cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/tlihr9
title: Influence of clone provenance, branch diameter and positioning on the rooting ability of Dacryodes edulis macot in sourthen Cameroon.

description: This dataset was moved to: https://doi.org/10.34725/DVN/TLIHR9In the process of participatory domestication of agroforestry species, one of the objectives is the conservation of genotype of fruit trees commonly used by local people and the overpower of their reproductive system. For this, techniques of vegetative propagation (tissue culture, grafting, cuttings and air layering) are applied to those species which include the safou (Dacryodes edulis "G. Don" HJ Lam.) (Burseraceae), which is a forest tree native to tropical and equatorial Africa. It plays an undeniable role in the lives of Farmers. In addition to its fruit eaten as a food supplement, its wood is used for heating and contribution of traditional medicine should not be overlooked. The objective of this work is to identify clones that are better suited for air layering and assess the effect of the diameter of the marcots on its ability to take root. To achieve these objectives, 12 clones and two diameter classes (2-3 cm and 3-5 cm) were tested in this trial conducted following a randomized complete block.
DOI: 10.5257/oecd/labour/2018-10
title: Employment and Labour Market Statistics (ELMS) (October 2018 Edition)

description: The OECD Employment and Labour Market Statistics database includes a range of annual labour market statistics and indicators from 1960 broken down by sex and age as well as information about part-time and short-time workers, job tenure, hours worked, unemployment duration, trade union, employment protection legislation, minimum wages, labour market programmes for OECD countries and non-member economies.
DOI: 10.7910/dvn/jo7mvv
title: Replication data for: Pengelolaan Lanskap Multifungsi: Pendekatan Alternatif Dalam Konservasi Tumbuhan Kayu

description: This dataset was moved to: https://doi.org/10.34725/DVN/JO7MVVForest conversion to monoculture systems has caused the disappearance of 95%, leading to the absence of the natural timber regeneration due to intensive management practices, particularly through weeding activities. Yet, 45% (100 species) of forest timber species could only grow up to sapling stage, i.e did not survive to higher level grows. The species composition had significantly changed, from forest species to pioneer species. On the other hand, keeping secondary grows after fire event and practicing agroforestry systems would enable to maintain approximately 51% (32 species) of forest species vegetation. The results showed that by integrating land use systems (comprising monoculture plantation, secondary forest and agroforestry system as a mosaic landscape) enabled to conserve at least 222 timber sapling species, 73 pole species and 63 tree species through maintaining seed availability, allocating sites for species to regenerate, and providing corridors for animals and seed dispersers to pass by. All timber species within 24 plots of 20 m x 100 m across Lubuk Beringin village (Bungo District, Jambi Province) covering remnant forest in protected forest, rubber agroforest of 60 years old, secondary forest of 30 and 10 years old and rubber monoculture of 30 years and 13 years old had been identified consisting of tree stage (more than 30 cm in diameter), pole stage (5-30 cm in diameter using 5 m x 40 m), sapling stage (less than 5 cm and more than 30 cm in height using 1 m x 4 m plots). Species identification was conducted at the Herbarium Bogoriense, Bogor.
DOI: 10.7910/dvn/dagnlw
title: Migrantes Brasileiros e a Construção de Religião Popular em Paranamaribo, Suriname

description: Ethnographic research on the manner in which Brazilian immigrants in Suriname use religious resources to make themselves at home and how their churches and communities become Surinamese (or not) in this process.
DOI: 10.7910/dvn/eimt0k
title: Immigration Enforcement Actions: 2004

description: Annual report regarding immigration enforcement actions - 2004.
DOI: 10.7910/dvn/nc3ouf
title: Statistik Industri, 1998

description: The Statistik Industri (SI) provides annual official Indonesian Panel data/census count of the formal manufacturing sector. Was initiated in 1975 and collects comprehensive establishment-level data on all large and medium manufacturing firms (i.e., those with twenty or more employees) that produce goods in a given year.
DOI: 10.7910/dvn/4lc6ok
title: Resultado Final das Eleições no Exterior para Presidente do Brasil 2010 - Segundo Turno

description: Boletim de relatório final com os resultados das eleições no exterior para presidente do Brasil 2010 - Segundo Turno.
DOI: 10.5281/zenodo.2563621
title: UnLoc dataset (Synthetic + Real)

description: This dataset contains the synthetic and real data used in the article " Virtual Training for a Real Application: Accurate Object-Robot Relative Localization Without Calibration " to train 3 convolutional neural networks (CNNs) in order to perform uncalibrated relative localization of a cuboid block with respect to a robot, and to evaluate them. 

