cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/skn24jntn3
title: Data Normalization Method for Geo-Spatial Analysis on Ports

description: Based on open access data, 79 Mediterranean passenger ports are analyzed to compare their infrastructure, hinterland accessibility and offered multi-modality categories. Comparative Geo-spatial analysis is also carried out by using the data normalization method in order to visualize the ports' performance on maps. These data driven comprehensive analytical results can bring added value to sustainable development policy and planning initiatives in the Mediterranean Region. The analyzed elements can be also contributed to the development of passenger port performance indicators. The empirical research methods used for the Mediterranean passenger ports can be replicated for transport nodes of any region around the world to determine their relative performance on selected criteria for improvement and planning. The Mediterranean passenger ports were initially categorized into cruise and ferry ports. The cruise ports were identified from the member list of the Association for the Mediterranean Cruise Ports (MedCruise), representing more than 80% of the cruise tourism activities per country. The identified cruise ports were mapped by selecting the corresponding geo-referenced ports from the map layer developed by the European Marine Observation and Data Network (EMODnet). The United Nations (UN) Code for Trade and Transport Locations (LOCODE) was identified for each of the cruise ports as the common criteria to carry out the selection. The identified cruise ports not listed by the EMODnet were added to the geo-database by using under license the editing function of the ArcMap (version 10.1) geographic information system software. The ferry ports were identified from the open access industry initiative data provided by the Ferrylines, and were mapped in a similar way as the cruise ports (Figure 1). Based on the available data from the identified cruise ports, a database (see Table A1–A3) was created for a Mediterranean scale analysis. The ferry ports were excluded due to the unavailability of relevant information on selected criteria (Table 2). However, the cruise ports serving as ferry passenger ports were identified in order to maximize the scope of the analysis. Port infrastructure and hinterland accessibility data were collected from the statistical reports published by the MedCruise, which are a compilation of data provided by its individual member port authorities and the cruise terminal operators. Other supplementary sources were the European Sea Ports Organization (ESPO) and the Global Ports Holding, a cruise terminal operator with an established presence in the Mediterranean. Additionally, open access data sources (e.g. the Google Maps and Trip Advisor) were consulted in order to identify the multi-modal transports and bridge the data gaps on hinterland accessibility by measuring the approximate distances.
DOI: 10.6084/m9.figshare.19698496.v1
title: Supp_Mat_Data_JoM.xls

description: This dataset contains all the walking accessibility indicators and the scores of the 15-MWC index. More details are described in the submitted article for peer-review in the Journal of Maps.
DOI: 10.6084/m9.figshare.25114634.v2
title: On-Chip Petahertz Electronics for Single-Shot CEP Detection

description: This dataset includes the raw data for the measurements presented in the Arxiv manuscript "Large Area Optical Frequency Detectors for Single-Shot Phase Readout"(arxiv:2306.01621). The analysis scripts are available in the following github repository, https://github.com/qnngroup/Large-Area-Optical-Frequency-7<br>Detectors-for-Single-Shot-Phase-Readout .
DOI: 10.6084/m9.figshare.4898159.v1
title: PowerPoint Slides for: Pneumatic Compression, But Not Exercise, Can Avoid Intradialytic Hypotension: A Randomized Trial

description: <b><i>Background:</i></b> Conventional hemodialysis (HD) is associated with dialysis-induced hypotension (DIH) and ineffective phosphate removal. As the main source of extracellular fluid removed during HD are the legs, we sought to reduce DIH and increase phosphate removal by using cycling and pneumatic compression, which would potentially provide higher venous return, preserving central blood flow and also offering more phosphate to the dialyzer. <b><i>Methods:</i></b> We evaluated 21 patients in a randomized crossover fashion in which each patient underwent 3 different HD: control; cycling exercise during the first 60 min; and pneumatic compression during the first 60 min. Data obtained included bioelectrical impedance, hourly blood pressure measurement, biochemical parameters, and direct quantification of phosphate through the dialysate. DIH was defined as a drop in mean arterial pressure (MAP) ≥20 mm Hg. <b><i>Results:</i></b> There was no difference in the ultrafiltration rate (<i>p</i> = 0.628), delta weight (<i>p</i> = 0.415), delta of total, intra and extracellular body water among the control, cycling, and pneumatic compression (<i>p</i> = 0.209, <i>p</i> = 0.348, and <i>p</i> = 0.467 respectively). Delta MAP was less changed by pneumatic compression when compared to control, cycling, and pneumatic compression respectively (-4.7 [-17.2, 8.2], -4.7 [-20.5, -0.2], and -2.3 [-8.1, 9.0] mm Hg; <i>p</i> = 0.021). DIH occurred in 43, 38, and 24% of patients in control, cycling, and pneumatic compression respectively (<i>p</i> = 0.014). Phosphate removal did not increase in any intervention (<i>p</i> = 0.486). Higher phosphate removal was dependent on ultrafiltration, pre dialysis serum phosphate, and higher parathyroid hormone. <b><i>Conclusion:</i></b> Pneumatic compression during the first hour of dialysis was associated with less DIH, albeit there was no effect on fluid parameters. Neither exercise nor pneumatic compression increased phosphate removal.
DOI: 10.6084/m9.figshare.7187348.v1
title: Thermodynamic properties of Buriti (Mauritia flexuosa) tree gum

