spatial distribution of recycling facilities across municipalities, helping to identify gaps or areas with limited recycling infrastructure. This data can be crucial for urban planning, environmental management, and policy development, enabling informed decision-making to promote sustainable waste management practices. Additionally, GIS data on recycling facilities supports efficient logistics and routing for waste collection and recycling services, contributing to a more effective and environmentally friendly waste management system.

The dataset is composed of the following files: 

(1) GIS_Data_Master_2024.xlsx: provides all input data variables and analysis results for the hot spot analysis and location-allocation analysis conducted. 

(2) Data_Description_2024.csv: provides a description for all the input variables and results. 

(3) Methodology_Description.csv: provides a summary of the GIS methods for the measures applied in ArcGIS Online– hot spot analysis, location-allocation, and time-distance measures. 

(4) Existing_Recycling_Facilities_Shapefile_2024.zip: is the shapefile layer for the 110 recycling facilities identified and analyzed in the study. 

(5) Potential_New_Facilities_Shapefile_2024.zip: is the shapefile layer for the 82 sites where new recycling facilities could be established. 

(6) Geodatabase_files_2024.zip: contains total files for all layers that can be used to recreate and visualize an integrated map using a variety of different GIS software.
DOI: 10.17632/m77h37dfjf
title: Arduino based intra-cerebral microinjector device for neuroscience research. 

description: Stereotaxic surgery is a less invasive form of surgery that uses a three-dimensional coordinate system to place instruments at a specific location on the brain. Through this type of surgery, you can place: among others, needles within the structures of the brain, and therefore it can be done injections to deliver substances that otherwise could not cross the hematoencephalic barrier. The two most important parameters of the microinjection to control are, volume, and speed. The volume should not be so large that it displaces the brain tissue and tears it. The injection speed must also be slow so that the liquid that comes out of the syringe can diffuse into the tissue without displacing it and damaging it. Thus, the objectives of the present work are: 1) Develop not a 3D printed prototype but an end-user device. 2) It must be for animal research. 3) That It has the same precision in volume and speed as commercial devices. 4) That can be adjusted to 0.5 microliters to 1 ml microsyringes. 5) It can be placed directly on the stereotaxic surgery apparatus or used outside of it. 6) That the price is substantially lower than the commercial ones.
DOI: 10.6084/m9.figshare.13265297.v1
title: Socio-demography and Depression Questionnaire

description: This was a mixed-method cross-sectional study that involved pregnant women who attended antenatal care clinics, during the study period March 2019 to June 2019. Ethical approval was obtained from The Kenyatta National Hospital/University of Nairobi Ethical and Research Committee (KNH/UoN-ERC Ref: P56/02/2018). The study took place in two public health facilities in two urban low-income settlements in Nairobi Kenya<br>Data were obtained from pregnant women by means of an interview administered questionnaire. All women who came to the ANCs and were queuing in the waiting room were approached to participate. The study purpose was explained to them that participation was voluntary, and refusal to participate will involve no penalty of benefits to which one is entitled at the clinic. The participants were assured about their privacy and confidentiality. After obtaining a written informed consent signed by the respondent based on willingness to participate, the interview commenced. <br><br>
DOI: 10.6084/m9.figshare.24259573.v4
title: OpenDengue: data from the OpenDengue database

