cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.14986098.v1
title: Supplementary Material for: Deletion of 16q22.2q23.3 in a Boy with a Phenotype Reminiscent of Silver-Russell Syndrome

description: A 15-month-old boy presented with growth and global developmental delay, feeding difficulties, sleep disturbance and several minor anomalies, including a large anterior fontanel, relative macrocephaly, and a triangular face. Clinical suspicion prompted genetic investigations for Silver-Russell syndrome and related disorders. SNP array analysis led to the diagnosis of an approximately 10-Mb large deletion of the long arm in chromosome 16q22.2q23.3. Interstitial deletions of 16q show a wide variability of related features; however, considering the differences in size and location of the deletions in the known patients, the phenotypic overlap is surprising. Here, we report a novel microdeletion, compare the proband with data from scientific literature and international databases, and discuss possible diagnostic implications.
DOI: 10.6084/m9.figshare.28698539.v2
title: PalaMesa.zip

description: Download our Sentinel-2 imagery dataset to facilitate your model training processes. This high-resolution, multispectral collection is ideal for applications in emergency response, transportation, and wildfire detection. This training area covers the community of Pala Mesa, California.
DOI: 10.6084/m9.figshare.3409471.v3
title: LC-articles

description: Sample data for library carpentry training lessons<br>
DOI: 10.15468/dl.dgjvah
title: Occurrence Download

description: A dataset containing 5675 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Erebia aethiops Esper, 1777"
 ]
}

 The dataset includes 5675 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009306-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/tc43ccgszh
title: Impact of Agricultural Credit on Coffee Productivity in Kenya

description: To conduct the DEA analysis, coffee output at the farm level and seven inputs were considered. Gender and level of education were included in the model as control variables. The relevance of variables of each included in the model is hereafter expounded.

B_(itc_i ) is the quantity of harvested coffee in kilograms per acre by coffee farm i in year t with c_i  standing for whether smallholder farmer had credit (i=1) or not (i=0). The input variable a_i for coffee farm i in year t is given as: 

Labor cost (a_1 ): the total annual cost of labor in Kenya shillings used by smallholder coffee farmers (SHCF), whether participating farmers in the program (PF) or non-participating farmers in the program (NPF).
The structure of labor (a_2): The proportion of family labor involved in coffee farming. Fertilizer (a_3 ): The cumulative number of 50-kilogram bags of fertilizer applied per year on the coffee farm.
Farming area (a_4 ): the total acreage of coffee. 
Age of the coffee tree (a_5 ): taken to be equivalent to from the date of transplanting of the existing coffee bushes to-date 
Agrochemicals (a_6 ): the total liters of fungicides and pesticides applied on the coffee farm per year.
Age of the farmer (a_7 ): This variable represents how old the farmer is in years
Gender (a_8 ): is a dummy variable of the sex of the household head with 1 if male and 0 if female.
Education (a_9 ): This is the highest level of formal education of the head of the household. It is coded 1, 2, 3, and 4 representing no formal education, primary, secondary, and tertiary 4 respectively. 
Extension visits (a_10 ): This variable represents the number of times farmers received advice on sound agronomical practices from extension workers. a_10  is measured as the total number of visits to the coffee producer during the period. 
Coffee variety (a_11 ): is a dummy variable with a value of 1 for the farmer who has improved coffee variety and 0 for a farmer who planted traditional varieties. 
Cropping system (a_12 ): is a dummy variable with a value of 1 if the farmer practices a mono-cropping system and 0 otherwise.
DOI: 10.17632/vn2cks9vdr
title: Electrical dataset of household appliances in operation in one apartment

description: The information consists of three data sets, which contain energy demand profiles of different household appliances, as well as information on power quality parameters obtained with the Fluke-1738 electrical network analyzer, in the context of an apartment in the province of San Cristóbal, Dominican Republic.
DOI: 10.6084/m9.figshare.19091912.v1
title: Supplementari materials. Weekly training content

description: This table presents the training organization of each week and the moments where the integrated functional CST is inserted.<br><br>
DOI: 10.17632/2tx6ysy76g
title: Map_Confronting the Covid-19 pandemic in the state of São Paulo, Brazil

description: Map showing the distribution of responding municipalities, classified according to population size, in the survey "Confronting the COVID-19 pandemic: productions, inventions and challenges in managing care in the network."
DOI: 10.17632/cmcwv9x39z
title: Data on distribution of heat transfer coefficient and profiles of velocity and turbulent characteristics behind a rib in pulsating flows

