cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/jt6tj8wnvc
title: PhytoPal database of Paleozoic organic-walled phytoplankton

description: Database created as part of the PhytoPal Project (Mullins et al., 2005, 2006) consisting of an exhaustive compilation of occurrence data of Paleozoic organic-walled phytoplankton (including acritarchs and prasinophytes). The .csv contains the raw, unfiltered data; the .dat represents the cleaned database after the removal or reassignment of illegitimate, questionable and synonymous taxa, and conversion of local and historical to standardized global chronostratigraphic units.

References:
Mullins, G.L., Aldridge, R.J., Dorning, K.J., Le Hérissé, A., Moczydłowska-Vidal, M., Molyneux, S., Servais, T., Wicander, R., 2005. The diversity of the Lower Paleozoic phytoplankton: The PhytoPal Project. 38th Annual Meeting of the AASP, St. Louis, Missouri, Program and Abstracts, 43.

Mullins, G.L., Aldridge, R.J., Dorning, K.J., Le Hérissé, A., Moczydłowska-Vidal, M., Molyneux, S., Servais, T., Wicander, R., 2006. The diversity of the lower Palaeozoic phytoplankton: The phytopal project. Palynology 30, 224.
DOI: 10.6084/m9.figshare.25040543.v3
title: HUST-OBC

description: Oracle Bone Character data collected by VLRLab of HUST (Renamed HUST-OBS.zip to HUST-OBC.zip.)
DOI: 10.17632/bgfc3pgscs
title: Supplemental Table 1
DOI: 10.17632/wz6s5fyp96
title: Acne vlugaris (pumch)

description: A 21-year-old male patient with acne vulgaris before and after treatment. A. Multiple nodules and cysts were seen on the face. B. After taking 20 mg/d of oral isotretinoin and 1 g/d of erythromycin, the lesions improved significantly, and cysts and nodules were both disappeared. C. The most severe lesion before treatment was cyst, and the clinical grading was severe (Grade Ⅳ). D. The most severe lesion after treatment was inﬂammatory papule with a clinical grading of Grade Ⅱ. E. Pre-treatment ultrasound showed a pseudocyst of approximately 11 mm-sized in the dermis with poorly defined borders and uneven internal echogenicity (SSSA-Grade Ⅲ). F. Although the lesion had significantly reduction after treatment, ultrasound still showed a pseudocyst of about 6mm (SSSA-Grade Ⅲ). G.H. Schematic diagrams of the most severe lesion before and after treatment.
DOI: 10.15468/dl.jt9727
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 ((35.9648 -7.1504,26.9648 -7.1504,26.9648 -16.1504,35.9648 -16.1504,35.9648 -7.1504))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013020-250525065834625/datasets/export for details.
DOI: 10.17632/byfp5y3x6b
title: Inclusive Economics Growth Determinants

description: This research focuses on inclusive economic growth and its determinants in Indonesia. It uses the yearly data from 2015 until 2021 in 34 provinces of Indonesia. The scope of this study includes inclusive growth, human capital development in term of health and education, public investment and private investments.

Meanwhile, the type of research data in this study is secondary data taken from the Central Bureau of Statistics and the Directorate General of Financial Balance (DPJK). The data used is annual data. Then, the term inclusive economic growth in this study borrows the definition by UNDP (Kjøller-Hansen & Sperling, 2020) Growth is beneficial and involves all levels of society, focusing on employment as an indicator of inclusive growth.
 
Since the concept of inclusive growth relates to economic growth in term of GDP and also the inclusion in the process and outcome of growth, this study accordingly utilizes log of GDP per person employed as a proxy for inclusive growth. The variable log of GDP per person employed represents the average participation opportunities available to the population and how those opportunities are distributed within the population.  Central Bureau of Statistics defines GDP growth per person employed as the average real GDP growth rate compared to the number of people employed yearly. The higher the GDP growth rate per person employed, the higher the region's inclusive growth. This study used real GRDP because of the study units at the provincial level. In addition, real GRDP or GRDP at constant prices eliminates the effects of inflation on economic growth.

Furthermore, this study uses high school attainment rate as the proxy for education level in correspondence to the reviewed literature. Meanwhile, the health level variable is defined as the percentage of population with chronic and acute health complains in a month. The higher the health complains, the lower health quality level in a population. Moreover, the public investment is represented by log of realized government capital expenditure and the private investment is measured by the log of sum of realized foreign direct investment and domestic investment. In addition, structural transformation is represented by the proportion of formal sector workers in percentage, while trade openness is measured using the proportion of sum of export and import, both international and interprovincial ones, to GDP. 

