cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/2jvgmbrjgm.2
title: Forensic Genetic Genealogy Project v. 2021

description: This research attempts to collect all publicly available information concerning cases that were successfully cleared through FGG, going back as far as possible in time and ending on December 31, 2021. Cases were selected for inclusion in the sample through internet searches, discussion boards related to genetic genealogy, missing persons, and cold cases, as well as press releases and blog posts from private companies and non-profit organizations known to perform FGG, publications devoted to advances in forensic science, and published court records. Attempts were made to confirm each piece of data collected through three separate sources, whenever this was possible. 

Cases were chosen for inclusion in the sample only if a public authority had confirmed that FGG was used to clear the investigation, and the investigation met the following definition of FGG:

1. Investigative Body: The investigation was led by a public, and not a private, authority, such as a law enforcement agency or a coroner/medical examiner’s office. 

2. Investigative Techniques: The investigation must use the techniques of genomics, computer database technologies, and traditional genealogy. Cases were included when family lineages were drawn out to at least three or more generations. The sample includes investigations that use Y-chromosome STR profiles and/or mitochondrial DNA profiles to trace the paternal and maternal lineages of persons of interest. Cases solved through familial searching of law enforcement databases were excluded from the sample, as this technique raises separate legal and ethical issues. 

3. Investigative Purpose: The investigation must be for a forensic purpose, meaning that the evidence thus produced is relevant to an ongoing legal dispute. Most cases considered here are for the identification of perpetrators of criminal offences or the identification of decedents but can also include the identification of living does. Not included in this data are cases that are of purely historical interest, or the identification of unknown soldiers by military authorities. The term ‘forensic genetic genealogy’ has been chosen for this project in preference to the broader, and more generic term ‘investigative genetic genealogy’, which has also been used, to highlight the fact that these investigations are directed towards an ongoing legal dispute before the public legal system.  

4. Causation: This database only includes cases that have been successfully cleared using FGG. The resolution of any investigation – particularly very large and lengthy investigations as were many of the cases described in this data – has many causes. To be included here, the FGG investigation must have played a significant causal role in the resolution of the case.
DOI: 10.17632/4xs4rtzwps.2
title: data analysis - omni-channel banking 

description: data analysis - omni-channel banking
DOI: 10.17632/cpfm8v6bwr.1
title: Implicit theories about climate change malleability and pro-environmental behavioral intentions

description: Here you can find the SPSS data used for the manuscript titled "The role of implicit theories about climate change malleability in the prediction of pro-environmental behavioral intentions" accepted on 2022, June, in The Environment, Development and Sustainability. In this research, we analyze how the sense of responsibility toward climate change and implicit theories about climate change (ITCC) interact to condition individual pro-environmental intention in a pretest–posttest experiment.
DOI: 10.17632/drbzbd8jw9.1
title: Reverse Blending, an intelligent design and production tool for continuous mass customization

description: Industrial revolution 4.0 has obtained great success in discrete production (objects...) by de- laying customization in units of production or assembly. Continuous production (granules, liquids...) is the forgotten part of this revolution due to the organization of production based on sequencing batches of different products, which makes challenging the efficient production of a wide variety of products. In response to this, a new product design and manufacturing approach, called Reverse Blending, is proposed to postpone the customization of fertilizers in small blending units implemented close to the final customer. This approach is based on searching for the optimal chemical composition of a reduced number of semi-finished common products whose possible combinations may satisfy a very large variety of customized finished products. This approach allows fertilizer producers - who aim to promote sustainable agriculture by delivering customized products - to make their supply chains smart and sustainable. Its potential is demonstrated through four case studies.
DOI: 10.5281/zenodo.5062999
title: Dissolved organic matter degradation in the freshwater portion of the St. Lawrence River (2019)

description: During the summer of 2019, we sampled a 207 km transect of the St. Lawrence, a large temperate river in which flows two strikingly distinct water masses in terms of origin as well as chemical and physical properties. We then assessed dissolved organic matter bio- and photo-reactivity at 40 sites along the river through a series of standardized incubations and exposure to simulated sunlight, and then used water irradiance and morphometric profiles to estimate in situ areal rates of processing across the river. The main variables presented are DOC concentrations and DOM composition data generated by a PARAFAC model. In addition, this dataset also includes results for a suite of standard physical and chemical variables as well as light attenuation profiles obtained with a profiling radiometer.
DOI: 10.5281/zenodo.5062998
title: Dissolved organic matter degradation in the freshwater portion of the St. Lawrence River (2019)

