cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.lyczcu
title: Occurrence Download

description: A dataset containing 419 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyprinella gibbsi (Howell & Williams, 1971)"
 ]
}

 The dataset includes 419 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002176-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5g9qhj
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Carapa obovata Blume"
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053668-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38734
title: Card files (closed). A-L claims (GX 16283 - GX 16696), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.nzeykd
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-3.4146 37.66652,-4.22562 37.31617,-3.94627 36.82726,-3.16229 36.73343,-2.72074 37.16552,-3.4146 37.66652))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus pyrenaica Willd."
 ]
}

 The dataset includes 24 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055071-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-37399
title: Police officer summary info for 83 cases S, 1991

description: Collection of material re case summaries of the 83 selected cases by the Independent Commission - cases against LAPD - Alphabetized by last name - Section "S" (1947-1991), 1991 May 24 - June 17. Folder / binder 5. Police officer summary info for "83 Cases" R-Z (2 of 3). PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.25549/independent-c69-38742
title: Card files (closed). A-L claims (GX 16283 - GX 16696), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.54ju2e
title: Occurrence Download

description: A dataset containing 1092961 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Psidium L., Psoralea pinnata L., Pteris cretica L., Pteris tripartita Sw., Pteris vittata L., Pterocarya ×rehderiana C.K.Schneid., Ptychosperma elegans (R.Br.) Blume, Ptychosperma macarthurii (H.Wendl. ex H.J.Veitch) H.Wendl. ex Hook.f., Puccinellia distans (Jacq.) Parl., Pueraria lobata (Willd.) Ohwi, Pueraria montana (Lour.) Merr., Pulmonaria angustifolia L., Punica granatum L., Pupalia lappacea (L.) A.Juss., Puschkinia scilloides Adams, Cyperus L., Pyracantha angustifolia (Franch.) C.K.Schneid., Pyracantha coccinea M.Roem., Pyracantha crenulata (D.Don) M.Roem., Pyracantha fortuneana (Maxim.) H.L.Li)"
 ]
}

 The dataset includes 1092961 records from 2729 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008734-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/b9py72hwxs.1
title: Activities of Daily Living by 3-Axis Accelerometer

description: This dataset contains accelerometer data collected by wearing Empatica E4 device. The onboard three-axis accelerometer was used to capture six motion-based activities (i.e. Washing Hands, Brushing Teeth, Brushing Hair, Dusting, Ironing and Washing Dishes) at 32 Hz for 5 minutes. A total of 36 signals were collected performing the activities without any instructions, in a real-world scenario, obtaining a realistic description of involved activities. The data files are organized in table format: -rows report the sample time; -columns show the GENDER, AGE, Acceleration X, Acceleration Y and Acceleration Z and ACTIVITY performed. Please read the README.txt for further details on all the features of Dataset. The main contribution of this dataset is the data collection getting out of the lab. This means that data includes the spontaneous conduction of daily behaviours in the living environment. This dataset can be suitable for several investigations, such as in computing science, measurement and instrumentations and healthcare context.
DOI: 10.17632/m7374whbh2.3
title: Survey data on a Chinese service industry

description: Data during covid-19 including the three main variables (supply chain resilience, flexibility, reconfiguration)
DOI: 10.17632/sr6zbw6drz.3
title: Long term variation of microphysical properties of black carbon in Beijing derived from observation and machine learning method

description: Raw data for Figures of the manuscript "Long term variation of microphysical properties of black carbon in Beijing derived from observation and machine learning method"
DOI: 10.17632/rrf9pwswp3.2
title: Simulated Energy Performance Data of Ultra-High-Performance Fiber-Reinforced-Concrete (UHP-FRC) Façade Panel under Uncertainty

description: The datasets are simulated energy performance data of Ultra-High-Performance Fiber-Reinforced-Concrete (UHP-FRC) and conventional façade panel. The thermal behavior of the UHP-FRC façade panel and conventional façade panel were explored in different building contexts and climate conditions using EnergyPlus.
DOI: 10.17632/mzm86rcxxd.2
title: Dataset of Human-written and Synthesized Samples of Free-Text Keystroke Dynamics to Evaluate Liveness Detection Methods

description: This dataset comprises human-written samples of free-text keystroke dynamics, in the form of sentences in natural language, together with their same-text counterparts synthesized using a variety of methods and degrees of partial knowledge of the legitimate user’s behavior. The human-written samples originate in three publicly available datasets that have been previously used in several keystroke dynamics studies, while the corresponding synthesized samples that share the same keystroke sequences have been forged using a variety of methods that were presented in Nahuel González, Enrique P. Calot, Jorge S. Ierache, Waldo Hasperué, Towards liveness detection in keystroke dynamics: Revealing synthetic forgeries, Systems and Soft Computing, Volume 4, 2022, 200037, ISSN 2772-9419, https://doi.org/10.1016/j.sasc.2022.200037.