description: Raw experimental data on heat transfer from the wall are presented in the form of electric signals (voltage in V). The data were collected from 42 measurement tracks; 1 reference resistor 226 Ω in the temperature measurement circuit with a resistance thermometer UTR; 1 signal from resistance thermometer UT; 4 signals from 4 reference resistors 5 Ω in circuits of measurement elements UR 10 1 - UR 10 4. Measurement elements Ri corresponded to the following channels: - R1 – R10 – channels 32 to 23; - R11 – R26 – channels 48 to 33; - R27 – R42 – channels 16 to 1; - UT – channel 17; - UTR – channel 20; - UR 10 1 – UR 10 4 – channels 18, 19, 21, 22. Elements R1 – R42 were placed on the wall with a streamwise spacing of 9.5 mm. Voltage drop measured across the reference resistors yielded the magnitude of electric current in the respective circuits. Each file contains the data for one regime of air flow. File names specify the volumetric flow rate (Q, m3/h) and forcing frequency (f, Hz). R0i file contains signals for estimation of reference resistances of measurement elements at 23°С.
DOI: 10.17632/xdt5dpyx8c
title: Data Environmental Education Research

description: This dataset was used for the study (unpublished)"Exploring the Role of Education on Environmental Quality and Renewable Energy: Do Education Levels Really Matter?"
DOI: 10.6084/m9.figshare.12744695.v1
title: Mass spectronomy data.rar

description: <b>Identification of Important Flavor Compounds and Evaluation of</b><b> </b><b>the Flavor Quality of Different Tomato</b><b>e</b><b>s</b><b></b>1 College of Horticulture, Northwest A&F University, Yangling, Shaanxi, China;<br><sup>2</sup> State Key Laboratory of Crop Stress Biology in Arid Regions, Northwest A&F University, Yangling, Shaanxi, China.<sup>3</sup> Institute of Agricultural Sciences, Dezhou, Shandong, China .<sup>4</sup> Genetics Department, Faculty of Agriculture, Zagazig University, Zagazig, Egypt .
DOI: 10.6084/m9.figshare.21256878.v2
title: Transposon consensus sequence, transcriptome assembly, and annotation information of Locusta migratoria manilensis and Angaracris rhodopa

description: The data contained in this project is as follows. TE consensus sequence generated by dnaPipeTE. Transcripts obtained by Trinity assembly. Gene annotation of transcripts and annotation information of transposon transcripts. TE consensus sequences shared by both species (copy number &gt; 500). Orthoptera_nr_repeatmasker.lib was constructed by RepeatModeler2.0 on the genome data of Gryllus bimaculatus, Teleogryllus occipitalis, Xya riparia, Locusta migratoria, and Schistocerca gregaria.
DOI: 10.6084/m9.figshare.24903558.v2
title: Table 1

description: Table
DOI: 10.17632/7gpkx5p3z9
title: Survey on Vietnamese students’ intention to study abroad before and during COVID-19

description: This dataset includes 397 observation of Vietnamese student's intention to study abroad before and during the COVID-19 pandemic. The dataset was collected through an online survey from 03 to 13 May 2020, over "Scholarship hunter", the largest community of Vietnamese overseas students on Facebook. Major variables are: (i) Students’ Demographics; (ii) The previous intention of students to study abroad before and during the Covid-19 ravaged and (iii) Their intention afterwards.
DOI: 10.17632/whp6ppzd98
title: Quartz EBSD data from the Simplon Shear Zone, central Alps

description: This dataset contains microstructural data for dynamically recrystallized quartz in deformed granites, as collected by electron backscatter diffraction (EBSD). The data is from two transects through the exhumed footwall of the normal-sense Simplon Shear Zone, central Alps, both of which extend from low-temperature mylonites adjacent to the hangingwall, to high-temperature mylonites further into the footwall.
DOI: 10.17632/ycv7ktjcp7
title: Bifacial module performance during irradiance enhancement

description: This study presents the performance behavior of bifacial photovoltaic (PV) modules in comparison to monofacial standard modules. The novelty lies in the fact to investigate the topic of irradiance enhancement. The impact of meteorological parameters on the performance of different bifacial photovoltaic module types of same cell type was determined. A cloud classification with sky imager was performed for clouds that trigger irradiance enhancements and interpretation of the underlying physical mechanisms was done. 
The main focus of this study was the appearance of irradiance enhancement events, the change of meteorological parameters during enhancement and the impact of these changes on the performance of photovoltaic bifacial module technologies. The analysis of efficiencies as well as yield performance was done in comparison to mono crystalline reference modules for the full year as well as only during irradiance enhancement. 