description: The OpenDengue project aims to build and maintain a database of dengue case counts for every dengue-affected country worldwide since 1990 or earlier. We collate data from a range of publicly available sources including ministry of health websites, peer-reviewed publications and other disease databases.The complete details, methodologies, and findings associated with this dataset are available in our research paper (https://doi.org/10.1038/s41597-024-03120-7).The latest database is available on our OpenDengue website (https://opendengue.org/data.html). Past and current versions are also available in the Opendengue Github repository (https://github.com/OpenDengue/master-repo).<b>File descriptor</b><b>Global summaries of data</b>: We provide three global summaries of the data in OpenDengue. We provide the best national estimate (<b>National_extract.csv</b>), the best temporal resolution (<b>Temporal_extract.csv</b>) and the best spatial resolution (<b>Spatial_extract.csv</b>). This allows users to customise their data extraction based on their research question. Each row in the data table contains a unique, non-overlapping location and time period with the associated dengue case data. The below codebook describes each variable.adm_0_name : administrative level 0/country nameadm_1_name : administrative level 1 nameadm_2_name : administrative level 2 namefull_name : full place nameISO_A0 : ISO country codeFAO_GAUL_code : Food and Agricultural Organization Global Administrative Unit Layer CodeRNE_iso_code : RNaturalEarth ISO codeIBGE_code : Brazilian Instituto Brasileiro de Geografia e Estatística (IBGE) codecalendar_start_date : the start date in calendar time with the format YYYY-mm-ddcalendar_end_date : the end date in calendar time with the format YYYY-mm-ddYear : yeardengue_total : the total dengue case count relating to the period and place (see dengue classification protocol and dengue double count protocol)case_definition_standardised : case definition after standardisationS_res : spatial resolutionT_res : temporal resolutionUUID : Universal Unique Identifier relating to the source file from which the data originates<br>
DOI: 10.6084/m9.figshare.24973170.v4
title: <b>Distribution of antibiotic-resistance genes in infant intestines and influencing factors</b>

description: 肠道菌群和抗生素耐药基因 （<b>ARG</b>可能受到环境因素的影响。制定预防和干预策略可能有助于减少抗生素耐药细菌和ARGs的传播，从而减少抗生素耐药细菌感染对儿童健康的威胁。
DOI: 10.6084/m9.figshare.3513626.v1
title: Appendix A. A list of all ant-following bird species observed during the study with description of their attendance at swarm raids, their mean abundance, and the indices of their specialization on ant-following.

description: A list of all ant-following bird species observed during the study with description of their attendance at swarm raids, their mean abundance, and the indices of their specialization on ant-following.
DOI: 10.1594/pangaea.121316
title: Total carbon dioxide and alkalinity at station TT012_5-CTD20
DOI: 10.1594/pangaea.121324
title: Total carbon dioxide and alkalinity at station TT012_5-CTD35
DOI: 10.17632/744vznw5k2
title: teaLeafBD

description: 1. Content: Tea leaf image
2. Format of image: JPG
3. Number of Class: 7
4. Number of images: 5278
5. Folder Structure: Provided in the readme file.
DOI: 10.17632/n9tdpdp45k
title: Dataset for the electronic customer relationship management based on S-O-R model in electronic commerce

description: This dataset includes a data file (.csv), a questionnaire (.pdf), and a figure (.png). It contains 485 records and three research factors: electronic loyalty (3 items), perceived metal benefits (4 items), and hedonic value (4 items). Based on data analysis, there were positive impacts of perceived mental benefits and hedonic value on electronic loyalty, which confirmed the Stimulus–Organism–Response (SOR) model. Additional, the hedonic value is a mediator in the relationship between electronic loyalty and perceived mental benefits in electronic customer relationship management.
DOI: 10.6084/m9.figshare.28868927.v3
title: <b>This is the dataset and code use in </b><b>STGAT-VCA: Vector cellular automata model integrated with graph attention network and gated recurrent unit for urban land use change simulation.</b>

description: <b>This is the dataset and code use in</b> <b>STGAT-VCA: Vector cellular automata model integrated with graph attention network and gated recurrent unit for urban land use change simulation.</b>
DOI: 10.1594/pangaea.129294
title: Total organic carbon from CTD cast KIWI-6/17-3
DOI: 10.1594/pangaea.129296
title: Total organic carbon from CTD cast KIWI-6/18-14
DOI: 10.6084/m9.figshare.14251328.v1
title: Autism gene expression data

description: The dataset contains 31 subjects analyzed with Affymetrix Human Genome U133 Plus 2.0 Array (Affymetrix Inc., Santa Clara, CA, USA).
DOI: 10.6084/m9.figshare.14755146.v2
title: The potential of citizen-driven monitoring of freshwater snails as hosts for schistosomiasis in remote environments

