cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/independent-c69-3954
title: The Knapp Commission report on police violence, 1972

description: Commission to Investigate Allegations of Police Corruption and the City's Anti-Corruption Procedures. The Knapp Commission report on police violence. New York, New York: George Braziller, 1972. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.15468/dl.fdmsai
title: Occurrence Download

description: A dataset containing 1155 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthracoceros albirostris (Shaw, 1808)"
 ]
}

 The dataset includes 1155 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002181-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-32452
title: Card files (closed) M-Z claims (GX 16697 - GX 17032), 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.fgqt44
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium rhodopeum Velen."
 ]
}

 The dataset includes 14 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026617-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sdhjaq
title: Occurrence Download

description: A dataset containing 853526 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 853526 records from 907 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002181-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/2ddbs9cybs.1
title: Data for: Rupture Distance and Shape of The Liquid Bridge with Rough Surface

description: simulation results of rupture distance and liquid redistribution of liquid bridge between rough surfaces.
DOI: 10.17632/zy2zg7dhgv.1
title: Details on the Dataset of pharmaceuticals and personal care products in a Mediterranean coastal wetland

description: Data on 32 pharmaceuticals and personal care products were collected in the Albufera Natural Park (Valencia, Spain) in 43 sampling points and ten wastewater treatment plants (WWTPs). The results of each individual extraction as well as the average is detailed in the Tables S1-S5 in the supplementary material. At last, in the Table S6-S7 were reported the linearity (R2), LOD, LOQ and matrix effect (ME) for each contaminant.
DOI: 10.17632/dz58cvs99d.1
title: Data for Triple Bottom Line towards a holistic framework for sustainability: a systematic review.

description: Artigos utilizados para revisão sistemática da literatura Triple Bottom Line na area de operações e sustentabilidade. O arquivo inclui uma categorização das capabilities estratégicas.
DOI: 10.17632/m5kxdj7m36.1
title: Malhari Dataset

description: Real-world clinical data collected from hospital settings plays a crucial role in medical research. Dataset aims to support research and development in the field of cervical cancer screening and diagnosis. To develop automated systems, an amount of large input data is needed. The creation of this Cervical Cancer images dataset aims to make a valuable contribution to provide dataset for developing the algorithms for automated cervical cancer diagnostics systems.
DOI: 10.17632/vfkkjb8dv7.1
title: São Paulo potential version 2 (SPP2) and Brazilian nuclear potential (BNP)

description: The REGINA code calculates the São Paulo potential version 2 (SPP2) and the Brazilian nuclear potential (BNP). The code also provides nuclear densities obtained from the Dirac-Hartree-Bogoliubov model, which are used to calculate the nuclear potentials. Elastic scattering cross sections are obtained within the context of the optical model, with different options for the real and imaginary parts of the optical potential. In this manuscript, we provide a summary of the theoretical framework and information about the use of the code.
DOI: 10.17632/gg9tfv4vbg.1
title: ARF alters PAF1 complex integrity to selectively repress oncogenic transcription programs upon p53 loss

description: Collection of western blots and SDS-PAGE images
DOI: 10.17632/59nt46nnb4.1
title: Data for: Trading on mean-reversion in energy futures markets

description: Abstract of associated article: We study whether simple technical trading strategies enjoying large popularity among practitioners can be employed profitably in the context of hedge portfolios for Crude Oil, Natural Gas, Gasoline and Heating Oil futures. The strategies tested are based on mean-reverting calendar spread portfolios established with dynamic hedge ratios. Entry and exit signals are generated by so-called Bollinger Bands. The trading system is applied to twenty-two years of historical data from 1992 to 2013 for various specifications, taking transaction costs into account. The significance of the results is evaluated with a bootstrap test in which randomly generated orders are compared to orders placed by the trading system. Whereas we find most combinations involving the front-month and second-month futures to be significantly profitable for all commodities tested, the best results for the risk-adjusted Sharpe Ratio are obtained for WTI Crude Oil and Natural Gas, with Sharpe Ratios in excess of 2 for most combinations and a rather smooth performance for all calendar spreads. Based on our results, there is a serious doubt whether energy futures markets can be considered weakly efficient in the short-term.
DOI: 10.17632/fshy54ypyh.2
title: EEG dataset of individuals with intellectual and developmental disorder and healthy controls while observing rest and music stimuli