It consists of a dataset composed of synthetic pictures for training the CNNs and a dataset of real pictures for evaluation. 

The "synthetic" dataset is composed 3 sub-datasets (each of them composed of thousands of synthetic pictures and corresponding groundtruth) for training : 


	a dataset for coarse relative localization subtask : coarse_estimation_data (~14.6 GB when extracted)
	a dataset for the tool localization subtask : tool_detection_data (~4.3 GB when extracted)
	a dataset for the fine relative localization subtask : fine_estimation_data (~13.3 GB when extracted)


These sub-datasets are composed of raw data as well as post-treated data ready to be used for training CNNs, in CSV format and in Torch format (.t7). 

The "real" dataset is composed of real pictures with a precisely localized cuboid block for evaluation only : UnLoc_real (~2.5 GB when extracted). 

More information available on the project page : http://imagine.enpc.fr/~loingvi/unloc/
description: {"references": ["Loing et al. (2018). Dataset associated to arXiv:1902.02711"]}
DOI: 10.5281/zenodo.2563622
title: UnLoc dataset (Synthetic + Real)

description: This dataset contains the synthetic and real data used in the article " Virtual Training for a Real Application: Accurate Object-Robot Relative Localization Without Calibration " to train 3 convolutional neural networks (CNNs) in order to perform uncalibrated relative localization of a cuboid block with respect to a robot, and to evaluate them. 

It consists of a dataset composed of synthetic pictures for training the CNNs and a dataset of real pictures for evaluation. 

The "synthetic" dataset is composed 3 sub-datasets (each of them composed of thousands of synthetic pictures and corresponding groundtruth) for training : 


	a dataset for coarse relative localization subtask : coarse_estimation_data (~14.6 GB when extracted)
	a dataset for the tool localization subtask : tool_detection_data (~4.3 GB when extracted)
	a dataset for the fine relative localization subtask : fine_estimation_data (~13.3 GB when extracted)


These sub-datasets are composed of raw data as well as post-treated data ready to be used for training CNNs, in CSV format and in Torch format (.t7). 

The "real" dataset is composed of real pictures with a precisely localized cuboid block for evaluation only : UnLoc_real (~2.5 GB when extracted). 

More information available on the project page : http://imagine.enpc.fr/~loingvi/unloc/
description: {"references": ["Loing et al. (2018). Dataset associated to arXiv:1902.02711"]}
DOI: 10.7910/dvn/ioax2k
title: População Brasileira por Continente e Países - MRE - 2009 (Digaai Excel Spreadsheet)

description: Estimativa dos brasileiros por continente e países - 2009, Ministério das Relações Exteriores do Brasil - MRE (Digaai Excel Spreadsheet).
DOI: 10.7910/dvn/gohahf
title: Remessas de Imigrantes Brasileiros em Portugal

description: Este estudo nasceu de uma iniciativa, uma oportunidade e uma motivação acadêmica. A base do estudo é um inquérito por amostragem de 400 questionários realizado em quatro concelhos de Portugal; Lisboa, Cascais, Almada e Porto. Os inquiridos foram os clientes do Banco do Brasil que procuraram estes locais nas datas do inquérito. Este inquérito é uma amostra exploratória e pioneira no tema das remessas de imigrantes em Portugal. Mas do que rigor estatístico, este estudo visa levantar questões relevantes sobre o tema e indicar direções para novos estudos. O trabalho que segue é uma primeira apresentação dos dados recolhidos no inquérito.
DOI: 10.7910/dvn/p8l4dl
title: RELATÓRIO FINAL DA COMISSÃO PARLAMENTAR MISTA DE INQUÉRITO

description: Criada por meio do Requerimento nº 2, de 2005–CN, “para apurar os crimes e outros delitos penais e civis praticados com a emigração ilegal de brasileiros para os Estados Unidos e outros países, e assegurar os direitos de cidadania aos brasileiros que vivem no exterior”.
DOI: 10.7910/dvn/4lla6n
title: Statistik Industri, 2001