description: All data associated with the publication of "The potential of citizen-driven monitoring of freshwater snails as hosts for schistosomiasis in remote environments":<br>- All validated KOBO reports submitted by the citizen scientists <br>- All photographs attached to the KOBO reports <br>
DOI: 10.6084/m9.figshare.19595299.v1
title: Figshare_1105_P450_proetins.xlsx

description: 1105 P450 representative protein sequences of each plant subfamilies from the website of Nelson (http://drnelson.uthsc.edu/CytochromeP450.html)
DOI: 10.6084/m9.figshare.28600778.v1
title: Survey Questions.pdf

description: This dataset contains the survey questions used in a study investigating the adoption trends, challenges, and future potential of Augmented Reality (AR) and Virtual Reality (VR) technologies in the Architecture, Engineering, Construction, and Facilities Management (AEC-FM) industry.
DOI: 10.1594/pangaea.129291
title: Total organic carbon from CTD cast KIWI-6/13-1
DOI: 10.1594/pangaea.129297
title: Total organic carbon from CTD cast KIWI-6/19-1
DOI: 10.17632/9zpdjgc2hm
title: LILIX—A package for the solution of the coupled channel Schrödinger equation ☆

description: Abstract The code LILIX is based on a CP method for solving systems of coupled Schrödinger equations. The method is of the sixth order, highly stable and with uniform accuracy with respect to the energy. The package contains three main subroutines to be accessed directly by the user. Subroutine LI generates the partition consistent with the desired accuracy while subroutine LIX helps propagating the solution and its derivative with respect to the momentum k in both directions (forwards and backwards) ... Title of program: LILIX Catalogue Id: ADQF_v1_0 Nature of problem Quantum mechanics problems which involve the solution of the coupled channel Schrodinger equation. Versions of this program held in the CPC repository in Mendeley Data ADQF_v1_0; LILIX; 10.1016/S0010-4655(02)00459-9 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/bhjgdhgzjr
title: Code and data for SF-VMD-LSTM model and other decomposition ensemble models

description: This data repository contains code and data for research article, namely, “Decomposition ensemble model based on variational mode decomposition and long short-term memory for streamflow forecasting”, which will be (or have already been) published in the Journal of Hydrology. The streamflow data sets (daily streamflow series (01/01/1967-31/12/2014) of Yangxian station (yx), Han River and Zhangjiashan station (zjs), Jing River, China) used to build the proposed model are in the “time_series” directory. The fundamental code for decomposing streamflow data, deciding input predictors and output target, generating machine learning samples, building long short-term memory (LSTM) models and evaluating the model performance are organized in “tools” directory. The execution code for forecasting different streamflow series (zjs and yx) using different decomposition algorithms (e.g., variational mode decomposition (VMD), ensemble empirical mode decomposition (EEMD), discrete wavelet transform (DWT) or non-decomposition-based (orig)) are organized in “projects” directory (e.g., “zjs_vmd/projects/”). To reproduce the results of this paper, follow the instructions given in “readme.md”. Note that the same results demonstrated in this paper cannot be reproduced but similar results should be reproduced.
DOI: 10.6084/m9.figshare.25939687.v2
title: Siphonaria lateralis VCF

description: 126 individuals of Siphonaria lateralis, coded as SL and sorted by population (CH, PH, PD, FK, SG, FPN, PC, PAF).Complimentary file of 116 individuals of S. lateralis, after MAF and mnC filters, used in Millán-Medina et al. (pending)
DOI: 10.6084/m9.figshare.11941224.v1
title: CLIWOC Slim and Routes