description: During the summer of 2019, we sampled a 207 km transect of the St. Lawrence, a large temperate river in which flows two strikingly distinct water masses in terms of origin as well as chemical and physical properties. We then assessed dissolved organic matter bio- and photo-reactivity at 40 sites along the river through a series of standardized incubations and exposure to simulated sunlight, and then used water irradiance and morphometric profiles to estimate in situ areal rates of processing across the river. The main variables presented are DOC concentrations and DOM composition data generated by a PARAFAC model. In addition, this dataset also includes results for a suite of standard physical and chemical variables as well as light attenuation profiles obtained with a profiling radiometer.
DOI: 10.5281/zenodo.4006599
title: Freshwater zooplankton metapopulations and metacommunities respond differently to environmental and spatial variation data files

description: We used this data to examine how crustacean zooplankton and rotifer species’ metapopulation genetic structure and metacommunities respond to environmental and spatial variation both within and across four regions of boreal Canada (see Martin et al. in press, Freshwater zooplankton metapopulations and metacommunities respond differently to environmental and spatial variation, Ecology). Whole community zooplankton samples were collected from 113 lakes from four environmentally, geologically, and geographically distinct regions of Québec, Canada. Each lake was sampled once, and the bulk zooplankton samples were sequenced using metabarcoding targeting the cytochrome c oxidase subunit I (COI) mitochondrial gene region. Sequences were clustered to species based on 3% OTUs and within species-variation was captured based on ASVs. Read abundances were then normalized using rarefaction to the lowest library to accommodate differences in sequencing depth across sites. In addition 16 environmental variables plus two spatial variables were used to capture abiotic variation between lakes. The data files include the ASV sequences, OTU and taxonomic assignment, and site variables.
DOI: 10.17632/m57hzt92tb.1
title: Tariff-Adjustments and Intra-African Trade

description: The literature on the tariff – trade nexus currently provides limited or no guidance on whether tariff changes have symmetric effects on trade, and whether economic size affects trade benefits of tariff changes. An increase in tariffs may produce different trade effects from decreases in tariffs. If such asymmetry is proven, trade projections and policy decisions based on symmetric interpretation of tariff variations are bound to be unstable and misleading. Beyond the possible asymmetric effects of tariff changes, the smooth running of the AfCFTA also depends on the extent to which the trade-effect of tariff changes is contingent on economic size. On one hand, if smaller economies enjoy much smaller trade-gains from tariff reductions than larger economies, then smaller economies may be dis-incentivized from full participation in free trade area activities. On the other hand, if smaller economies gain more from tariff reductions than larger economies, then creation of the free trade area can be expected to reduce inequality and enhance trade integration across Africa. Overall, it is important to consistently track the effect of tariff reductions on AfCFTA member states even post implementation, to provide information for appropriate adjustment of trade rules and bring the best out of the agreement.
This study obtains trade-effects of tariff variations, as well as the interaction effects of tariff changes and economic size on bilateral trade. The overall effect of tariff adjustments is measured in terms of gross trade improvement without segregating this into trade diversion, and trade creation components as the focus is on overall trade improvement in Africa. 

The data covers bilateral trade information on 49 African reporting countries from 1992 to 2016. Variables covered include, the Gross Domestic Product (GDP) of both Reporter and Partner countries (in billions of USD), tariffs, contiguity-whether the trading partners share a common border or not, whether trade partners share a common official language or not, and whether a colonial relationship exists between the pair of trading countries (e.g South Africa and Namibia). Other variables include number of HS6 products imported, and value of imports (in Billions of USD), exchange rates, and institutional quality. The institutional quality variables used are rule of law ratio, and regulatory quality ratio.
DOI: 10.17632/zn4xv8j9sc.1
title: Codes for replication of the article "Climate change's impact on real estate prices in Chile"