description: This data presents a collection of EEG recordings of seven participants with Intellectual and Developmental Disorder (IDD) and seven Typically Developing Controls (TDC). The data is recorded while the participants observe a resting state and a soothing music stimuli. The data was collected using a high-resolution multi-channel dry-electrode system from EMOTIV called EPOC+. This is a 14-channel device with two reference channels and a sampling frequency of 128 Hz. The data was collected in a noise-isolated room. The participants were informed of the experimental procedure, related risks and were asked to keep their eyes closed throughout the experiment. The data is provided in two formats, (1) Raw EEG data and (2) Pre-processed and clean EEG data for both the group of participants. This data can be used to explore the functional brain connectivity of the IDD group. In addition, behavioral information like IQ, SQ, music apprehension and facial expressions (emotion) for IDD participants is provided in file “QualitativeData.xlsx". Data Usage: The data is arranged as follows: 1. Raw Data: Data/RawData/RawData_TDC/Music and Rest Data/RawData/RawData_IDD/Music and Rest 2. Clean Data Data/CleanData/CleanData_TDC/Music and Rest Data/CleanData/CleanData_IDD/Music and Rest The dataset comes along with a fully automated EEG pre-processing pipeline. This pipeline can be used to do batch-processing of raw EEG files to obtain clean and pre-processed EEG files. Key features of this pipeline are : (1) Bandpass filtering (2) Linenoise removal (3) Channel selection (4) Independent Component Analysis (ICA) (5) Automatic artifact rejection All the required files are present in the Pipeline folder. If you use this dataset and/or the fully automated pre-processing pipeline for your research work, kindly cite these two articles linked to this dataset. (1) Sareen, E., Singh, L., Varkey, B., Achary, K., Gupta, A. (2020). EEG dataset of individuals with intellectual and developmental disorder and healthy controls under rest and music stimuli. Data in Brief, 105488, ISSN 2352-3409, DOI:https://doi.org/10.1016/j.dib.2020.105488. (2) Sareen, E., Gupta, A., Verma, R., Achary, G. K., Varkey, B (2019). Studying functional brain networks from dry electrode EEG set during music and resting states in neurodevelopment disorder, bioRxiv 759738 [Preprint]. Available from: https://www.biorxiv.org/content/10.1101/759738v1
DOI: 10.17632/63jsj9w7f7.1
title: Data to replicate “Determinants of Distance Education Dropout: Evidence for Open University of Brazil/Federal University of Santa Maria Courses”

description: This dataset is derived from a study that seeks to understand the determinants of student dropout in the courses offered at the Open University of Brazil system at the Federal University of Santa Maria. Are part of the population of all students who enrolled in graduated and postgraduate courses offered by OUB/UFSM, from 2005 to 2018, totaling 18,025 enrollments. The research instrument was sent by e-mail, at the Data Processing Center of UFSM, to the entire population and was available online, for 15 days. After this period, 859 valid instruments were obtained, of which 364 were regularly enrolled and 495 were evaded students. The research was approved by the Research Ethics Committee (CAAE: 00982218.0.0000.5346).
DOI: 10.17632/d4ccnh588k.1
title: Top 50 trending topics (trends) of Twitter for 2018 (one hour interval)

description: This dataset contains top 50 trending topics (trends) of Twitter, obtained from Twitter Trends API in an hourly rate. For each hour, there exists a row in the dataset that contains the date, time, trending topic and the related tweets count (if available). Data is for more than 97% of 2018 which our script was available.
DOI: 10.17632/2kbjft8jd3.1
title: Library for : 14-3-3ζ-c-Src-integrin-β3 complex is vital for platelet activation

description: The library using for virtual screening, after removed unpublished compounds.
DOI: 10.17632/dnphv8wjc5.2
title: A gut feeling: Exploring the effects of probiotics on risk-taking behavior using TMS

description: Data and codes used in the analyses reported in the manuscript "A gut feeling: Exploring the effects of probiotics on risk-taking behavior using TMS"
DOI: 10.17632/24c58vd88r.1
title: Data for: Forecasting Peer-to-Peer Platform Default Rate with LSTM Neural Network

description: This study adopts borrower data disclosed by US P2P lending platform Lending Club as data source, ranges from 2008 to 2015, since most of the loans issued in this period have been already paid off. We first calculate the average default rate of the monthly fresh loans as the dependent variable, then shift one to four delayed period of this average default as independent variables.
DOI: 10.15468/dl.2paeqr
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aspisoma sticticum (Gemminger, 1870)"
 ]
}

 The dataset includes 108 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009216-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/yzzcbyvgmh.1
title: Tropical Forest Species

description: Macroscopic images were acquired in warehouses, where timber from the Pacific and Colombian Amazon region is aggregated and commercialized. Samples were taken by an expert from the environmental and forest governance department of the regional autonomous corporation of Cauca by cutting the transverse plane of the blocks. Then, each sample was moistened to increase contrast and reduce variation of physical properties. Each picture of every specie shows anatomical features that can be useful to recognize and structural studies. Besides it is a important contribution in order to use in timber system identification as a tranning data. Images resolution: 640x480 pixels Magnification: 3.9 micrometres per pixel Area of interest: 2.5mm x1.9 mm Lighting: artificial provided by the capturing device - (Digital Microscope device)
DOI: 10.17632/dwfgxrh7tn.9
title: County-level data on U.S. opioid distributions, demographics, healthcare supply, and healthcare access

description: This repository includes data from the Health Resources & Services Administration's Area Health Resources Files (years 2000-2001, 2004-2022), CDC Wonder, National Conference of State Legislatures, and the Drug Enforcement Agency's Automation of Reports and Consolidated Orders System (ARCOS). 