The finding of this research shows that high school graduation rate, private investment, trade openness and formal sector employment have statistically positive and significant impacts on inclusive growth. Meanwhile, health complains has a negative and significant impact on inclusive growth. In addition, public investment has a negative and insignificant impact on inclusive growth. The findings of this study underscore the importance of human development, infrastructure development and structural transformation as policy areas of focus for inclusive growth.
DOI: 10.17632/n8crkjjy99
title: Capital Flows and Income Inequality: Replication Files

description: Replication files for the results reported in the paper "Capital Flows and Income Inequality" by Zheng Liu, Mark M. Spiegel, and Jingyi Zhang [Journal of International Economics 144 (2023) 103776] and the Corrigendum.
DOI: 10.17632/wc9k2cykzk
title: Mandrill Monkey Optimization Algorithm Matlab Code

description: Here, the Matlab code of  Mandrill Monkey Optimization Algorithm (MMOA) is shared.
DOI: 10.17632/7rjhbtm9zd
title: Data

description: This dataset includes information on students' study habits from home during COVID-19. The target respondents for this survey were junior high school students in Indonesia. A total of 1110 respondents who agreed to agree to take the survey. This dataset is useful for researchers interested in identifying the effects and analyzing the impact of student learning from home during COVID-19.
DOI: 10.17632/jf7kbyz359
title: Data on A-share listed SMEs in China.

description: This dataset is an EXCEL type file and includes data on A-listed small and medium-sized businesses in China.
DOI: 10.17632/nr597znph4
title: Combining visual intelligence and social-physical urban features facilitates fine-scale seasonality characterization of urban thermal environments

description: Original data and code for "Combining visual intelligence and social-physical urban features facilitates fine-scale seasonality characterization of urban thermal environments"
DOI: 10.17632/rdnfk9nwp9
title: Data for: PTP1B up-regulates EGFR expression by dephosphorylating MYH9 at Y1408 to promote cell migration and invasion in esophageal squamous cell carcinoma

description: The research data contain the original files generated from LC/MS/MS to detect the proteins which interacted with PTP1B in ESCC cell line KYSE150.
DOI: 10.17632/t3x89f6724
title: Raw immunofluorescent data for CCL19-producing fibroblasts promote tertiary lymphoid structure formation augmenting anti-tumor IgG response in colorectal cancer liver metastasis. Zhang et al.

description: Raw immunofluorescent images for CANCER-CELL-D-23-00775 entitled CCL19-producing fibroblasts promote tertiary lymphoid structure formation augmenting anti-tumor IgG response in colorectal cancer liver metastasis.
DOI: 10.6084/m9.figshare.14515863.v1
title: Knowledge of community pharmacists in the Kathmandu Valley, Nepal about the risks associated with medication use during pregnancy

description: The dataset describes the knowledge of community pharmacists in the Kathmandu valley, Nepal about the use of different medications during pregnancy. The most dispensed groups of medicines by the CPs, their major concern while dispensing medicines to the pregnant women and the most used resources to obtain information while dispensing medicines were also studied. The demographic characteristics of the community pharmacists is also provided.
DOI: 10.17632/893knw22df
title: Early Detection of Carotid Artery Stenosis with Falck Multifunctional Device (FMD), A Revised Ophthalmodynamometry Method

description: All data underlying the results are available as part of the article and no additional source data are required
DOI: 10.17632/9k8sc9k3zk
title: Data-Strongkids-Validation

description: Data results for the validation of STRONG-kids in hospitalized Moroccan children
DOI: 10.17632/k52c5p5t3b
title: Ukraine-Russia war related Tweets and Comments

description: We used Twitter and Reddit to collect public opinion/sentiment about the Ukraine-Russia war from January 2022 to July 2022. On Twitter, there are several hashtags, with Ukraine-Russia posts receiving millions of tweets. Some of the popular hashtags on this issue include #russiantroops #ukrainerussiawar, #ukraine #russia #ukrainewar. We collected data from Twitter and Reddit using their respective APIs. The total number of distinct tweets and comments in the dataset is 1025839. The information may be utilized for sentiment analysis and other NLP projects.
DOI: 10.17632/w8fxrg4pv5
title: Electrodermal Activity artifact correction BEnchmark (EDABE)

description: "Electrodermal Activity artifact correction BEnchmark" (EDABE) is a dataset for training and testing artifact recognition and correction models to automatically remove major artifacts in electrodermal activity (EDA) signals. It is the first public benchmark to compare methods.