The impact of meteorological parameters on the performance of different bifacial photovoltaic module types was determined time resolved during irradiance enhancement as well as for a diurnal cycle
in the period 04/2020–06/2021. Irradiance enhancements exceeding 1000 Wm−2 were found to occur only on days with clouds in Vienna (Austria). For 179 irradiance enhancement situations analysed, 81 % of all enhancements happened for cloudiness greater than 0.4 and still 30 % for a cloudiness greater than 0.7, the latter resulting also in single enhancement events greater than 1150 Wm−2. Cloud genera preferentially causing irradiance enhancements were identified as Altocumulus and Cumulus clouds. The mechanism of irradiance enhancement compatible to the position of the sun towards the clouds were in accordance with the cloud types Mie-scattering and edge reflections, respectively, or a mix of both. The overall photovoltaic long term performance results showed that the average weighted absolute efficiencies of the bifacial photovoltaic modules were 2–4 % higher than the ones of monofacial standard reference modules. The performance of the bifacial modules increased consistently between 17–24 % throughout the 15 month period of investigation independent of orientation with a visible seasonal variation, namely 19–28 % in winter, 18–24 % in spring, 16–25 % in summer and 17–27 % in autumn.

This repository contains the pre- and post-measurement of the surface albedo (folder: Albedo), the statistical evaluation of the cloudiness index (folder: Cloud evaluation), the cloud pictures during irradiance enhancements exceeding 1015 Wm-2 (folder: Cloud pictures RE_times_1100-1015), the ambient temperature and irradiance (folder: Wheaterstation_files) and the calculated average wavelength of the solar spectrum during measurement (folder: average_wavelength). Also, the folder Biface data contains the meausrement of the module power and energy yield of the test modules.
DOI: 10.17632/kt8h855hhc
title: Wide-field calcium imaging of cortical activity after combined rehabilitation

description: RehabDS Dataset. Subjects = ['GCaMP-ChR2-7', # CTRL 'GCaMP-ChR2-17', # CTRL "GCaMP-ChR2-23", # CTRL "GCaMP-ChR2-24", # CTRL 'GCaMP-ChR2-8', # STROKE "GCaMP-ChR2-9", # STROKE 'GCaMP-ChR2-19', # STROKE 'GCaMP-ChR2-22', # STROKE 'GCaMP-ChR2-25', # STROKE 'GCaMP-ChR2-26', # STROKE 'GCaMP-ChR2-11', # REHAB 'GCaMP-ChR2-12', # REHAB 'GCaMP-ChR2-14', # REHAB 'GCaMP-ChR2-15', # REHAB 'GCaMP16', # REHAB 'GCaMP18']. # REHAB Groups are defined accordingly to the paper. Data are arranged in the date/subject format, so that the top folder represents the day when data was acquired and the child folders contain data for the subject Every mat file is 3D vector where first dim = time. second and third dimension makes an image of size 200x200, use imshow to visualize it. Every .csv file has data parceled accordingly to the Allan Brain Atlas, masks files can be found in the masks folders Information about the masks names areas, centroids resolution of images in the mat file is 60 um/pixel Bregma is located at image coordinates 100, 75 Stroke coordinates : 0.5 mm AP 1.75 mm ML from bregma : image coordinates 129 (100+1750/60), 67(75-500/60) The masks have also been updated to match the resolution of the mat file images. The mat files are basically stack of images the first axis is time, the other axes generate the image coordinates (https://www.mathworks.com/help/images/image-coordinate-systems.html), for this you can use: 'MATLAB' &gt;&gt; imshow(squeeze(data(1,:,:))) "PYTHON" &gt;&gt;&gt; import numpy as np &gt;&gt;&gt; %pylab &gt;&gt;&gt; import scipy.io as io &gt;&gt;&gt; data = io.loadmat('171105/GCaMP22/gcamp22_171105_trialx15.aln.mat')['gcamp22_171105_trialx15'] &gt;&gt;&gt; imshow(data[0)) To show the first image of the sequence.
DOI: 10.6084/m9.figshare.13332659.v1
title: System- and Software-level Architecting Harmonization Practices for Systems-of-Systems - Replication Package