The source datasets for human-written samples are those of Killourhy and Maxion [2], González and Calot [3], and Banerjee et al. [4]. The first one was used to determine whether composition and transcription tasks produce equivalent results when verifying the identity of the user. The second one was used to evaluate a free-text keystroke dynamics authentication method. The third one was used to find clues of deceptive intent by analyzing variations in typing patterns.

For each human-written sample of each source dataset, synthetic samples sharing the same keystroke sequence  were created with five different methods and included in the dataset here presented. The objective was to evaluate a liveness detection method that could tell apart the legitimate human from a synthetic forgery of his/her behaviour [1]. For each method, five user profiles were used to create the forgeries, representing the amount of partial knowledge of the legitimate users’ keystroke dynamics an attacker might have. These were a between-subject profile, including only samples from users other than the target were available to the attacker, and four within-subject profiles ranging in size from only 100 keystrokes to all the past samples of the legitimate user.

NOTE FOR VERSION 2: The dataset is the same as version 1, but the compression and archiving format has been changed on request of the editors of Data in Brief. The original archive for the dataset was RAR, but it was reuploaded as a ZIP file because the former is not an open access format.
DOI: 10.17632/h5szzj58gw.1
title: [dataset] The impact of agricultural credit on demand of coffee input in Kenya

description: This dataset was obtained from Commodity Fund from 174 smallholder farmers Kiambu County in Kenya. (87 as the control group and another 87 as treatment group making a sample size was 174). The study was conducted to estimate the impact of credit on factor demands of coffee inputs using two-stage least squares on differenced data (2016-2020). The control group (87 farmers) was identified using propensity score matching while the rest were in the treatment group.
DOI: 10.17632/27wvzpyf5h.3
title: raw image data for "Resilient anatomy and local plasticity of naïve and stress hematopoiesis "_Figure 1-4 part_1

description: raw image data for "Resilient anatomy and local plasticity of naïve and stress hematopoiesis "_Figure 1-3 part_1
DOI: 10.17632/vpm6gdt4np.2
title: Raw EMG data recorded from a hindlimb muscle of hemiparkinsonian rats

description: The source of this dataset is the research article “Quantifying muscle alterations in a Parkinson's disease animal model using electromyographic biomarkers”. This study evaluated the effect of a neurotoxic lesion model of Parkinson's disease (PD) on muscle function of freely moving rats. Electromyographic recordings were obtained from control and hemiparkinsonian rats walking in a circular treadmill. 
The animal model of PD were obtained with an intracerebral injection of 6-hidroxidopamine. This neurotoxin was injected into the substantia nigra pars compacta of one hemisfere to induce the motor deficits associated to this Parkinson's disease animal model.
Recordings were obtained with a bipolar electrode implanted on the biceps femoris muscle of the rats hindlimb in order to evaluate the effects of the lesion in the muscle function.
More details about the experimental protocol and data adquisition can be obtained from the article related.
DOI: 10.17632/zzr5whkds3.1
title: Inter-municipality commuting in Poland: Network analysis data and graphs

description: We analyze the pattern of regional labor mobility in Poland using inter-municipality commuting data. A simple static directed commuting network with 3,094 nodes and 34,986 edges is constructed. Data for the network have been taken from a comprehensive study of inter-municipality commuting conducted in 2016 by Statistics Poland (the link is provided in the data file). For aggregation, we chose to follow the official territorial units provided by Statistics Poland. The commuting database defines a connection between two municipalities if there are at least 10 commuters. We use the open-source software Gephi for network calculations and visualizations (force-directed and geo layouts). Our dataset includes PageRank (weighted), degree centrality, betweenness centrality, closeness centrality, HITS, and clustering coefficient.
DOI: 10.17632/j5j6ffy8b8.1
title: data for A KMV Default Risk Model for Commercial Bank
DOI: 10.17632/gtkzynmbnc.1
title: Effects of WeChat platform based continuing care on self-management and quality of life in patients with arthritis: A quasi-experimental study

description: data
DOI: 10.17632/7937gn7g8c.1
title: Hotspot dust sources of Tigris and Euphrates basin identified using visual interpretation of satellite imagery 