description: The Statistik Industri (SI) provides annual official Indonesian Panel data/census count of the formal manufacturing sector. Was initiated in 1975 and collects comprehensive establishment-level data on all large and medium manufacturing firms (i.e., those with twenty or more employees) that produce goods in a given year.
DOI: 10.14469/hpc/5038
title: Haloamidines, NN cyclisation , Na(H2O)3OH TS

description: Gaussian Calculation
DOI: 10.5282/ubm/data.140
title: Bibliographische Daten aus 350 Jahren (1450-1800)
DOI: 10.7910/dvn/mppkb7
title: Conflict and Peace Data Bank (COPDAB), 1948-1978

description: The Conflict and Peace Data Bank (COPDAB) is a longitudinal computer-based library of daily international and domestic events or interactions. The event records in this file describe the actions of approximately 135 countries in the world, both toward one another and within their domestic environments. A typical descriptive event record, such as an international border clash or domestic press censorship, is coded in nine variables. A COPDAB event record includes date of event, actor initiating the event, target of the event, source from which information was gathered about the event, issue area(s), and textual information about the activity. The event record also contains an evaluation by the coder regarding the type and scale value of the event.
DOI: 10.7910/dvn/qixtly
title: Imigrantes Brasileiros em Boston

description: Perfil dos brasileiros em Boston
DOI: 10.7910/dvn/lu6etg
title: Incidence and severity of colanut weevils on stored nuts from dehisced and indehisced pods

description: This dataset was moved to: https://doi.org/10.34725/DVN/LU6ETGThis study was carried out to show the incidence and severity of Cola nut weevils on stored nut from dehisced and indehisced pods. 50 pods were sampled in different area (Tugi, Ndu, Baya) and was treated and stored. Data collected were the number of larva, number of pupa, number of adults weevils, number of fruits with holes, number of diseased fruits and extend of infected area.
DOI: 10.7910/dvn/s1glmk
title: Remittances 2007 - A Bend in the Road or a New Direction

description: During 2007, remittances to LAC slowed from the double-digit annual increases of recent years because the two largest recipients in the region departed significantly from past trends - Mexico and Brazil. This paper investigates whether the slowdown is a temporary phenomenon, or the beginning of a trend which would affect the region more severely.
DOI: 10.7910/dvn/ucws7y
title: PERSONS NATURALIZED BY STATE OR TERRITORY OF RESIDENCE AND REGION AND COUNTRY OF BIRTH: FISCAL YEAR 2008

description: PERSONS NATURALIZED BY STATE OR TERRITORY OF RESIDENCE AND REGION AND COUNTRY OF BIRTH: FISCAL YEAR 2008
DOI: 10.7910/dvn/st7sxx
title: An Analysis of the Economic Impact of Undocumented Workers on Business Activity in the US with Estimated Effects by State and by Industry

description: In this study, The Perryman Group (TPG) takes a balanced view of the economic costs and benefits associated with the immigrant undocumented workforce. Factors such as the likely numbers of undocumented workers by state, concentration of undocumented workers by industry, dynamic adjustments that would be set in motion by a major change in immigration policy, spillover effects as various supply chains and payrolls are affected, and relative differentials in skill levels and compensation associated with undocumented workers are considered.
DOI: 10.5281/zenodo.2563808
title: What do package dependencies tell us about semantic versioning?

description: This is the replication package for our paper on dependency constraints and semantic versioning.

This package requires Python 3.5+, and all the dependencies listed in *requirements.txt*. They can be automatically installed using *pip install -r requirements.txt*.

The figures and results that are contained in the paper could be obtained by running the corresponding notebooks with Jupyter (*jupyter lab* at the root of this package).

Here is a short description of what is contained in this package:

 * Raw datasets (*data-raw* folder)<br>
   This folder "should" contain the raw data. Because of their size, and because we provide the required files in the *data* folder, you need to download *Libraries.io-open-data-1.2.0.tar.gz* from libraries.io. Extract *versions.csv* and *dependencies.csv* from this archive, and run the *convert.py* script with Python. The script will extract the data related to the four considered ecosystems into *{ecosystem}-(versions|dependencies).csv.gz*.<br>
   <br>
 * Datasets (*data* folder)<br>
   This folder contains the data that are required for the analyses. They are provided in this replication package, but can be automatically generated from the ones provided in *data-raw* folder by running the *versions.py* and *dependencies.py* scripts. These scripts collect and identify dependency constraints.<br>
   <br>
 * Notebooks (*notebooks* folder)<br>
   This folder contains the notebooks that were used to generate all the results and figures of the paper. File *Constraint differences.ipynb* contains examples of constraints and the corresponding equivalent intervals. The main notebook is *Semver compliance.ipynb* and contains all the necessary material.<br>
   <br>
 * Python modules (*constraints* folder)<br>
   This folder contains the necessary Python modules to run "everything". File *parser.py* contains the 4 dependency constraint parsers. File *versions.py* defines data model. File *constraints.py* contains routines to identify constraint types. The *tool.py* script is a prototype of the tool explained in the paper (and should be executed from the root directory, e.g. *python -m constraints.tool*). All these modules/scripts/tools depend on *python-interval* (see *requirements.txt*). The three remaining files (*test_constraints.py*, *test_parser.py* and *test_versions.py*) contain unit tests. They are expected to be executed with *pytest*.
DOI: 10.7910/dvn/cbsx3z
title: Data from “Social determinants of unmet hospitalisation need amongst the poor in Andhra Pradesh, India: A cross-sectional study.”

description: The dataset is of a health survey amongst the 21.5 million poor families of the Indian state of Andhra Pradesh conducted during April and May 2013. The dataset captures individual characteristics and household characteristics of the past 365 days and was used to analyse the unmet hospitalisation need in the Indian State of Andhra Pradesh. Data was collected by 2022 trained field staff of Aarogyasri Health Care Trust (AHCT) of Government of Andhra Pradesh using a questionnaire modelled after that used for the health surveys by National Sample Survey Organisation of India.
DOI: 10.7910/dvn/goref1
title: Cross-National Indicators of Liberal Democracy, 1950-1990

description: This study, a collection of crossnational measures of political democracy, contains over 800 variables for most of the world's independent countries. Political, social, and economic measures are available in the data file, and topics include adult suffrage, civil liberties, political rights, the openness, fairness, and competitiveness of the electoral process, executive and legislative selection and effectiveness, political party legitimacy, political participation, limitations on the executive branch of the government, level of democratization, economic openness, constitutional development, government legitimacy, and the outlook for freedom. A series of variables focuses on freedom and barriers to freedom, including freedom of peaceful assembly and association, mail censorship, women's rights, freedom of information and technology, freedom of political opposition, and freedom of the press. Compulsory membership in state organizations and political parties and compulsory religion in schools are addressed as well.
DOI: 10.7910/dvn/ogvdtr
title: PERSONS NATURALIZED BY STATE OF RESIDENCE AND REGION AND COUNTRY OF BIRTH: FISCAL YEAR 2006

description: PERSONS NATURALIZED BY STATE OF RESIDENCE AND REGION AND COUNTRY OF BIRTH: FISCAL YEAR 2006
DOI: 10.17632/pwsc2jgwzk.1
title: Molecular projection area and surface density of adsorbed molecules

description: The constants and parameters necessary for modeling and analysis of adsorption-desorption process are related to molecular structure of adsorbate molecules. The data archived here may be used for rough estimates in calculations of mono-layer multicomponent gas adsorption on solids.
DOI: 10.17632/vzzrzj8g2s.1
title: Ebola contact persons in Guinea

description: Two files are being shared: - data file (txt) - dictionnary (word) The data file comprises de-identified individual data on the exposures, symptoms after exposure, serological responses against three viral antigens.
DOI: 10.7910/dvn/hei3cg
title: Developing Social Innovations for Transnational Immigrant Communities

description: Proposal to develop an “innovation production network” for Transnational Immigrant Communities. The network will design, test, capitalize, launch, and help to scale up social innovations that improve outcomes for transnational immigrants in the U.S. and other nations. This memo briefly describes our framework for transnationalism, the role and function of an innovation production network, and start-up planning for the innovation network for Transnational Immigrant Communities.
DOI: 10.15128/r16w924b81j
title: Ultra-high speed Terahertz imaging using atomic vapour [dataset]
DOI: 10.17632/j8yrmntc7x.1
title: Zhou et al 2019 - Normal 2 Cell Population Migration Dataset

description: Videos to accompany Zhou et al 2019. Please see publication for details: Motion Sensing Superpixels (MOSES) is a systematic, computational framework to quantify and discover cellular motion phenotypes Felix Y. Zhou, Carlos Ruiz-Puig, Richard P. Owen, Michael J. White, Jens Rittscher, Xin Lu eLife 2019
DOI: 10.17632/vrhtsdhprr.1
title: Zhou et al 2019, EGF addition to EPC2:CP-A