description: This dataset consists of a README word file that describes all the codes necessary to replicate the analysis in “Climate change's impact on real estate prices in Chile”, PLOS Sustainability and Transformation, 2022 (Authors: Karla Hernández, Roberto Facundo Luna and Carlos Madeira). The dataset includes two zip files with the Stata, R and Python codes necessary to format the data and replicate the analysis. Interested researchers can easily modify the files 3_1_TC_regression.do, 3_2_ARClim_regression.do and 5_Simulations.do to test their own models and hypotheses.
DOI: 10.5281/zenodo.4245131
title: L'influence des conditions environnementales sur le déterminisme du sexe chez la moule bleue (Mytilus edulis)

description: L’accroissement de la population humaine mondiale a des répercussions majeures, ce n’est donc pas surprenant, compte tenu de la nécessité de nourrir une population grandissante au niveau planétaire, que la production en conchyliculture ait augmenté au cours des dernières décennies. Or, les connaissances acquises concernant les divers facteurs du déterminisme du sexe et du rapport des sexes chez les bivalves sont très limitées et cela pourrait ralentir grandement le taux de production des éleveurs et leur capacité à intervenir si les stocks venaient à diminuer de façon inquiétante. Certains travaux mentionnent que certains facteurs environnementaux, comme la température, auraient un effet sur le rapport des sexes chez une variété de bivalves, incluant la moule bleue commerciale <em>Mytilus edulis</em>, quoiqu’aucune étude n’ait validé cette dernière possibilité. Cela dit, il est possible que l’environnement des adultes puisse aussi affecter le phénotype de la progéniture. En effet, une transmission intergénérationnelle (Non pas des ratios, mais d’une résistance à certaines conditions) a déjà été identifiée chez<em> Mytilus</em>, mais la possibilité que les conditions des parents affectent le rapport des sexes spécifiquement n’a jamais été abordée. Il est toutefois connu qu’un facteur maternel présent dans l’œuf affecte le sexe de la progéniture et que cette espèce de bivalve a un mode de transmission des mitochondries particulier. Ce mode de transmission appelé « transmission doublement uniparentale » a rendu possible l’identification du sexe chez les embryons. De cette façon, 1938 embryons provenant de 25 croisements artificiels réalisés à trois températures et effectués lors de trois différentes années ont été analysés. Nos analyses mettent en évidence une variation significative dans la proportion de larves femelles entre les années passant de 64 % à 98 %. Dans certains cas, la proportion de femelle varie de 0 à 100 % entre les différents traitements. Même si un effet général sur le rapport des sexes n’était pas significatif, chaque croisement s’est avéré avoir une norme de réaction qui lui est propre face aux 3 différentes températures. Cette étude met en valeur l’effet important de l’environnement sur le déterminisme du sexe chez <em>M. edulis</em>, autant chez les parents que lors du développement des embryons.
DOI: 10.5281/zenodo.4245130
title: L'influence des conditions environnementales sur le déterminisme du sexe chez la moule bleue (Mytilus edulis)

description: L’accroissement de la population humaine mondiale a des répercussions majeures, ce n’est donc pas surprenant, compte tenu de la nécessité de nourrir une population grandissante au niveau planétaire, que la production en conchyliculture ait augmenté au cours des dernières décennies. Or, les connaissances acquises concernant les divers facteurs du déterminisme du sexe et du rapport des sexes chez les bivalves sont très limitées et cela pourrait ralentir grandement le taux de production des éleveurs et leur capacité à intervenir si les stocks venaient à diminuer de façon inquiétante. Certains travaux mentionnent que certains facteurs environnementaux, comme la température, auraient un effet sur le rapport des sexes chez une variété de bivalves, incluant la moule bleue commerciale <em>Mytilus edulis</em>, quoiqu’aucune étude n’ait validé cette dernière possibilité. Cela dit, il est possible que l’environnement des adultes puisse aussi affecter le phénotype de la progéniture. En effet, une transmission intergénérationnelle (Non pas des ratios, mais d’une résistance à certaines conditions) a déjà été identifiée chez<em> Mytilus</em>, mais la possibilité que les conditions des parents affectent le rapport des sexes spécifiquement n’a jamais été abordée. Il est toutefois connu qu’un facteur maternel présent dans l’œuf affecte le sexe de la progéniture et que cette espèce de bivalve a un mode de transmission des mitochondries particulier. Ce mode de transmission appelé « transmission doublement uniparentale » a rendu possible l’identification du sexe chez les embryons. De cette façon, 1938 embryons provenant de 25 croisements artificiels réalisés à trois températures et effectués lors de trois différentes années ont été analysés. Nos analyses mettent en évidence une variation significative dans la proportion de larves femelles entre les années passant de 64 % à 98 %. Dans certains cas, la proportion de femelle varie de 0 à 100 % entre les différents traitements. Même si un effet général sur le rapport des sexes n’était pas significatif, chaque croisement s’est avéré avoir une norme de réaction qui lui est propre face aux 3 différentes températures. Cette étude met en valeur l’effet important de l’environnement sur le déterminisme du sexe chez <em>M. edulis</em>, autant chez les parents que lors du développement des embryons.
DOI: 10.17632/d6b3756r64.1
title: Inventor Triad Dynamics and Invention Quality Dataset