EDABE contains a total of 74.46 h of EDA recording affected by hand and body motion artifacts from 43 subjects. It is divided into a training set with 33 subjects (56.27 h), and test set with 10 subjects (18.19 h). The data was collected using a Shimmer3 GSR+ Unit at 128 Hz.

The dataset is used to develop a fully automatic pipeline that emulates the manual correction done by the expert, providing a final clean signal. The paper that describe the pipeline is currently in a peer-review process.

Each file includes in the filename the user_id and the expert that correct the signal. In addition, the file includes the signal with the following variables:

time: timestamp of the signal.
rawdata: raw data obtained by Shimmer3 GSR+ Unit.
cleandata: reconstructed clean signal performed by a human expert.
binarytarget: label of each sample as artefact or no artifact.
signal_automatic: automatic cleaning of the signal performed by the automatic pipeline.
predArtifacts: label predicted by the automatic cleaning pipeline.
postProcessedPredArtifacts: label predicted by the automatic cleaning pipeline after postprocessing.
DOI: 10.6084/m9.figshare.7580582.v1
title: Additional file 1: of Biofilm production by Haemophilus influenzae and Streptococcus pneumoniae isolated from the nasopharynx of children with acute otitis media

description: Supplementary Data S1: Different cut-offs used to determine the biofilm production by S. pneumoniae: the different cut-offs used were as followed where AB represented the stained wells containing attached bacteria, CW the stained control wells containing bacteria-free medium only and G the bacterial growth control i) AB – CW: strong production &gt; 0.30, moderate production 0.10–0.30, negative 6, moderate production 2–6, negative 1.10, moderate production 0.35–1.10, negative
DOI: 10.17632/894wyrck2j
title: Ratios of the cost by square meter for different parts on the building envelope in the Northern region of Morocco

description: This dataset presents the aggregated cost by square meter (Cost/m2 ) of different parts of the building namely: the Floor, the Walls, the Roof and the Windows.
DOI: 10.6084/m9.figshare.11664042.v1
title: BAMA and ICS data from HVTN 097, HVTN 100, and RV144

description: Binding antibody multiplex assay (BAMA) and intracellular cytokine staining (ICS) data from HVTN 100, HVTN 097, and RV144. The posted data underlie the vaccine immunogenicity findings in the papers "Landscapes of binding antibody and T-cell responses to pox-protein HIV vaccines in Thais and South Africans" by Zhao and Fiore-Gartland et al., 2020 PLOS One; "Immune correlates of the Thai RV144 HIV vaccine regimen in South Africa" by Gray et al., 2019 Sci Trans Med; and "Subtype C ALVAC-HIV and bivalent subtype C gp120/MF59 HIV-1 vaccine in low-risk, HIV-uninfected, South African adults: a phase 1/2 trial" by Bekker et al., 2018 Lancet HIV.<br>
DOI: 10.17632/pn4n9v655d
title: Comparative Investigation on Synthesis, Characterization, Dye Decoloration and Remediation of Nutrients from Industrial Effluents by TiO2 and ZnO Metallic Nanoparticles