description: Abstract Moisture adsorption and desorption isotherms from buriti tree gum (BG) were obtained at different temperatures (25 to 55 °C) in a water activity range of 0.1 to 0.9. The isotherms were classified as type II. The hysteresis loop and moisture of the monolayer decreased as temperature increased and Halsey’s equation proved able to predict with good precision the product’s sorption isotherms in the conditions studied. BG’s isosteric heats of moisture adsorption and desorption were close to the latent heat of vaporization of pure water for moisture levels above 30 g/100 g db and exponentially increased below that level. The enthalpy-entropy compensation theory and the isokinetic relationship were applied and indicated that BG’s moisture adsorption and desorption processes are spontaneous. The integral sorption properties indicated that the increase in surface tension at BG’s moisture sorption sites was more representative for the desorption process.
DOI: 10.6084/m9.figshare.7430864.v1
title: Crohn’s disease in a developing African mission hospital

description: <br><b>BACKGROUND:</b> We report a case of innocuous intestinal obstruction requiring surgical intervention which was confirmed to be Crohn’s disease histopathologically in a resource-constrained rural mission hospital in the Cameroon. <b>CASE PRESENTATION:</b> The clinical presentations of a 70-year male of Kumbo origin from Northwestern region of Cameroon with a history of crampy right lower quadrant abdominal pain, non-bloody, non-mucoid diarrhea alternating with constipation. Abdominal examination revealed an ill-defined mass in the right iliac fossa and visible peristalsis. Abdominal CT scan and Barium enema study confirmed a complex ascending colonic and caecal tumor. He had exploratory laparotomy and intraoperative finding was a huge complex inflammatory mass involving the caecum, terminal ileum and the sigmoid colon. He subsequently had sigmoidectomy with end to end sigmoido-rectal anastomosis, a caecal resection and the proximal ascending colon exteriorized as end mucoid fistula and terminal ileostomy were performed. The histopathological diagnosis confirmed Crohn’s disease. He subsequently had adjuvant chemotherapy consisting of Azathioprine, Methotrexate, Mesalamine and Methyl-prednisolone. The patient had complete disease remission and presently on maintenance dose of mesalamine and omeprazole treatment. He has been followed- up two monthly in the surgical outpatient clinic over the last 16months with satisfactory clinical outcome. <b>CONCLUSIONS:</b> Crohn’s disease is uncommon in Africa yet we come across this entity sparingly. The signs and symptoms of Crohn’s disease overlap with many other abdominal disorders like tuberculosis, ulcerative colitis, irritable bowel syndrome etc. Several literature submit that it is difficult to make an accurate diagnosis of this disease, despite the fact that many diagnostic armamentaria are available to suggest its presence. Most of the patients with Crohn’s disease are treated conservatively and a few may require surgical intervention especially presenting with complications like intestinal obstruction, perforations, and abscess as well as fistula formations as seen in this index patient. Crohn’s disease is considered by many as a very rare disease in Africa. It is interesting to know that Crohn’s disease which affects mainly young adults may debut at any age. Rarity and clinical curiosity of this entity suggest reporting of this case. The author also documented an evidence-based up-to-date information on Crohn’s disease. <br><b>Keywords: Crohn’s disease; Autoimmune disorder; Granulomatous colitis; Regional enteritis</b>
DOI: 10.6084/m9.figshare.812593.v1
title: Response to Stimulus 21