description: Identifying dust sources using remotely sensed satellite imagery is one of the most effective ways of studying dust emission and dynamics. Even though complex algorithms and sophisticated models that take advantage of different data sources have been developed, human knowledge and experiences are key factors in accurate dust source identification. This project employed visual interpretation of satellite imagery (VISI) approach to identify hotspot dust sources (HDSs). Accordingly, using visual interpretation of 27,239 MODIS images, a number of 10,422 HDSs were identified in the Tigris and Euphrates basin (TEB) from 2000 to 2021. The identified HDSs have spatial and temporal attributes. This data is freely available to researchers, decision-makers, and managers for use in studies related to dust storms, water, soil and plant resources as well as environmental crises in the TEB.
DOI: 10.17632/wss8gm4xrh.1
title: Self-reported symptoms in a cohort of rheumatoid arthritis and lupus erythematosus during the COVID-19 quarantine period

description: On the first three months of the COVID-19 pandemic, a community lockdown was enforced in the Philippines and a supply shortage of hydroxychloroquine and methotrexate was experienced. This study aimed to investigate self-reported symptoms of disease flares among patients with lupus erythematosus (LE) and rheumatoid arthritis (RA) during the COVID-19 pandemic. An online survey among 512 patients with either disease was conducted in the Philippines. We gathered data on sociodemographic characteristics, self-reported symptoms, health service utilization, and availability of hydroxychloroquine and methotrexate. Seventy-nine percent of respondents had lupus while 21% had RA. One-third of the cohort had consultation with their attending physician during the two-month quarantine period prior to the survey. Eighty-two percent were on hydroxychloroquine and 23.4% were on methotrexate; but 68.6% and 65% respectively of those prescribed had irregular intake of these medicines due to unavailability. The health status was reported as good by 66.2%; 24% had no symptoms during the two-week period prior to the survey. The most common symptoms experienced were joint pain (67.4%), muscle pain (46.3%), headache (35.4%), and skin rash (25.4%). Five percent had a combination of these four most common symptoms. There was higher proportion of patients with irregular supply of hydroxychloroquine with joint pains (54.9% versus 41.7%, p=0.012) and rash (24.7% versus 9.8%, p&lt;0.001). There was no difference in symptoms between those with regular and irregular supply of methotrexate.
DOI: 10.17632/8mgpmdstp2.2
title: Public attitudes towards immigration, news and social media exposure, and political attitudes from a cross-cultural perspective

description: The data presented in this article provide the opportunity to comparatively analyse anti-immigrant and anti-refugee attitudes, news and social media consumption, and political attitudes (e.g., social dominance orientation, right-wing authoritarianism) of the adult population in seven European countries (Austria, Belgium, Germany, Hungary, Italy, Spain, Sweden), the United States, and Colombia in 2021 (N = 13,645). These countries were selected for their variety in national characteristics: coastal and non-coastal border countries, large and small economies, countries with major and minor political influence, and countries with varying degrees of popularity as asylum-seeker destinations. We conducted an online survey which – amongst others – included questions on socio-demographic characteristics, attitudinal indicators, and information on news and social media consumption. These data can be of interest for migration researchers and/or media scholars who want to explore (comparative) dynamics of outgroup attitudes, threat perceptions, and/or news and social media consumption, and for policy makers who seek to influence public attitudes towards immigration and migrants.
DOI: 10.17632/fbs5vyj6wt.1
title: The Distributional Effects of Student Loan Forgiveness (Replication Package)

description: Replication package for: Catherine, Sylvain, and Constantine Yannelis, 2022. "The Distributional Effects of Student Loan Forgiveness", Journal of Financial Economics.
DOI: 10.17632/jc3ft4jfcd.1
title: DiaDeM feasibility protocol extended data

description:  The extended data is related to a research protocol, submitted to the F1000 Research journal. The title of the protocol is "An adapted behavioural activation intervention(DiaDeM) for people with diabetes and depression in South Asia: A feasibility study protocol". This multicentre, randomised-controlled feasibility trial aims to test the feasibility and acceptability of a culturally adapted Behavioural Activation (BA) intervention (DiaDeM) for people with Type 2 Diabetes Mellitus and depression in two Low and Middle-income countries (i.e. Pakistan and Bangladesh ) in South Asia. 

The extended data comprise the following:

1. The template of the participant's consent form for the DiaDeM feasibility trial.

2.  Standard Protocol Items: Recommendations for Interventional Trials (SPIRIT) checklist for the DiaDeM Feasibility Trial protocol.

