cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/jtkgz3yfzg.1
title: CAIE_2022_instances

description: Test data used in "Scheduling and process planning for the dismantling shop with flexible disassembly mode and recovery level" in: Computers & Industrial Engineering (2022). Disassembly process data was synthesized using the random instance generator presented in Ehm (2019), https://doi.org/10.1007/s13243-018-0058-6.
While the format is ".dat" all data can be equally read as ".txt". 
The files comprise the following instances:
a, Data of the end-of-life engine case study: "ELV_engine_testinstance.dat" 
b, Data of the 24 random instances used in the computational experiments section

The notation is as follows:
n ... number of jobs/products
m ... number of machines/stations
p ... precedence degree i.e. probability that a tuple of joint detachment operations is constrained by a directed precedence relation (higher p corresponds to tighter precedence restriction)
k ... range for the number of single components or parts a product is composed of
DOI: 10.17632/626c9zcvy5.1
title: HDI data 

description: data for G7 countries for production , labor, capital, and government expenditure
DOI: 10.17632/cts42p7h5y.1
title: Anthropomorphism as differentiation strategy for standardized reusable glass containers

description: Our research model investigates the following hypotheses:
H1. An anthropomorphized label design of standardized packaging positively affects brand attitude. 
H2. An anthropomorphized label design of standardized packaging positively affects brand interest. 
H3. Brand attitude (a) and brand interest (b) mediate the impact of anthropomorphized label design of standardized packaging on purchase intention. 
H4. Brand attitude and brand interest sequentially mediate the impact of anthropomorphized label design of standardized packaging on purchase intention. 
The empirical study employed a one-factor (two-level) between-subjects design with anthropomorphism of the product label representing the manipulated variable. One-hundred fifty-one participants, recruited through the online platform “click-worker" participated in the experiment for a renumeration of 30 cents. 
H1 and H2 were tested with a MANOVA.
All hypotheses were part of a serial mediation analysis using PROCESS macro model 6 (A dummy for the two conditions was the independent variable, brand interest was specified as the first mediator, brand attitude represented the second mediator, and purchase intention was included as the dependent variable).
DOI: 10.17632/8p35pthpb8.1
title: CAIE_2022_results_files

description: Results files summarizing the solutions of the test instances used in "Scheduling and process planning for the dismantling shop with flexible disassembly mode and recovery level" submitted to: Computers & Industrial Engineering (2022). Instances are publicly availabe under: DOI:10.17632/jtkgz3yfzg.1. 
The solutions were obtained from:
a, Mathematical programming using the epsilon-constraint-method, for each instance, ".txt" files list objective values found in each epsilon-step and additional information on the solution process (e.g. Gap).
b, Multi-objective genetic algorithm (MOGA), ".csv" files list elite objective values and additional information on the solution process after termination of the algorithm for all runs and instances.

The notation is as follows:
n ... number of jobs/products
m ... number of machines/stations
p ... precedence degree i.e. probability that a tuple of joint detachment operations is constrained by a directed precedence relation (higher p corresponds to tighter precedence restriction)
k ... range for the number of single components or parts a product is composed of
DOI: 10.17632/nk77w7pkvw.1
title: Original Western blot images related to Figure S5

description: Western-blot analysis of EGFR activation upon different treatments indicated
DOI: 10.17632/spfmdng5dz.1
title: Becoming a mother shifts the activity of the social and motivation brain networks in mice

description: Data from two experiments are provided.

EXPERIMENT 1.  cFos expression in the Socio-Motivational Brain Network in females exposed to pups or buttons; data on pup-elicited behaviours are also provided.

Two kinds of females (Virgin or Late Pregnant - LP) were exposed to one of two stimulus (3-day old Pups or Buttons). This is a classic 2x2 experimental design. 

Each animal occupies a ROW. 

COLUMNS indicate: 
- Animal code, female class, stimulus it was exposed to
- Data on the different behavioural items registered, or the scores calculated (see STAR Methods)
- Density of cells (per square mm of tissue sampled) positive for cFos in the different nuclei of the sociosexual brain network (SBN)
- Density of cells (per square mm of tissue sampled) positive for cFos in the different nuclei of the Motivation Brain Circuit 

These data have been used for Figures 1-3 and, after processing, for the rest of the figures of the paper. 
Behavioural data were used for Table S1 and, after processing, for Tables S2 and S3 and Figure S2.