description: Replication package of the study "System- and Software-level Architecting Harmonization Practices for Systems-of-Systems - An exploratory case study on a long-running large-scale scientific instrument", accepted at the 18th IEEE international conference on Software Architecture (ICSA 2021).
DOI: 10.6084/m9.figshare.8091746.v1
title: Papers_FeatureSelectionAlgorith.csv

description: This Database belongs to “A Database for Using Machine Learning and Data Mining Techniques for Coronary Artery Disease diagnosis” research paper. This database includes 15 tables. We chose to index papers related to CAD detection using machine learning and data mining approaches that are published between 1992 and 2018. These criteria result in 126 papers in which 490 authors contributed to these papers. These papers studied 68 different datasets with almost more than 360 distinct features collected in 18 countries from Asia, Europe, and America. In these papers, 140 different machine learning or data mining techniques were applied to diagnose CAD. To use csv file, open it in excel or import it in your database.
DOI: 10.17632/rksh4mgkkm
title: Data for: Synthesis of different morphologies CuO nanocrystalline under room temperature

description: This folder contains all the raw data for this paper
DOI: 10.17632/fys884zvyr
title: Paddy Leaf Disease

description: We required a huge quantity of high-quality photos of various types of paddies leaves from various ages of rice plants for our research. We took almost two thousand photographs of diverse rice leaves straight from different paddy fields in rural parts of Bangladesh for this project, after obtaining permission from the field owners and speaking with farmers. We also meet with several agriculture experts to talk about paddy plant illnesses and how to solve them. In this piece of research work, we have worked on 5 types of paddy leaf diseases.
DOI: 10.17632/n72yhbppkj
title: Changes in pore geometry and connectivity in the basalt pore network adjacent to fractures in response to CO2-saturated fluid
DOI: 10.17632/ptt8zxzx92
title: Experiment of chocolate consumption

description: This study investigates the unit size effect, a behaviorally-oriented nudge, on chocolate consumption. In particular, it examines how different unit sizes and the presence or absence of packaging influence the quantity of chocolate consumed and the perceived energy intake in grams and calories. The methodology involved an experiment with four focus groups, differentiated by health-consciousness, who were provided with chocolate in varying unit sizes and packaging conditions.
DOI: 10.17632/gx4t9ztmsp
title: Emergency remote teaching in higher education: Mapping the first global online semester (Dataset)

description: This dataset is for the article, 'Emergency remote teaching in higher education: Mapping the first global online semester'. Abstract: Due to the Covid-19 pandemic that spread globally in 2020, higher education courses were subsequently offered in fully remote, online formats. A plethora of primary studies began investigating a range of topics exploring teaching and learning in higher education, particularly during the initial semester. In order to provide an overview and initial understanding of this emerging research field, a systematic mapping review was conducted that collates and describes the characteristics of 282 primary empirical studies. Findings reveal that research has been carried out mostly descriptively and cross-sectionally, focusing predominantly on undergraduate students and their perceptions of teaching and learning during the pandemic. Studies originate from a broad range of countries, are overwhelmingly published open access, and largely focused on the fields of Health & Welfare and Natural Sciences, Mathematics & Statistics. Educational technology used for emergency remote teaching are most often synchronous collaborative tools, used in combination with text-based tools. The findings are discussed against pre-pandemic research on educational technology use in higher education teaching and learning, and perspectives for further research are provided. Bond, M., Bedenlier, S., Marín, V. I., & Händel, M. (2021, March 15). Emergency remote teaching in higher education: Mapping the first global online semester (Pre-print). https://doi.org/10.31219/osf.io/gsdu7
DOI: 10.17632/p478mcgh5j
title: JHR-01-2021-0067 Data Set on Exploring Healthcare Status of the Urban Poor in Chittagong City, Bangladesh