description: Matlab data file gathering continuous measures of emotion, subjective and physiological, to repeated listenings of stimulus 21,Boum!,Charles Trenet, in the solo response project.<br>Please refere to Readme.txt for more details, and http://soloresponseproject.com/ for related research.
DOI: 10.6084/m9.figshare.8945153.v1
title: Aqueous two-phase system for the extraction of amygdalin from the debitterized water of apricot kernels

description: Aqueous two-phase system (ATPS) is regarded as an effective and eco-friendly technique to extract some bioactive compounds. In order to promote the added value and reduce the discharge in the industrial processing of apricot kernels, the aqueous two-phase extraction conditions were optimized with the evaluation of the distribution coefficient (K), ratio of volume (R) and extraction yield (Y) to obtain a higher extraction of amygdalin from the debitterizing water concentrate (DWC) in this paper. The results indicate that the optimal conditions were as follows: 30% (w/w) ethanol and 20% (w/w) ammonium sulfate of the ATPS, at 35°C and pH of 7. Under these conditions, the highest extraction yield was 90.37% and the purity could be increased by more than two times. In a word, the ATPS can be considered as an effective method to recycle the amygdalin from the DWC in the apricot kernels processing.
DOI: 10.6084/m9.figshare.977864.v1
title: Normative-ratings experiment for flanker stimuli

description: Experimental resources for the normative-ratings experiment described in Chanceaux, Mathôt, and Grainger. For more information, see `readme.md` included in the archive.
DOI: 10.17632/396fd9yp6m
title: Erbil Cardiovascular Health Dataset (ECHD)

description: Erbil Cardiovascular Health Dataset (ECHD)

This dataset consists of records from 334 visitors to Dr. Shwan Amen's Private Clinic Centre in Erbil City, in the Kurdistan Region of Iraq, collected between November 2018 and April 2019. The dataset contains 20 features and a target variable. The features are classified into four categories: demographic, physical examinations and symptomatic, medical lab tests, and diagnostic features. Data collection involved physical tests, ECG tests, Echo tests, blood profile tests, and interviews. The data was collected and preprocessed by MSc student Hangaw Qadir Ahmed, with the research workflow designed and supervised by Prof. Ibrahim Ismael Hamarash. Dr. Shwan Amen participated as the domain expert and labeled the data, while Dr. Banan conducted the tests and interviews with the patients. The features and their abbreviations are listed in the table below.

Age: AGE
Sex: SEX (0 = Male, 1 = Female) 
Height: HT (cm)
Weight: WT (kg)
Lifestyle (City, Town, Village): LIFESTYLE (0 = City, 1 = Town, 2 = Village)
Family History of Heart Disease: FH (0 = No, 1 = Yes)
Physically Active: PHY_ACT (0 = No, 1 = Yes)
Smoking: SMK (1=Smoking, 0=Non-Smoking)
Years of Smoking: YRS_SMK
Diabetic: DIAB (0 = No, 1 = Yes)
LDL Cholesterol: LDL_CHOL
Chest Pain: CP (1 = Typical Angina, 2 = Atypical Angina, 3 = Non-Anginal Pain, 4 = Asymptomatic)
History of Heart Surgery: HRT_SURG (0 = No, 1 = Yes)
Heart Rate: HR (bpm)
Blood Pressure Systolic: BP_SYS (mmHg)
Blood Pressure Diastolic: BP_DIA (mmHg)
Hypertension: HTN (0 = No, 1 = Yes)
Interventricular Septum Diastole: IVS_DIA (0 = Within Range, 1 = Out of Range)
ECG Pattern: ECG_PAT (1 = ST Elevation, 2 = ST Depression, 3 = ST Inversion, 4 = Normal)
Q-Wave: Q_WAVE (0 = No, 1 = Yes)
Heart Problem: TARGET (0 = Does Not Have Heart Problem, 1 = Has Heart Problem)
DOI: 10.6084/m9.figshare.16909453.v2
title: Immune cells

description: We characterized human and mouse immune cells in SARS-CoV-2 infected and uninfected <i>MISTRG6-hACE2</i>mice by flow cytometry to evaluate the cells that drive immunopathology and viral clearance.We reported frequencies (%) of cells at different times post-infection.
DOI: 10.6084/m9.figshare.5443621.v1
title: Experimental test datasets for Fast and Scalable Implementation of the Bayesian SVM