EXPERIMENT 2. Button-elicited behaviours in Virgin and Late Pregnant females
Two kinds of females (Virgin or Late Pregnant - LP) were exposed to buttons. The experimental design mimics the previous experiment. 

Each animal occupies a ROW. 

COLUMNS indicate: 
- Animal code, female class
- Number of episodes of sniffing at the buttons during the test
- Total time sniffing buttons 
- Number of episodes of interacting with the homecage mate female
- Total time sniffing at the homecage mate female 

These data have been used for Figure S1
DOI: 10.7284/147383
title: Multiplexed data collected during research cruise HRS2110 using a UDel UDEL SMS instrument system onboard the platform RV Hugh R. Sharp

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/147381
title: GNSS (Global Navigation Satellite System) data collected during research cruise HRS2110 using a Furuno GP-37 instrument system onboard the platform RV Hugh R. Sharp

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/147382
title: INS (Inertial Navigation System) data collected during research cruise HRS2110 using a Applanix POS/MV-320 V5 instrument system onboard the platform RV Hugh R. Sharp

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.17632/3gm3752rrw.1
title: The landscape of R-loop binding proteins implicates therapeutic strategies in colorectal cancer.

description: The original data and supplementary tables.
DOI: 10.17632/5xnj2z5z48.1
title: Tests and Complaints

description: A tiny sample of raw data of automatic production tests and its relation with the occurrence of quality complaints with anonymized information from Bosch Car Multimedia Portugal company.
DOI: 10.17632/kmgcd8hskh.2
title: Probabilistic gamble tasks experiment and Coloured ball gamble tasks experiment

description:   Following the traditional setup of the Allais-type betting task, two behavioral experiments including eight sets of gamble tasks were designed using the first set of gamble tasks in the Allais Paradox as the base template. One set of experiments describes the base rate information of the wagering tasks in the form of probabilistic combinations in order to better restore the decision environment of the traditional Alley-type wagering tasks. The other set of experiments was based on Experiment 1, which replaced the probabilistic descriptions with frequency representations in the form of images (Coloured ball gamble tasks) to again examine the participants' decision making.
DOI: 10.17632/pd854w5cyy.1
title: Lactate is an Epigenetic Metabolite that Drives Survival In Model Systems of Glioblastoma

description: Uncropped images of western blot data for all the Figures and Supplementary Figures.
DOI: 10.17632/w4y2sbjnkt.1
title: Priorities for the climate change goal of sustainable development

description: Dataset:
Accessible green energy (ACG)
Government support (GPR)
Cost benefit evaluation (CSN)
International cooperation (ICP)
Technological improvement (THV)
DOI: 10.17632/bkhrks6x3m.2
title: Development of a low-cost IoT system based on LoRaWAN for monitoring variables related to electrical energy consumption in low voltage networks

description: Hardware-software design to build an IoT system for monitoring electrical variables in small factories or industries.
DOI: 10.17632/wpxb2mkx2m.1
title: 3D Digital Outcrop Models Late Jurassic (Oxfordian) Hanifa Fm - Wadi Birk, Central Saudi Arabia: Shallow marine carbonate platform sediments equivalent to Arabian subsurface reservoirs

description: In February 2019 drones were utilized to collect aerial imagery of the Tuwaiq mountain outcrops in central Saudi Arabia exposing the Hanifa Formation at Wadi Birk. A 4x4 km2 was selected for the drone survey, where the study area was scanned by a fixed-wing (Wingtra) UAV for top-down view and a hexacopter (DJI M-600) for cliffs (oblique view). Both the drones were equipped with a 42-megapixel camera. During the data collection, a total of >10,000 photographs with 70% overlap were collected. Ground control points (GCPs) were laid before the survey in the study area. The imagery for the nadir survey was collected from 130 m above the ground elevation in auto mode, whereas the oblique cliff imagery was collected manually at 50-100 m distance away from the cliff face. The aerial imagery was then stitched using the Structure from Motion (SfM) technique (Pix4D and Agisoft) to develop the 3D Digital Outcrop Models. A total of eight models have been created. Seven models are for the oblique cuts of the cliff and vary in resolution from 2x2 cm2 per pixel to 5x5 cm2 per pixel, whereas one is a top-down view/nadir model that is approx. 5x5 cm2 per pixel in resolution. This dataset provides the location of the Digital Outcrop Models and the .obj files for the models.
These outcrop datasets display the Late Jurassic – Oxfordian Hanifa Formation, which is in this location composed of shallow marine lagoonal carbonate platform strata. These are equivalent in facies to many Oxfordian and Kimmeridgian subsurface reservoirs of the Arabian platform and elsewhere in the Middle East.
DOI: 10.17632/vkxgjp286s.1
title: A Novel Model of the Stress Relaxation Behavior of a Steerable Catheter - Raw Data