description: This data package contains two derivatives of the original CLIWOC data product that make using it for visualisation and teaching purposes more convenient. The derivatives are the following: <code>cliwoc_slim</code>: a version of CLIWOC 2.1 including only records with a longitude and latitude, a subset of the full variable list (<code>YR</code>, <code>MO</code>, <code>DY</code>, <code>HR</code>, <code>latitude</code>, <code>longitude</code>, <code>ID</code>, <code>C1</code>), and two additional columns, <code>date</code> with a processed date (<code>YR-MO-DY</code>), and <code>dys_since_start</code> with the count of days elapsed since the first record. The resulting file has a substantially smaller footprint.<code>cliwoc_routes</code>: a transformation of individual logs by the same ship into a single linestring or route. Crossings of longitude -180/180 are dealt with. In addition to the geometries, start date (<code>start</code>), end date (<code>end</code>), count of records (<code>records</code>), country (<code>C1</code>), and length of the route in days (<code>length_days</code>) are included. <strong>NOTE</strong>: this product is not intended for climatological or historical research as it makes certain assumptions that favor visualisation. For those goals, the original CLIWOC package is preferred. Original Sources The original CLIWOC database was the result of a EU-funded project. Main website available at: https://webs.ucm.es/info/cliwoc/The input data to create these derivatives comes from the "HistoricalClimatology.com" team. The link for the input data file in geopackage format is available at: https://www.historicalclimatology.com/cliwoc.html#To process the data, these notes by Steven Ottens were most useful: https://stvno.github.io/page/cliwoc/ Contents This data package includes the following files: <code>cliwoc_slim.geopackage/mbtiles</code>: Geopackage and vector tileset versions of the <code>cliwoc_slim</code> table, expressed in lon/lat (<code>EPSG:4326</code>).<code>cliwoc_routes.geopackage/mbtiles</code>: Geopackage and vector tileset versions of the <code>cliwoc_routes</code> table, expressed in lon/lat (<code>EPSG:4326</code>).<code>cliwoc_process.ipynb</code>: Jupyter Notebook with code required to create both tables in each file format.<code>README.md</code>: documentation file. Computational Platform The code in <code>cliwoc_process.ipynb</code> can be run using the <code>darribas/gds:4.0</code> Docker container with <code>tippecanoe</code> installed to create vector tilesets.
DOI: 10.6084/m9.figshare.14458668.v1
title: instagram_compressed_HEIC_1.zip

description: HEIC/HEIF images are uploaded to instagram, and the original and the downloaded versions are provided.
DOI: 10.6084/m9.figshare.28234358.v1
title: Temperature and soil moisture interactively shape the global pattern of leaf thickness

description: Dataset of Manuscript (Temperature and soil moisture interactively shape the global pattern of leaf thickness)
DOI: 10.1594/pangaea.933191
title: Benthic foraminifer oxygen and carbon isotopes (NGHP-01 Site 16)
DOI: 10.6084/m9.figshare.16606442.v1
title: fish_assemblages.xlsx

description: Data sheet containing fish abundance data from underwater video recordings and metadata relating to the videos.Videos were filmed for 45 minutes, with species recorded and verified by two independent observers within a 20-minute window of deployment. Relative abundance of species measured as MaxN (maximum number of individuals of one species in a video frame at one time). Columns contain species abundance and row video ID. Column BT to BY contain metadata for each video, time, time group, video number, number of species and total relative abundance.
DOI: 10.6084/m9.figshare.24045378.v1
title: The entire dataset

description: The entire dataset.
DOI: 10.6084/m9.figshare.25037561.v1
title: Genome and annotation of Albizia julibrissin

description: We use PacBio HiFi and Hi-C data to assemble a chromosome-level genome for Albizia julibrissin
DOI: 10.6084/m9.figshare.8215889.v1
title: Ebola_Uncertainty.r from Concurrent assessment of epidemiological and operational uncertainties for optimal outbreak control: Ebola as a case study

description: R code to run 27 different cost function combinations for each of 37 Ebola models under low, intermediate and high budget levels. The three simulated interventions are reducing community transmission, improving hospitalization and reducing funeral transmission. The three simulated cost functions are "cheap and effective" , "expensive and effective", and "cheap and partly effective".
DOI: 10.1594/pangaea.933166
title: Magnetic property summary (NGHP-01 Sites 10 and 16)
DOI: 10.6084/m9.figshare.22729133.v3
title: <b>Integrative knowledge-based nitrogen management practices can provide positive effects on ecosystem nitrogen retention for sustainable agriculture</b>