description: Variables for regression of the study on the relation between inventor triad dynamics and invention quality
DOI: 10.17632/p5hdxstd7j.1
title: LINF_300005500

description: MATH domain containing protein
Leishmania infantum (strain JPCM5)
DOI: 10.17632/j9gscyy9v5.1
title: LINF_300005400

description: Uncharacterised protein family (UPF0220)
Leishmania infantum (strain JPCM5)
DOI: 10.17632/3zpfywtx4c.1
title: LINF_300005300

description: hypothetical protein - conserved
Leishmania infantum (strain JPCM5)
DOI: 10.17632/7bntk86n2d.1
title: LINF_300005200

description: cyclophilin 9 | CyP9
Leishmania infantum (strain JPCM5)
DOI: 10.17632/k79n9m3nm8.1
title: LINF_300005100

description: Alpha/beta hydrolase family protein
Leishmania infantum (strain JPCM5)
DOI: 10.17632/2b5p74thnn.1
title: LINF_300006000

description: hypothetical protein
Leishmania infantum (strain JPCM5)
DOI: 10.17632/ymdpyggbgs.1
title: LINF_300005900

description: hypothetical protein - conserved
Leishmania infantum (strain JPCM5)
DOI: 10.17632/v2g9j4dkh9.1
title: LINF_300005800

description: mitotic cyclin
Leishmania infantum (strain JPCM5)
DOI: 10.17632/9yc4625yzj.1
title: LINF_300005700

description: hypothetical protein - conserved
Leishmania infantum (strain JPCM5)
DOI: 10.17632/zyh72836r7.1
title: LINF_300005600

description: mitoribosomal protein mL80
Leishmania infantum (strain JPCM5)
DOI: 10.17632/5d87fprdg8.2
title: Invention Patents vs Research Articles Ratio study on WIPO, OECD, EU tables

description: 
1	DataSets for Paper-Patent comparison}
Three datasets for paper/patent related data.
The first three files are in Excel format the 4th in Python. The initial dataset is located first. 
Then selected subset and calculations are generated. 
1.1	 Article/patent ratio according to Global Innovation Index}
World Bank declared this dataset is classified as Public under the Access to Information Classification Policy under Definition: Scientific and technical journal articles refer to the number of scientific and engineering articles published in a lot of fields. Scientific and technical article counts are from journals classified by the Institute for Scientific Information's Science Citation Index (SCI) and Social Sciences Citation Index (SSCI).
We isolated two codes: 
1.	WIPO, Patent applications, residents indicator code 2012, 
2.	SCIMAGO, Scientific and technical journal articles indicator code 2015

Dutta, S., Lanvin, B., Wunsch-Vincent, S., 2020. Global innovation index 2020. WIPO, Johnson Cornell University. 
URL: https://www.globalinnovationindex.org/about-gii.