description: The load cell data of the pull wire tension in voltage. The bending moment presented in the paper has offset the raw data to make the starting of the ramp as 0 seconds.
DOI: 10.17632/gfyhtx7938.1
title: A Novel Model of the Stress Relaxation Behavior of a Steerable Catheter - Processed Data

description: The time in this data is matched with the load cell data. In the paper, the starting time of the ramp is set as 0 seconds by giving the offset to the time.
DOI: 10.17632/8c82s62kky.1
title: Factors affecting cross-language activation and language mixing in bilingual aphasia: A case study

description: We present data from a single bilingual individual with aphasia, whose speech was prone to language-mixing behaviours. We designed a picture naming task with 3 different conditions: monolingual, bilingual, and subsequent-retrieval (called "switch" in the datafile). We investigated the influence of language mode, language, task, and a continuous measure of cognateness on accuracy, response time and language selection errors. Data includes the participant's transcribed responses on 1500 trials (250 for each condition in each language), coded for accuracy and response type, with response times for accurate responses. Data also includes values of individual psycholinguistic variables.
DOI: 10.3886/icpsr38458.v1
title: Focus Groups on Public Attitudes about Genomic Expansion Study (PAGES), United States, 2017
title: Version 1

description: The Focus Groups on Public Attitudes about Genomic Expansion (PAGES) study conducted focus groups comprised of members of the public in order to examine public opinions about the expansion of genomic technologies. Each focus group followed a moderator guide that contained two scenarios for discussion: one describing germline gene editing and the other somatic gene editing for the treatment of disease in humans. Participants were asked to describe their understanding of gene editing technologies and their own beliefs on their appropriate application in the clinic.
description: The purpose of this study is to develop and refine a survey instrument. This survey instrument will be used in a focus groups to inform the development of the survey content and approach.
description: Datasets: DS1: Focus Groups on Public Attitudes about Genomic Expansion Study (PAGES), United States, 2017
description: A total of 50 participants in the upper Midwest participated in 6 focus groups.
description: on-site questionnaire
DOI: 10.3886/icpsr38458
title: Focus Groups on Public Attitudes about Genomic Expansion Study (PAGES), United States, 2017
title: Archival Version

description: The Focus Groups on Public Attitudes about Genomic Expansion (PAGES) study conducted focus groups comprised of members of the public in order to examine public opinions about the expansion of genomic technologies. Each focus group followed a moderator guide that contained two scenarios for discussion: one describing germline gene editing and the other somatic gene editing for the treatment of disease in humans. Participants were asked to describe their understanding of gene editing technologies and their own beliefs on their appropriate application in the clinic.
description: The purpose of this study is to develop and refine a survey instrument. This survey instrument will be used in a focus groups to inform the development of the survey content and approach.
description: Datasets: DS1: Focus Groups on Public Attitudes about Genomic Expansion Study (PAGES), United States, 2017
description: A total of 50 participants in the upper Midwest participated in 6 focus groups.
description: on-site questionnaire
DOI: 10.17632/wz7cngn5xt.1
title: miR-128-3p inhibits the inflammation by targeting MAPK6 in penicillin-induced astrocytes

description: The data included original western blotting images. They also included RT-qPCR, cell proliferation data in Excel forms.
DOI: 10.6084/m9.figshare.20066465
title: SRR3414637.uniq.sorted.bam

description: bioinformatics data
DOI: 10.6084/m9.figshare.20066465.v1
title: SRR3414637.uniq.sorted.bam

description: bioinformatics data
DOI: 10.17632/yvxjbx8bt2.1
title: Inclusion and exclusion criteria

description: Inclusion and exclusion criteria for the study "A comparison of invasive squamous cell carcinoma greater than 1 year after treatment with 5-fluorouracil, imiquimod, or photodynamic therapy with aminolevulinic acid"
DOI: 10.7284/147395
title: Multiplexed data collected during research cruise HRS2113 using a UDel UDEL SMS instrument system onboard the platform RV Hugh R. Sharp