description: A total of 5448-paired observations of variables related to the response of soil gross N fluxes and pools and associated soil properties to commonly used knowledge-based N management practices from 336 publications representing 286 sites were collected.
DOI: 10.1594/pangaea.767576
title: Seawater carbonate chemistry and Emiliania huxleyi mass and size, 2011

description: About one-third of the carbon dioxide (CO2) released into the atmosphere as a result of human activity has been absorbed by the oceans, where it partitions into the constituent ions of carbonic acid. This leads to ocean acidification, one of the major threats to marine ecosystems and particularly to calcifying organisms such as corals, foraminifera and coccolithophores. Coccolithophores are abundant phytoplankton that are responsible for a large part of modern oceanic carbonate production. Culture experiments investigating the physiological response of coccolithophore calcification to increased CO2 have yielded contradictory results between and even within species. Here we quantified the calcite mass of dominant coccolithophores in the present ocean and over the past forty thousand years, and found a marked pattern of decreasing calcification with increasing partial pressure of CO2 and concomitant decreasing concentrations of CO3. Our analyses revealed that differentially calcified species and morphotypes are distributed in the ocean according to carbonate chemistry. A substantial impact on the marine carbon cycle might be expected upon extrapolation of this correlation to predicted ocean acidification in the future. However, our discovery of a heavily calcified Emiliania huxleyi morphotype in modern waters with low pH highlights the complexity of assemblage-level responses to environmental forcing factors.
description: In order to allow full comparability with other ocean acidification data sets, the R package seacarb (Lavigne and Gattuso, 2011) was used to compute a complete and consistent set of carbonate system variables, as described by Nisumaa et al. (2010). In this dataset the original values were archived in addition with the recalculated parameters (see related PI).
description: Supplement to: Beaufort, Luc; Probert, Ian; de Garidel-Thoron, Thibault; Bendif, E M; Ruiz-Pino, Diana; Metzi, N; Goyet, Catherine; Buchet, Noëlle; Coupel, Pierre; Grelaud, Michaël; Rost, Björn; Rickaby, Rosalind E M; De Vargas, Colomban (2011): Sensitivity of coccolithophores to carbonate chemistry and ocean acidification. Nature, 476, 80-83
DOI: 10.17632/6c8fm7s4y2
title: Datasets used to train and test prediction model to predict scores in terms of SDG 7 realization

description: The datasets used in this research work refer to the aims of Sustainable Development Goal 7. These datasets were used to train and test machine learning model based on artificial neural network and other machine learning regression models for solving the problem of prediction scores in terms of SDG 7 aims realization. Train dataset was created based on data from 2013 to 2021 and includes 261 samples. Test dataset includes 29 samples. Sources data from 2013 to 2022 are available in 10 XLSX and CSV files. Train and test datasets are available in XLSX and CSV files. Detailed description of data is available in PDF file.
DOI: 10.15468/dl.hrbn8g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((-16.8057 20.1434,-16.8896 19.8496,-9.0352 19.8496,-9.0352 28.8496,-11.635 28.8496,-11.7824 28.7359,-13.29 28.2942,-13.9623 27.0596,-14.8996 26.4375,-15.2884 25.5014,-15.3356 24.99,-16.4235 23.914,-16.8295 22.8081,-17.1762 22.5133,-17.4325 21.9756,-17.6012 20.7987,-17.3601 20.3805,-16.8057 20.1434))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013078-250525065834625/datasets/export for details.
DOI: 10.17632/8v4fd94t36
title: Data for: Abeliophyllum distichum Nakai alleviates postmenopausal osteoporosis in ovariectomized rats and prevents RANKL-induced osteoclastogenesis in vitro

description: This is data for "Abeliophyllum distichum Nakai alleviates postmenopausal osteoporosis in ovariectomized rats and prevents RANKL-induced osteoclastogenesis in vitro" MTS, western blot, PCR etc