AHRF data are updated annually, and are also provided in R (*.RDS) and Stata-friendly (*.dta) formats.

Please cite the following publication when using this dataset:

KN Griffith, Y Feyman, SG Auty, EL Crable, TW Levengood. (2021). County-level data on U.S. opioid distributions, demographics, healthcare supply, and healthcare access. Data in Brief 35: e106779. https://doi.org/10.1016/j.dib.2021.106779 

These data were originally collected for the following research article:

Griffith, KN, Feyman, Y, Crable, EL, & Levengood, TW. (2021). “Implications of county-level variation in U.S. opioid distribution.” Drug and Alcohol Dependence 219: e108501. https://doi.org/10.1016/j.drugalcdep.2020.108501

Special thanks to everyone who sent us historical AHRFs (Randy Ellis, Kimberley Geissler, Wenjia Zhu, and others) and to Monica Aswani for bringing a data error to our attention.
DOI: 10.17632/psb992x732.1
title: Dataset of laboratory chlorophyll content measurements and spectral indices based on multispectral imaging in Arabica coffee-Castillo variety.

description: Chlorophyll is a crucial plant pigment that plays a vital role in photosynthesis. Its presence and concentration in leaves can be used as an indicator of the physiological state of plants. A statistically significant correlation is thought to exist between laboratory-measured chlorophyll content and spectral indices obtained from multispectral imaging in Coffea arabica variety Castillo at leaf level. The data show that indices such as GARI, NDVI, and ARVI have a moderate to strong correlation with laboratory-measured chlorophyll content, especially when using the NIR and red bands. The data show correlations more significant than ρ=0.83 between IV (NDVI, GARI, IPVI, NLI, and GR-NDVI) and laboratory-estimated chlorophyll content. Therefore, it can be indicated that the indices are suitable indicators of chlorophyll content indirectly at the level of coffee leaves of Coffea arabica species. Furthermore, given the high correlations found, it can be stated that it is possible to establish regression models to estimate leaf LCC through vegetation indices.
DOI: 10.17632/52dz2xm72m.1
title: A rare type 4 phenotype of Machado–Joseph disease with Parkinsonism

description: A 20-year old male presented with chief complaints of abnormal posturing of both lower and upper limbs, slurred speech, and a nasal regurgitation. Neurological examination revealed gaze evoked nystagmus, spasticity in both lower limbs which are indicative signs of cerebellar dysfunction. Genomic DNA analysis was performed, and patient condition was diagnosed as MJD with Parkinsonism.
DOI: 10.17632/9r8dpw7x7w.1
title: What is the best method for dental caries detection?

description: Sheet about data collection of the systematic review about the comparison of methods of dental caries detection.
DOI: 10.17632/gpynbmn7f9.1
title: Small is beautiful but large is certified

description: The Marine Stewardship Council (MSC) sets a standard by which sustainable fisheries can be assessed and eco-certified. It is one of the oldest and most well-known fisheries certifications, and an estimated 15% of global fish catch is MSC-certified. While the MSC is increasingly recognized by decision-makers as an indicator for fishery success, it is also criticized for weak standards and overly-lenient third-party certifiers. This gap between the standard’s reputation and its actual implementation could be a result of how the MSC markets and promotes its brand. Here we classify MSC-certified fisheries by gear type (i.e. active vs. passive) as well as by length of the vessels involved (i.e. large scale vs. small scale; with the division between the two occurring at 12 m in overall length). We compared the MSC-certified fisheries (until 31 December 2017) to 399 photographs the MSC used in promotional materials since 2009. Results show that fisheries involving small-scale vessels and passive gears were disproportionately represented in promotional materials: 64% of promotional photographs were of passive gears, although only 40% of MSC-certified fisheries and 17% of the overall catch were caught by passive gears from 2009–2017. Similarly, 49% of the photographs featured small-scale vessels, although just 20% of MSC-certified fisheries and 7% of the overall MSC-certified catch used small-scale vessels from 2009 to 2017. The MSC disproportionately features photographs of small-scale fisheries although the catch it certifies is overwhelmingly from industrial fisheries.
DOI: 10.6086/d1qx2n
title: Dryad dataset awaiting publication

description: :unas
DOI: 10.17632/4r25x9sc7k.1
title: A Real-time Dataset of Air Pollution Monitoring Generated Using IoT