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/147393
title: GNSS (Global Navigation Satellite System) data collected during research cruise HRS2113 using a Furuno GP-37 instrument system onboard the platform RV Hugh R. Sharp

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/147394
title: INS (Inertial Navigation System) data collected during research cruise HRS2113 using a Applanix POS/MV-320 V5 instrument system onboard the platform RV Hugh R. Sharp

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.6084/m9.figshare.20068817
title: SCCA treatment data

description: Serum SCCA data by GC-MS ELISA data from cell culture treatments BODIPY assay data by fluorescence microscopy
DOI: 10.5281/zenodo.6642229
title: seshatdb (Equinox Packaged Data)

description: This is the first official release of Equinox Data on GitHub / Zenodo.
DOI: 10.17632/7tkmt8pcpz.2
title: DIP paper 10 june 2022 YECSS-D-22-00126

description: Over 2017-2019 and 2022 a series of data on surface temperature nutrients, dissolve oxygen, fecal load, transparency, and other basic parameters were collected in four points of the inner coastal lagoon Estero Salado, Guayaquil, Ecuador
DOI: 10.6084/m9.figshare.20066459
title: SRR3414636.uniq.sorted.bam

description: Bioinformatics data
DOI: 10.6084/m9.figshare.20066459.v1
title: SRR3414636.uniq.sorted.bam

description: Bioinformatics data
DOI: 10.17632/c696dvvynf.1
title: Genetic determinants of host tropism in Klebsiella phages

description: Bacteriophages play key roles in bacterial ecology and evolution and are potential antimicrobials. However, the determinants of phage-host specificity remain elusive. Here, we used 46 newly-isolated phages to challenge 138 representative clinical isolates of Klebsiella pneumoniae, a widespread opportunistic pathogen.  We tested all phage-bacterium pairs by spot-testing and confirmed positive results by bactericidal, progeny production, capsule depolymerization, and adsorption assays. Using full-length phage and host genome sequences, we applied computational methods to test how different bacteria and phage traits predict infection.
DOI: 10.17632/3c2jsp856z.1
title: Supplementary Figure 1

description: Selection Process for Inclusion or Exclusion of Studies
DOI: 10.17632/rdsbds6r6r.1
title: Filtering criteria

description: ICD-9, ICD-10, and CPT codes used to identify patients and process data from Optum.
DOI: 10.26025/1912/29009
title: Southern Cape Cod Bay hypoxia data

description: This project investigated the distribution of low dissolved oxygen bottom waters (hypoxia) in southern Cape Cod Bay. Hypoxia was documented for the first time in late summer 2019 and 2020 despite extensive monitoring for the past decade. The data include: 1) measurements of bottom dissolved oxygen collected in 2019 by the Massachusetts Division of Marine Fisheries (MDMF) and the Center for Coastal Studies (CCS) ; 2) full water column profiles of temperature, salinity, chlorophyll fluorescence, dissolved oxygen concentration and optical backscatter collected in late summer 2020 by the Woods Hole Oceanographic Institution (WHOI); 3) monthly water quality data including CTD with dissolved oxygen and chlorophyll fluorescence and discrete bottom samples analyzed for dissolved nutrients collected by the CCS for the period 2011-2020; 4) inorganic nutrients from discrete surface and bottom samples collected monthly for the period 2006-2020; 5) bottom temperature data collected the Wreck of Mars location by the MDMF over the period 1991-2021. 

There are four separate data sets included: 1) MDMF and CCS bottom dissolved oxygn from 2019; 2) CTD and ancillary data collected by WHOI in 2019; 3) CCS monthly survey data from 2011-2020; and 4) bottom temperature data collected by MDMF for 1991-2021. 
1) MDMF/CCS dissolved oxygen data was collected from ship-based surveys using an YSI 6920 V2-2 data sonde; 2) WHOI CTD data was collected from vertical casts made from a small research vessel using an RBR CTD; 3) CCS CTD data was collected from vertical casts made from a small research vessel using a SeaBird Electronics CTD; 4) MDMF temperature data was collected from a bottom mounted temperature logger. 
Related Publications: Scully, M.E., W.R. Geyer, D. Borkman, T.L. Pouch, A. Costa, and O.C. Nichols, in press. Unprecedented summer hypoxia in southern Cape Cod Bay: An ecological response to regional climate change? Biogeosciences.
DOI: 10.17632/gw23dgzn6h.4
title: Sailboat Hull Resistance Dataset and Predictive Model