description: This record contains seven real-world test datasets used in experiments with the Bayesian SVM algorithm in the ECML PKDD 2017 paper; Wenzel et al.: Bayesian Nonlinear Support Vector Machines for Big Data.<br>For code used in the related experiments please see https://doi.org/10.6084/m9.figshare.5443627<b><br></b>The datasets are used in the related experiments to compare the prediction performance, the quality of the uncertainty estimates and run time of the various methods. Collectively these contain containing millions of samples. The datasets are all from the Rätsch benchmark datasets commonly used to test the accuracy of binary nonlinear classifiers.<br>Data files are in .data format used by Analysis Studio, a statistical analysis and data mining program. It contains mined data in a plain text, tab-delimited format, including an Analysis Studio file header. The raw data is can be openly accessed via text edit software.<br><br>The data are from a range of disciplines that correspond to applications considered in the related publication:<br><b>Processed_BreastCancer.data</b><b>Processed_Diabetis.data</b><b>Processed_Flare.data</b><b>Processed_German.data</b><b>Processed_Heart.data</b><b>Processed_Splice.data</b><b>Processed_Waveform.data</b><br><b>Background</b><br>We propose a fast inference method for Bayesian nonlinear support vector machines that leverages stochastic variational inference and inducing points. Our experiments show that the proposed method is faster than competing Bayesian approaches and scales easily to millions of data points. It provides additional features over frequentist competitors such as accurate predictive uncertainty estimates and automatic hyperparameter search.<br><br><b>Please also check out our github repository:</b>https://github.com/theogf/BayesianSVM.jl<br>
DOI: 10.7294/14113193.v2
title: Labeled Hyperspectral and RGB Images of Several Tree Species

description: Dataset will be under an embargo until June 1, 2021. Data to accompany Rajala, K., M. G. Sorice, and V. Thomas. 2020. The meaning(s) of place: Identifying the structure of sense of place across a social-ecological landscape in the journal, People and Nature. Details on sampling, data management, and data analysis are detailed in the journal article including extensive supplemental materials provided at the journal's website. Because the article is freely available (i.e., open access), the details are not replicated here. 
Files: 
padata - a csv file that includes the composite dependent variable, place attachment, and 38 other meanings. 
pavars – a csv file that contains the names of each variable in the dataset with a brief label.
DOI: 10.17632/7bf37rm37s
title: Data for: A DNA Hydrogel Gated Organic Field Effect Transistor

description: Supplementary informations linked to the article "A DNA Hydrogel Gated Organic Field Effect Transistor" by J. Pallu and co-workers.
DOI: 10.17632/fbx4rg5wvc
title: K voprosu o yazykovyh raznovidnostyah

description: Yazyk predstavlyaet soboj podvizhnuyu sistemu i podobno vsyakomu zhivomu organizmu sposoben reagirovat' na izmenenie okruzhayushchih uslovij. Pod yazykom sleduet ponimat' nekuyu global'nuyu, nacional'no negomogennuyu, abstraktnuyu sistemu, kotoraya na praktike voploshchaetsya v vide variantov i dialektov. Lyuboj zhivoj yazyk social'no obuslovlen i ispytyvaet vliyanie lic, govoryashchih na nem. Imeet smysl rassmatrivat' yazyk v vide sovokupnosti ego raznovidnostej.
DOI: 10.6084/m9.figshare.16902652.v3
title: MOF_synthesis_condition.json

description: This dataset was made by a project "Mining Insights on Metal-Organic Framework Synthesis from Scientific Literature Texts".<br>The dataset was retrieved in the JSON format, which includes the synthesis conditions of 46,701 MOFs with 13 items as follows:<br><br><b>1. name</b><b>2. symbol</b><b>3. metal precursor</b> (name, composition)<b>4. organic precursor</b> (name, composition)<b>5. solvent</b> (name, composition)<b>6. MO ratio</b><b>7. temperature</b> (value, unit)<b>8. time</b> (value, unit)<b>9. operation</b> (name, condition(value, unit))<b>10. property (Melting point, yield)</b> (property(value, unit))<b>11. method</b> (synthesis method)<b>12. doi</b><b>13. meta data</b><br>* In dataset, there are the synthesis conditions of 28,565 MOFs with at least one more than metal precursor and organic precursor.
DOI: 10.6084/m9.figshare.27643182.v6
title: Multivariate Time Series Anomaly Detection Using Directed Hypergraph Neural Networks