description: IoT devices are used in the data-gathering procedure to get real-time information on air pollution in Dhaka, Bangladesh. The hardware design is made to ensure that suitable sensors are fitted to detect the levels of carbon monoxide, nitrogen dioxide, sulfur dioxide, ozone, particulate matter 2.5, and particulate matter 10. To facilitate connectivity with the IoT devices, the Arduino IDE code was uploaded. The appropriate Excel file is opened after starting the Excel data streamer. The Arduino IDE chooses the proper COM port to connect the IoT devices to the PC. The gathered data are stored in a designated file location to facilitate analysis and interpretation. This approach enables future research and decision-making procedures about air pollution in Dhaka. It also ensures continuous monitoring and complete assessment of air quality metrics.
The record of the dataset is 1 lac 55 thousand 4 hundred 6.
DOI: 10.17632/m5vmmkvx22.5
title: Data_and_data-description

description: The data are used for the study of Van Drone Routing Problem with Multiple Delivery Points and Cooperation (VDRPMDPC). The excel (.xlsx) files contains the road distances between 40, 60, 100 clients placed in Western Attica. Also, contains the Euclidian distances for the same clients. The road distances are used from the vehicles and the Euclidian distances from the drones. Finally, the word (.doc) file is the explanation memo for the excel files.
DOI: 10.17632/6w9g62xc67.1
title: Arabic Sentiment Datasets

description: This dataset is specifically designed for sentiment analysis (SA) in the Arabic language, serving as a crucial resource for developing and evaluating various SA models. The dataset contains [briefly describe the content, e.g., number of entries, types of sentiments (positive, negative, neutral), sources of the data like social media, reviews, etc.]. It has been curated to meet the unique linguistic characteristics of Arabic text, facilitating the training, validation, and benchmarking of machine learning and natural language processing models. While there are several sentiment analysis datasets available in multiple languages, this dataset focuses on Arabic, supporting research aimed at understanding sentiment in Arabic-speaking communities.
To ensure the effectiveness of feature selection approaches in sentiment analysis, the dataset can be used alongside well-known datasets such as those available from the UCI Machine Learning Repository (https://archive.ics.uci.edu/), which provides a range of datasets commonly employed for evaluating feature selection techniques.

The dataset aligns with previous work such as Al-Moslmi et al.'s construction of an Arabic sentiment lexicon for public use, which contributed significantly to Arabic sentiment analysis resources [1]. Additionally, this dataset draws inspiration from established Arabic corpora such as the Opinion Corpus for Arabic (OCA) by Rushdi-Saleh et al. [2], and Ar-Twitter, a corpus designed for sentiment analysis on Arabic tweets, as demonstrated by Abdulla et al. [3].

References:
Al-Moslmi, T., Albared, M., Al-Shabi, A., Omar, N., Abdullah, S.: Arabic sentilexicon: Constructing publicly available language resources for Arabic sentiment analysis. Journal of Information Science, 44(3), 345–362 (2018).
Rushdi-Saleh, M., Martín-Valdivia, M.T., Ureña-López, L.A., Perea-Ortega, J.M.: OCA: Opinion corpus for Arabic. Journal of the American Society for Information Science and Technology, 62(10), 2045–2054 (2011).
Abdulla, N., Mahyoub, N., Shehab, M., Al-Ayyoub, M.: Arabic sentiment analysis: Corpus-based and lexicon-based. In: Proceedings of The IEEE Conference on Applied Electrical Engineering and Computing Technologies (AEECT) (2013).
DOI: 10.17632/bcn2djd6jw.1
title: Iq-solow data

description: his study leverages an assortment of data. The working-age population (ages 15-64)
growth rate was obtained from the World Bank Open Data databases . For the
year 2014, the real GDP (Y) ,the working-age population (L) and the depreciation
rate δ were extracted from the Penn World Table 9.1 . The growth rate of tech-
nological progress g is assumed to be constant and equal to 1%,it corresponds to the
long-term growth rate of total factor productivity in the United States.Concurrently,
the average share of real investment (inclusive of government investment) was calculated based on PWT 9.1 data. The Regulatory
Quality Index, Corruption Index, Voice and Accountability Index, Political Stabili-
ty/No Violence Index, Government Effectiveness Index, and Rule of Law Index were
obtained from the Worldwide Governance Indicators (WGI) dataset, The biennial
frequency of the Worldwide Governance Indicators from 1996 to 2002 is unlikely to
significantly impact the study’s empirics. Governance indicators are generally stable
over short periods, especially in this case given the chosen samples, and the years with
biennial data form a small portion of the overall time frame of 1996 to 2014. Once
the dataset transitions to an annual frequency post-2002, this will further dilute any
potential influence of the initial biennial data.