description: The present pilot-scale study was focused on synthesis and characterization of metallic nanoparticles (TiO2, ZnO), optimization of metallic nanoparticles at variation of pH, concentration, contact time and agitation time, (rpm), decolorization of dyes (Methylene Blue-MB, Rhodamine-B: RMB) using TiO2 & ZnO under two different radiations (UV, Natural Sunlight), and remediation of nutrients (Phosphate, Sulphate, Nitrate, Iron, Chromium, Total Hardness, Ca-Hardness, Mg-Hardness, Chloride) from four industrial effluents (Berger Paints Industry-BPI, Vallabh Vidyanagar Sewage Treatment Plant-VSTP, Petlad Sewage Treatment Plant-PSTP, Organic Chemical Indutry-OCI) using synthesized metallic nanoparticles under UV & Sunlight, Central Gujarat, India. Optimization gradient (TiO2) was 25 ml, 50 ppm Conc., 8 pH, 10 ppm TiO2, 1 hour, 72.10% removal; 100 rpm, 70.30% removal; 8 hours, 74.90% removal; 50 ppm TiO2, 78.32% removal, and in case of ZnO; optimization gradient was 25 ml, 50 ppm Conc., 8 pH, 10 ppm ZnO, 1 hour, 63.26% removal; 100 rpm, 63.66% removal; 8 hours, 68.28% removal; 50 ppm ZnO, 74.50% removal. Overall, maximum optimization was achieved with TiO2 compared to ZnO. Dye decoloration gradient (MB) was TiO2 (1 ppm), UV (6 hours, 100%), TiO2 (3 ppm), UV (6 hours, 99.66%), TiO2 (5 ppm), UV (6 hours, 98.40%), and in case of RMB, dye decoloration gradient was TiO2 (1 ppm), UV (6 hours, 99.70%), TiO2 (3 ppm), UV (6 hours, 99.30%), TiO2 (5 ppm), UV (6 hours, 88.20%). Maximum dye decoloration was observed in MB compared to RMB. In BPI effluent, Iron was found to be maximally removed (98.32%) by TiO2 under UV after 6 hours, and 95.25% by ZnO with UV after 6 hours; VSTP effluent: Chromium, 98.46%, TiO2, UV, 6 hours, and Chloride, 95.00%, ZnO, UV, 6 hours; PSTP effluent: Chromium, 94.59%, TiO2, UV, 6 hours, and Mg-hardness, 95.50%, ZnO, UV, 6 hours; OCI effluent: Chromium, 97.72%, TiO2, UV, 6 hours, and Nitrate, 94.31%, ZnO, UV, 6 hours. Overall, TiO2 was observed in remediating Sulphate (80.51%, UV) compared to ZnO (Sulphate, 75.18%). The findings of the present study clearly reveals that metallic nanoparticle TiO2 has been observed in resourceful dye discoloration of MB very efficiently compared to RMB, and remediation of nutrients more proficiently from polluted industrial effluents compared to ZnO. The outcomes of this pilot study can be proved as benchmark, concrete and conclusive remarks for dye decoloration as well as nutrients remediation of natural and anthropogenic industrial effluents using synthesized metallic nanoparticles at lab and industrial scales regionally, nationally and world over.
DOI: 10.17632/s8bpwp2ryb
title: Development of a Microfluidic Open Source 3D bioprinting System (MOS3S) for the engineering of hierarchical tissues

description: The development of 3D bioprinting has shown great promise in the field of tissue engineering and disease modelling. However, the high cost of commercial 3D bioprinters has limited their accessibility, especially to those laboratories in resource-limited settings. Moreover, the need for a 3D bioprinting system capable of handling multi-material is growing.
Therefore, the development of low-cost 3D bioprinters is necessary to make this technology accessible to a wider range of researchers. We have developed a customized, open-source, low-cost 3D bioprinter based on a commercial fused deposition modeling (FDM) 3D printer to address this issue. The bioprinter is designed to print biomaterials for tissue engineering purposes using a coaxial nozzle for in situ cross-linking the biomaterial, and it includes three syringe pumps that can also be used to deliver liquid in microfluidic chips. The affordability of our bioprinter is a significant advantage, as it makes it accessible to a broader spectrum of users, working in different fields such as tissue engineering, drug discovery, and disease modeling. The open-source nature of the bioprinter also allows for easy customization and adaptation to specific research needs. The performance of the 3D bioprinter has been validated by constructing lattice scaffolds which are being widely used in tissue engineering.
DOI: 10.17632/xyfnx2g8bn
title: An Initial Key of Starch Grains from Edible Plants of the Eastern Mediterranean for Use in Identifying Archaeological Starches.

description: This database includes 3300 images of 110 plant parts from 106 species that contain starches. For each of the plant parts, we present 30 images, ten each of three different areas on the slides. Of these ten images, five are in brightfield and five in cross-polarized light.
DOI: 10.6084/m9.figshare.13359695.v3
title: Hair cortisol concentration method validation study 2

description: The dataset set shows the hair cortisol concentration from hair samples collected from 53 participants that were analysed using the hair cortisol analysis method developed by the ARU Biomarker Laboratory.<br>The hair sample from each participant had hair cortisol extracted into methanol and then the methanol was split between tubes for analysis via ELISAs within our laboratory (ARU Biomarker Laboratory: https://arubiomarkerlab.co.uk/) and the other tube sent for external analysis via LC-MS/MS.<br>The SPSS file contains the hair cortisol concentrations from both LC-MS/MS and ELISA (corrected for hair weight) and the original uncorrected ELISA concentrations, which ELISA plate the samples were processed on and the order in which the aliquots of methanol went into the tubes (1= ELISA tube first and 2= LCMS/MS tube first).<br>Age, BMI, height and weight, medication and hair colour and hair washing variables have been removed as they may allow identification of participants. Please contact the researchers if this data may be of relevance.<br>The ELISA dataset provides detailed output from the ELISA analysis for each sample. Includes: cortisol replicate data and optical density data from the primary read (450nm) and the secondary read (620nm).<br><br>The research was conducted in accordance with ethical approval from the Faculty of Science and Technology Research Ethics Panel (FREP) at Anglia Ruskin University.<br>The research is currently being submitted for publication and this dataset forms study 2.
DOI: 10.6084/m9.figshare.24039312.v1
title: Tables S1-S6