3. Template for Intervention Description and Replication (TIDieR) checklist for the DiaDeM Feasibility Trial protocol.
The first document has been created by the researchers while the latter two have been completed by the corresponding author of the protocol.
DOI: 10.17632/h3f4y9vwm6.1
title: Journal Club for Skin of Color Education

description: The growing diversity in the US population underscores the need for dermatologists to be proficient in managing dermatological issues in ethnic skin. However, studies reveal that many dermatology residents lack confidence in treating skin of color patients due to limited exposure in this area. To address this gap, we established a quarterly journal club for dermatology residents and faculty focused on literature specific to skin of color patients. The aim of the survey study was to assess resident confidence level in managing skin of color patients before and after 1 year of journal club intervention.
DOI: 10.17632/d3dt5tb74h.1
title: mmFiT: mmWave Radar Point-Cloud Dataset of Human Fitness Activities

description: The presented dataset pertains to collection of point cloud data of seven human physical activities collected using a commercial mmwave radar working in the 77-81 GHz band. The radar used for this experiment was TI IWR1642 sensor. These seven physical activities are Dumbbell, Shoulder Press, Squat, Lateral Raise, Boxing, Right Tricep and Left Tricep. These activities have been labelled 1 to 7 respectively. Two users participated in this data collection in the age group of 25-30 years. Please refer the Readme.pdf file for more details. If this dataset or codes help you, you can cite this as: G. Tiwari and S. Gupta, "An mmWave Radar Based Real-Time Contactless Fitness Tracker Using Deep CNNs," in IEEE Sensors Journal, vol. 21, no. 15, pp. 17262-17270, 1 Aug.1, 2021, doi: 10.1109/JSEN.2021.3077511.
DOI: 10.17632/f5d72t72b3.1
title: Trichodesmium around Australia: A view from space

description: Monthly Trichodesmium distribution around Australia from VIIRS (2012 - 2021)
DOI: 10.17632/fpdwmm7nrb.1
title: Soil Moisture, Air temperature, humidity, and Motor on/off Monitoring data

description: Automated irrigation systems are emerging methods for irrigation crops with the required amount of water, which conserves water wastage and avoids overirrigating crops. To train the automated irrigation method, we require the data set for better decision-making and controlling the irrigation system. The data set is collected from various sensors, for example, Capacitive soil moisture sensors and DHT-11 sensors. These data sets can be used to analyze and make decisions about controlling the automated irrigation system. Soil moisture, air temperature, and humidity are measured, and based on the soil moisture, the water motor's on/off status can be controlled.
DOI: 10.17632/gsr49m2nyt.1
title: MCL — Optimization oriented programming language

description: Abstract MCL is an optimization control language associated with the recently published MERLIN optimization package. It is developed so as to aid in constructing effective minimization strategies. It is very simple and easy to master. Supports Fortran-like operations, conditional and unconditional branching, multidimensional arrays, loops, statement functions, I/O operations and offers quite a few intrinsic functions. MERLIN has been further developed too, so that now it can be driven by the object co... Title of program: MCL Catalogue Id: ABHA_v1_0 Nature of problem Many problems in Physics, Chemistry, Applied Mathematics as well as in Engineering and in other fields may be reduced to minimizing a function of several variables. MCL is a system designed to enable one to develop systematically efficient minimization strategies. Versions of this program held in the CPC repository in Mendeley Data ABHA_v1_0; MCL; 10.1016/0010-4655(89)90006-4 ABHA_v2_0; MCL-3.0; 10.1016/S0010-4655(98)00006-X This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/fwzpywbhgw.3
title: GTI Global Public Procurement Dataset (GPPD) 1/2

description: The data introduces a global public procurement procedures database. Using various web scraping methods, we collected and harmonized public procurement procedures from 42 countries between 2006-2021. The year ranges vary by country depending on data availability from the collected sources. Due to the diversity of data publishing formats in each country, we standardized the published information to fit a common data standard. For each country, key information regarding the main buyers and suppliers, organization’s geolocation information (such as NUTS codes when available), product information (CPV 2008 codes when available), price information (in local currencies and also adjusted based on the purchasing power parity), details of the contracting process (e.g. contract award date or the procedure followed). The database is best described as a contract-level dataset where specific filters are added to reduce the dataset to the successfully awarded contracts if needed. We also add several corruption risk indicators and a composite corruption risk index for each contract which allows for an objective assessment and comparison across time, organizations or countries. The data can be reused to answer various research questions dealing with public procurement structural spending. The availability of organizational identification codes or by matching based on the organization's name allows to connect the data to company registries to study broader topics such as ownership networks.