description: This document contains a dataset and a predictive model.
The dataset is based on three sailboats systematic series with measurement of hull resistance through water: The Delft Series, US Sailing Series and Il Moro di Venezia Series. The data are stored in a Coma Separated Virgula text file (“Sailboat Hull Resistance Dataset V01.csv”) whereas the semicolon has been used as a separator character. The table includes 1018 records corresponding to towing tank tests of the systematic sailboat hull series. Respectively, 702 records are related to the Delft Series, 108 records to the Il Moro di Venezia Series and 208 records to the US Sailing Series. The table possesses 21 fields that are described in detail in the metadata file (“Sailboat Hull Resistance Metadata V01.csv”).
The predictive model uses an Artificial Neural Network configured with 8 inputs to predict the hull resistance target variable “Rt/Delta * 10^3”. The inputs of the model are: The Froude number, the Reynolds number and the 8 principal components (PCA) of the following fields: Cp; Cm; Cb; Cw; Lwl/Bwl; Bwl/Tc; Lwl/Tc; Lwl/Vol^(1/3); Lcb/Lwl; Lcf/Lwl; Lcb/Lcf; Sc/Vol^(2/3); Aw/Vol^(2/3); Sc/Aw; Sc/Ax; Ax/Aw. The predictive model uses the PMML 4.2.1 data format (http://dmg.org/pmml/pmml-v4-2-1.html). The model is stored in the pmml file: (“ann_3-16_r2_0.998.pmml”). The neural network has 3 hidden layers of 16 neurons.
The details of the step by step procedures to use the predictive model are available in the paper referenced here: https://doi.org/10.1016/j.oceaneng.2022.111642.
DOI: 10.6084/m9.figshare.13335548.v2
title: geneMatrix

description: GENCODE gene models with 100+ annotations per gene. With readme<br>
DOI: 10.6084/m9.figshare.13335548.v3
title: geneMatrix

description: GENCODE gene models with ~100 annotations per gene. With readme. Updated 14 June 2022<br>
DOI: 10.25318/3210037601-eng
title: Egg production, Census of Agriculture, 2021

description: Census of Agriculture, 2021. Number of dozens of table eggs and hatching eggs in 2020.
DOI: 10.6084/m9.figshare.5738439.v11
title: Tattooed Human Mummies Database, Version 5.0

description: The following presents a global data set identifying naturally- and deliberately preserved tattooed human remains from the archaeological record. The initial version of this list (Version 1.0) was compiled in 2016 for inclusion as Table 1 in the journal article “The World’s Oldest Tattoos” (Deter-Wolf et al. 2016). Benoît Robitaille, Lars Krutak, and Sébastien Galliot all contributed to that initial effort. Changes between versions are detailed below.<br>Entries in the data table are organized broadly by date, and rely on direct dating wherever possible. Where radiocarbon data is available, dates represent calibrated ranges. Each entry also includes documentation as to the associated archaeological culture, site, and significant source material. Citations are not comprehensive. At the present time, historical European examples, unpublished and/or unprovenienced specimens from museums and private collections, and deliberately-preserved historical skin samples are not generally included in the data set.<br>
DOI: 10.25318/3210037601-fra
title: Production d’œufs, Recensement de l’agriculture, 2021

description: Recensement de l’agriculture, 2021. Nombre de douzaines d’œufs de consommation et d’œufs d’incubation en 2020.
DOI: 10.5281/zenodo.6643278
title: Kiswahili-Tz-Hansard

description: This is a dataset of publically available Tanzania Hansard documents, in Kiswahili. It contains 2735 png images of pages from pdf documents, and text files containing transcripts obtained from the OCR tool tesseract-ocr. The images are obtained via scanning pdf files using imagemagick. Its intended use is in how improvements to language/word sequence modeling can improve OCR in a low-resource setting, and as a record of the accuracy of pre-existing OCR tools that use language models before any other methods are applied.
DOI: 10.5281/zenodo.6636621
title: Kiswahili-Tz-Hansard

description: This is a dataset of publically available Tanzania Hansard documents, in Kiswahili. It contains 2735 png images of pages from pdf documents, and text files containing transcripts obtained from the OCR tool tesseract-ocr. The images are obtained via scanning pdf files using imagemagick. Its intended use is in how improvements to language/word sequence modeling can improve OCR in a low-resource setting, and as a record of the accuracy of pre-existing OCR tools that use language models before any other methods are applied.