description: Multivariate time series anomaly detection is a challenging problem because there can be a number of complex relationships between variables in multivariate time series. Although graph neural networks have been shown to be effective in capturing variable-variable relationships (i.e., relationships between two variables), they are hard to capture variable-group relationships (i.e., relationships between variables and groups of variables). To overcome this limitation, we propose a novel method called DHG-AD for multivariate time series anomaly detection. DHG-AD employs directed hypergraphs to model variable-group relationships within multivariate time series. For each time window, DHG-AD constructs two different directed hypergraphs to represent relationships between variables and groups of positively and negatively correlated variables, enabling the model to capture both types of relationships effectively. The directed hypergraph neural networks learn node representations from these hypergraphs, allowing comprehensive multivariate interaction modeling for anomaly detection. We show through experiments using various evaluation metrics that our proposed method outperforms other state-of-the-art existing methods.
DOI: 10.6084/m9.figshare.7270961.v1
title: Supplementary Material for: How Not to Be Turned into a Zombie

description: The emerald jewel wasp (<i>Ampulex compressa</i>) is renowned for its ability to zombify the American cockroach (<i>Periplaneta americana</i>) with a sting to the brain. When the venom takes effect, the cockroach becomes passive and can be led by its antenna into a hole, where the wasp deposits an egg and then seals the exit with debris. The cockroach has the ability to walk, run, or fly if properly stimulated, but it does not try to escape as it is slowly eaten alive by the developing wasp larva. Although the composition and effects of the wasp’s venom have been investigated, no studies have detailed how cockroaches might prevent this grim fate. Here it is shown that many cockroaches deter wasps with a vigorous defense. Successful cockroaches elevated their bodies, bringing their neck out of reach, and kicked at the wasp with their spiny hind legs, often striking the wasp’s head multiple times. Failing this, the elevated, “on-guard” position allowed cockroaches to detect and evade the wasp’s lunging attack. If grasped, the cockroaches parried the stinger with their legs, used a “stiff-arm” defense to hold back the stinger, and could stab at, and dislodge, the wasp with tibial spines. Lastly, cockroaches bit at the abdomen of wasps delivering the brain sting. An aggressive defense from the outset was most successful. Thus, for a cockroach not to become a zombie, the best strategy is: be vigilant, protect your throat, and strike repeatedly at the head of the attacker.
DOI: 10.17632/xv7y6sb7sr
title: Cambodia Garment Worker Survey 2019

description: This is a garment worker survey conducted in 2019. You may use the data only after you inform the institution and obtain the permission.
DOI: 10.6084/m9.figshare.19418090.v1
title: Dataset - Trends in global and Indonesia geothermal research (1970-present)

description: This dataset is related to a paper that will be presented later this year in ITB International Geothermal Workshop 2022.
DOI: 10.6084/m9.figshare.27160197.v1
title: Underground well water level observation grid dataset from 2005 to 2022

description: The dataset "GWs_cn_1km" provides monthly raster data of groundwater levels in the Chinese region from 2005 to 2022, with a resolution of 1km. The data is sourced from the "China Geological Environment Monitoring Groundwater Level Yearbook", which covers daily groundwater level information. After data cleaning, organization, and inverse distance weighted (IDW) interpolation processing, the accuracy and consistency of the data are ensured, and it can reflect the spatial distribution and temporal changes of groundwater levels in the Chinese region. The quality of the dataset has been rigorously validated, and although interpolation methods may lead to a decrease in local accuracy, the overall data has high representativeness. This dataset has broad application prospects in groundwater resource monitoring, ecosystem research, and decision support. It provides important basis for analyzing the trend of groundwater changes and ecological impact assessment, which can be used for high-resolution modeling and comprehensive environmental research in the future to enhance the scientific basis for groundwater management and protection.
DOI: 10.6084/m9.figshare.7237553.v1
title: Microalgae Reused Growth Medium Experiments Dataset

description: This dataset include data collected during three experiments designed to test the growth response of marine microalgae and the dissolve organic carbon accumulation in reused growth medium. Metadata includes descriptions of variables in each data table. More information about the experiments and data collection methods are available in the publication that will accompany this dataset.
DOI: 10.6084/m9.figshare.7851521.v2
title: Combination of novel transcripts from de novo assembly and genes from reference annotations for 11 species

description: Details about the creation of these assemblies can be found at doi.org/10.1101/575837