description: This includes Tables S1-S6 supporting Jonell, T.N., Jones, P., Lucas, A., Naylor, S., 2024, Limited waterpower contributed to rise of steam power in British ‘Cottonopolis’: <i>Proceedings of the National Academy of Sciences Nexus</i>, doi: 10.1093/pnasnexus/pgae251
DOI: 10.17632/cjr2sf2dx7
title: Data for: Does cash-based operating profitability explain the accruals anomaly in China?

description: Data structure explanation for Does cash-based operating profitability explain the accruals anomaly in China? February 25, 2020 We provide the final data used in our test and the SAS code to generate all the tables in our paper. The data for the U.S. study is titled “data_pbfj_us”, the data for the Chinese study is titled “data_pbfj_cn”. The SAS code used to generate the results is titled “pbfj_acc_code”. Data structure for the U.S. sample Variable names: 1) permno: stock identifier 2) date: date of observation 3) ret: monthly stock return 4) mep: market cap in previous month 5) lnmep: logarithm of mep 6) micro: microcap stock indicator 7) str: short-term reversal, defined as return in previous month. 8) mom: momentum effect (MOM) 9) at: total assets 10) lnbtm: logarithm of firm’s book-to-market equity 11) op_raw: operating profitability (OP) 12) accat: accruals (ACC) 13) opcat: cash-based operating profitability (Cash-OP) Data structure for the Chinese sample Variable names: 1) permno: stock identifier, same as “stkcd” in CSMAR database 2) date: date of observation 3) ret: monthly stock return 4) mep: market cap in previous month 5) lnmep: logarithm of mep 6) shell: shell stock indicator 7) str: short-term reversal, defined as return in previous month. 8) mom: momentum effect (MOM) 9) at: total assets, same as “A001000000” in CSMAR database 10) lnbtm: logarithm of firm’s book-to-market equity 11) op_raw: operating profitability (OP) 12) accat: accruals (ACC) 13) opcat: cash-based operating profitability (Cash-OP)
DOI: 10.17632/m2xfcvh266
title: Data for: Opportunistic occupancy-count estimation using sensor fusion: A case study

description: The file contains anonymized data from 173 different sensor records from PIR motion detectors, CO2 sensors, plug loads, lighting loads, electricity use, WiFi access points in a large commercial building with concurrent groundtruth data. The label nomenclature is included in the data file.
DOI: 10.17632/w5y55vf3cn
title: Data for: Evaluation of conceptual model and predictors of faecal sludge dewatering performance in Senegal and Tanzania

description: Data for Evaluation of conceptual model and predictors of faecal sludge dewatering performance in Senegal and Tanzania. Includes typically measured physical-chemical characteristics of faecal sludge samples (pH, EC, TS, TSS, VS, VSS) along with EPS concentration and fractionation and concentration of soluble cations. Also includes microbial community data for each sample, and questionnaire data collected at each sampling location. The full text of the questionnaire is included in the SI for this publication.
DOI: 10.6084/m9.figshare.17207348.v1
title: Modeling estimates of agricultural and natural soil nitrous oxide emissions across the contiguous United States: Annual time-series gridded database during 1900-2019

description: This dataset includes the time-series maps of the model-estimated N<sub>2</sub>O emissions, covering the lower U.S. spanning from 1900 to 2019.
DOI: 10.6084/m9.figshare.7270523.v1
title: data for manuscript Prism adaptation in heterophoria.xls

description: vergence prism adaptation data
DOI: 10.17632/4sd77sr89r
title: Trust to PI E-wallet

description: Raw Data
DOI: 10.17632/94gvtv9shf
title: Segmentation and quantificaiton of mtKeima microscopy

description: Python Jupyter notebook for analyzing mitophagy induction. Takes .nd2 files of GFP-UL37 HCMV infected samples transfected with mtKeima and segments cells and objects to identify the number of mitochondria undergoing mitophagy. README for more details.
DOI: 10.17632/hp5ksdrgz5
title: LINF_170014300

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)