1.2	Article - patent ratio according to Global Innovation Index} 
All classifications and numbers are per country GDP. We focus on three items:
1.	PCT patents by origin/bn PPP USD GDP, 
2.	Scientific and technical articles/bn PPP USD GDP and 
3.	Citable documents H-index
OECD, 2014. Patents by main technology and by international patent classification (ipc) URL:  https://www.oecd-ilibrary.org/content/data/data-00508-en  , 
doi: https://doi.org/10.1787/data-00508-en 

1.3	Article Patent Ratio according European Patent office
Scientific and technical journal articles - tcdata360. URL: https://tcdata360.worldbank.org/indicators/IP.JRN.ARTC.SC?country=BRA&indicator=2015&viz=line_chart&years=2003,2016  .
Download link https://tcdata360-backend.worldbank.org/api/v1/datasets/56/dump.csv 

1.4 PYTHON sheet to solve min-max scaling data for PATENT/PAPER ratio
To compare patents with papers, normalize my data with min-max scaling method
The formula for calculating normalized score is the following
X new = (X — X min)/ (X max — X min)
1 Python 1 PDF file
DOI: 10.17632/dcdy79pjcw.1
title: Integrative analysis

description: Integrative analysis of DNA methylation and gene expression through machine learning identifies diagnostic and prognostic biomarkers for stomach cancer
DOI: 10.17632/frgm2ybytj.1
title: The augment of the stability in leaving original internal fixation with multidimensional cross locking plate through femoral anterior approach for aseptic femoral nonunion

description: Background: 
Intramedullary nail fixation is the gold standard for the treatment of fresh femoral shaft fractures. Although the incidence of nonunion has decreased significantly, it still occurs from time to time, reaching 1-10%. The main reason was thought as the insecure anti-rotational stability. A lateral locking plate (LP), leaving the nail in situ, was applied to the fracture site to counter the rotational instability. To achieve much more stability, massive surgical exposure was needed for a longer plate or more uni-cortical screws fixation. To solve this problem, a new designed Multidimensional Cross Locking Plate (MDC-LP) was designed. The purpose of this study is to investigate its clinical advantage compared to lateral LP.
Methods: In this retrospective study, forty-nine consecutive aseptic femoral nonunion from January 2015 to October 2019 were randomly assigned to treatment with MDC-LP (group A) and lateral LP (group B) and were analyzed after a minimum 1-year follow-up. The demographic data and surgical information were all compared. Functional outcomes were evaluated by Lower Extremity Functional Scale (LEFS) at last follow-up.
Results: There are no significant differences in the mean age, gender, BMI, time since injury, initial fracture (close/open), nonunion type or location between groups. A 2-months advantage in the time to union was seen in the patients treated with MDC-LP (4.09 months versus 6.8 months in the lateral LP: p= 0.000). All the patients in group A at 9 months postoperatively have bone union but 91% in group B (p=0.449), but all the patients in group A at 6 months have bone healing but 63.6% in group B (p=0.001). More bicortical screw fixation was seen in the treatment with MDC-LP (7 versus 2 in the lateral LP: p= 0.000). Less blood transfusion during hospitalization in group A (222ml versus 745ml in group B: p=0.000). In addition, smaller incision and shorter plate was used in group A compared to those in group B. Better functional outcome in the LEFS was seen in the patients treated with MDC-LP (73 versus 62 in group B: P=0.000). In group A, no complications were observed. However, in group B, 5/22 cases suffered superficial infection and 1/22 patients had persistent nonunion.
Conclusions: For the treatment of femoral nonunion, new designed MDC-LP may be a good option to enhance antirotation stability with retention of primary nailing by providing much more bicortical screw fixation and allow to be placed through femoral anterior approach with faster healing, less surgical trauma, and satisfactory functional outcome.
DOI: 10.17632/r26svs34s5.1
title: Xiaohongshu_data

description: This dataset contains UGC-related data collected from Xiaohongshu app. We select the  UGC related to product recommendations, and distinguish product types into search products and experience products (i.e., taking skincare products and cosmetics as experience products; meanwhile, mobile phones, computers and digital cameras as search products). After data preprocessing, we obtained a total of 16,974 records, including content information of UGC posts and personal information of their creators. 
All text fields have been datalized, some dummy variables are encoded (i.e., ProductType is encoded 0 for search products and 1 for experience products; Media is encoded 0 for photo-text format and 1 for video-text format; Cooperation is encoded 0 for organic post,1 for sponsored post).