description: Videos to accompany Zhou et al 2019. Please see publication for details: Motion Sensing Superpixels (MOSES) is a systematic, computational framework to quantify and discover cellular motion phenotypes Felix Y. Zhou, Carlos Ruiz-Puig, Richard P. Owen, Michael J. White, Jens Rittscher, Xin Lu eLife 2019
DOI: 10.7910/dvn/mjxj3w
title: Replication data for: Land Health Surveillance: Mapping Soil Carbon in Kenyan Rangelands

description: This dataset was moved to: https://doi.org/10.34725/DVN/MJXJ3WLand health surveillance is a methodological framework for measuring and monitoring land health—the capacity of land to sustain delivery of ecosystem services—for the purpose of targeting agroforestry and other sustainable land management in landscapes, and assessing their impacts. It is modelled on scientific principles used in surveillance in the public health sector, which has a long history of evidence-informed policy and practice. Key elements of the science methodological framework are (1) probability-based sampling of well-defined populations of sample units; (2) standar dized protocols for data collection to enable statistical analysis of patterns, trends, and associations; and (3) multilevel statistical modelling of land health attributes at different scales, including in relation to satellite imagery for spatial interpolation. The framework was applied in assessing soil carbon in Kenyan rangelands in Laikipia. Systematic probability-based field sampling provided a robust baseline on condition in the study area. Infrared spectroscopy was used in the laboratory as a rapid low-cost tool for estimating soil carbon concentration. The georeferenced soil carbon values were modelled to reflectance values of fine resolution (2 m) satellite imagery and spatially interpolated over the 100-km2 sampling block. The combination of methods makes soil carbon baselines feasible at a landscape level in land management projects and provides much additional information on soil and vegetation health for targeting interventions. The land health surveillance approach could form the basis for evidence-based decision making on land management at project, national, and even continental levels.
DOI: 10.3886/e105583v2-10461
title: Apparent Per Capita Alcohol Consumption: National, State, and Regional Trends 1977-2016

description: Version 2 release notes: <br>Makes columns showing the number of beers, glasses of wine, shots of liquor, and total drinks consumed based on the amount of ethanol consumed for each category that was already included.<br><br>This data set contains the per capita (persons aged 14+) consumption of ethanol (in gallons) for each state, Washington D.C., and totals for census regions and the United States as a whole, for the years 1977-2016. This includes total ethanol consumed as well as consumption by three categories: beer, wine, and shots of liquor ("spirits"). The PDF includes a method to convert the ethanol variables into total drinks of each type. I used this method to create columns for how many beers, glasses of wine, shots of liquor, and total drinks were consumed.<br><br>The PDF doesn't say how many ounces of fluid is in each drink type (except for the number_of_drinks_total  variable) so I used the information provided by the National Institute on Alcohol Abuse and Alcoholism here - https://www.niaaa.nih.gov/alcohol-health/overview-alcohol-consumption/what-standard-drink. Please note that the number_of_drinks_total variable is based on the conversion formula provided, not by adding the individual drink categories together and therefore will be slightly different than that way of measuring it. <br><br>This data comes from a report by Sarah P. Haughwout and Dr. Megan E. Slater at the National Institute on Alcohol Abuse and Alcoholism (downloaded here https://pubs.niaaa.nih.gov/publications/surveillance110/CONS16.htm). That report is one of the files available to download and is included as it explains the methodology the two authors used for the data. I am not affiliated with the original report at all. If you do use this data please also cite the original report.<br><br>For the code used to scrape and clean the data, and the tests to ensure my code is accurate, please see my GitHub file here: https://github.com/jacobkap/alcohol. When using this data consider that it is rate per capita (persons aged 14+) based on the population in that state so states that experience lots of visitors (e.g. Nevada and Washington D.C.) may have incorrect numbers. <br>
description: Persons aged 14 and over living in the United States<br>Smallest Geographic Unit: State, Region, Country
DOI: 10.7910/dvn/4pypfa
title: Assessment of Brazilian Migration Patterns and Assisted Voluntary Return Programme from selected European Member States to Brazil

description: Assessment of Brazilian migration patterns and assisted voluntary return programs from selected European member states to Brazil