description: The attached data file represents the research findings that could not put in the text of the manuscript due to the journal's words requirement. It might be helpful to verify the results and discussions. Therefore we attached this appendix herewith for your kind consideration. The tabulated data gathered from the field survey through face to face interview. The data tables were formulated respondents based and study site-based and all data were shown in percentage (%). The following sections are representing the data views- Table II: Perception of the current healthcare status of slum dwellers in CC (respondents’ types based) Table III: Perception of the current healthcare status of slum dwellers in CC (study site based) Note: All three types of respondents’ opinions merged and included in their respective study sites. The calculation was done based on each variable and the percentage is represented based on their area total and the total of their portion. The calculation could count column-wise of respective variables. Table V: Perception of the prevailing healthcare problems (respondents’ types based) Table VI: Prevailing healthcare problems (study site based) Note: All three types of respondents’ opinions merged and included in their respective study sites. The calculation was done based on each variable and the percentage is represented based on their area total and the total of their portion. The calculation could count column-wise of their respective variable. Table VII: Perception on the way out of healthcare problems in the urban slum dwellers (respondents’ types based) Table VIII: Way out of healthcare problems in the urban slum dwellers (study site based) Note: All three types of respondents’ opinions merged and included in their respective study sites. The calculation was done based on each variable and the percentage is represented rest on their area total and the overall of their portion. The calculation could count column-wise of their respective variable.
DOI: 10.17632/tyw95x72fp
title: Decarbonizing food supply chain

description: The data is collected from 12 experts in food industry. They have provided the contextual relationships between the variables, and gave ratings on the basis of their relative importance.
DOI: 10.6084/m9.figshare.24220564.v1
title: Research Paper antimicrobial activity.pdf

description: This article deals with the antimicrobial activity shown by the nest of different species of wasps. It helps to examine the antimicrobial activity shown on different strains of bacteria.
DOI: 10.17632/2d2366nk47
title: pest point

description: pest sites and pest levels
DOI: 10.17632/52zyny39yy
title: Data on the effects of COVID-19 pandemic on people’s expectations about their future

description: Dataset obtained from an online survey conducted during the lockdown in Italy (April 2020) investigating psychological and socio-economic variables related to the COVID-19 emergency.
DOI: 10.6084/m9.figshare.19947467.v1
title: Supplementary Material for: Comparison of Endoscopic Ultrasonography and Conventional Endoscopy for Prediction of Tumor Depth in Superficial Nonampullary Duodenal Epithelial Tumors

description: <b><i>Background:</i></b> The utility of endoscopic ultrasonography (EUS) in predicting tumor depth among superficial nonampullary duodenal epithelial tumors (SNADETs) is unclear. The aim was to compare EUS with conventional endoscopy (CE) for the evaluation of tumor invasion of SNADETs. <b><i>Methods:</i></b> A retrospective analysis was performed on consecutive 174 lesions/169 patients with duodenal dysplasia or adenocarcinoma with invasion up to submucosa who underwent both CE and EUS before endoscopic (<i>n</i> = 133) or surgical (<i>n</i> = 41) treatment. Endoscopic staging by CE was performed based on the characteristic endoscopic criteria of submucosal invasion (irregular surface, submucosal tumor [SMT]-like marginal elevation, and fusion of converging folds). The diagnostic performance of each test was compared with the final histology. <b><i>Results:</i></b> The sensitivity and accuracy of estimating the depth were higher for CE compared to that of EUS (99.4% vs. 89.4%, <i>p</i> &lt; 0.01 and 97.7% vs. 87.9%, <i>p</i> &lt; 0.01, respectively). Univariate analysis of endoscopic factors revealed that tumor diameter, red color, SMT-like appearance, and hypoechogenicity were factors related to advanced histology. Multivariate analysis revealed that the presence of SMT-like appearance based on CE was an independent factor to predict submucosal invasion (<i>p</i> = 0.025). Gross morphology of the combined type was associated to incorrect diagnosis of EUS (<i>p</i> = 0.007). Among 3 cases in which EUS overestimated the tumor depth, carcinoma extension in submucosal Brunner’s gland or nontumorous submucosal cystic dilation was observed. <b><i>Conclusion:</i></b> EUS may not be necessary, and CE may be sufficient for determining the optimal therapeutic strategy for SNADETs.
DOI: 10.17632/6sps3ps6mh
title: Supplementary Data for Understanding the Patient Experience of Living with Notalgia Paresthetica: A Qualitative Interview Study of Symptoms and Impacts

description: Supplementary Tables 1-6 for Understanding the Patient Experience of Living with Notalgia Paresthetica: A Qualitative Interview Study of Symptoms and Impacts