cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.20398878
title: How seeds and growth dynamics influence plant size and yield: Integrating trait relationships into ontogeny

description: The "SeedGrowth" folder consists of three subfolders: <br> The "data" subfolder contains all the input (raw) data. This includes the destructive data used to calibrate mass and area (harvest.xlsx) and the non-destructive data used to fit growth curves (monitoring.xlsx), as well as the yield data (yield.xlsx) with information on seed mass and reproductive output of each plant. <br> The "script" subfolder contains an R file documenting the data preparation. <br> The "output" subfolder contains the processed dataset used for statistical analyses.
DOI: 10.6084/m9.figshare.19422276
title: Apostasy of an “Anti-Assessment” Curmudgeon: Developing a Geographic Concept Inventory for Assessing Program-Level Learning Outcomes in a Department of Geography

description: <i>Apostasy</i> is defined as the abandonment or renunciation of a religious or political belief. This article describes the apostasy of a professor of geography with respect to their initial hostility toward the utility of learning outcomes assessments. This apostasy motivated the development of assessment instruments that could provide evidence that graduating geography and environmental science majors possessed more skills and knowledge and confidence in their skills and knowledge than they did as incoming first-year students. The instruments we developed for learning outcomes assessment are described and presented. Qualitative and statistical analyses of several years of data demonstrate statistically significant improvements in the objective quizzes and self-assessments of the graduating students. The results provided a satisfying body of evidence suggesting that the teaching and learning taking place in our department are effective while also identifying some issues we need to address. These data provide a mechanism for the faculty to reflect on our curriculum and teaching practices to identify ways to improve them. These instruments are used on an on-going basis to inform departmental program reviews, to field inquiries from accreditation teams, and to promote the department within the university.
DOI: 10.6084/m9.figshare.19422276.v1
title: Apostasy of an “Anti-Assessment” Curmudgeon: Developing a Geographic Concept Inventory for Assessing Program-Level Learning Outcomes in a Department of Geography

description: <i>Apostasy</i> is defined as the abandonment or renunciation of a religious or political belief. This article describes the apostasy of a professor of geography with respect to their initial hostility toward the utility of learning outcomes assessments. This apostasy motivated the development of assessment instruments that could provide evidence that graduating geography and environmental science majors possessed more skills and knowledge and confidence in their skills and knowledge than they did as incoming first-year students. The instruments we developed for learning outcomes assessment are described and presented. Qualitative and statistical analyses of several years of data demonstrate statistically significant improvements in the objective quizzes and self-assessments of the graduating students. The results provided a satisfying body of evidence suggesting that the teaching and learning taking place in our department are effective while also identifying some issues we need to address. These data provide a mechanism for the faculty to reflect on our curriculum and teaching practices to identify ways to improve them. These instruments are used on an on-going basis to inform departmental program reviews, to field inquiries from accreditation teams, and to promote the department within the university.
DOI: 10.17632/n6fnpc8jm6.2
title: Spectral Sub-Band Filter Dependent Windowing Music Mood Classification Machine Learning Dataset

description: This dataset contains the generated features and targets used for training music mood classification systems in [1]. The data contains mean and standard deviation summaries of the sub-band filter-dependent windowing features extracted from the ‘Mirex-Like Mood' - 'PandaMood’ Dataset [2]. Data is in CSV format; feature names contain the following suffixes: f (1-10), mean or std. The 'f' suffix specifies the sub-band filter index while 'mean' or 'std' is the statistical summary. Please refer to the source [1] for the extraction specification details.

References:
[1] F. Prezja, “Developing and testing sub-band spectral features in music genre and music mood machine learning,” Master Thesis, University of Jyväskylä, Jyväskylä, November. 2018. [Online]. Available: https://jyx.jyu.fi/bitstream/handle/123456789/60963/1/URN%3ANBN%3Afi%3Ajyu-201901081104.pdf
[2] R. Panda, R. Malheiro, B. Rocha, A. P. Oliveira, and R. P. Paiva, “Multi-Modal Music Emotion Recognition: A New Dataset, Methodology and Comparative Analysis,” 10th Int. Symp. Comput. Music Multidiscip. Res. – C. 2013, pp. 570–582, 2013.
DOI: 10.17632/nzf7ym9h6w.2
title: Spectral Sub-Band Filter Dependent Windowing Music Genre Classification Machine Learning Dataset

description: This dataset contains the generated features and targets used for training music genre classification systems in [1]. The data contains mean and standard deviation summaries of the sub-band filter-dependent windowing features extracted from the fault-filtered version of the GTZAN audio genre dataset [2]. Fault filtering specifications are described in [1]. Data is in CSV format; feature names contain the following suffixes: f (1-10), mean or std. The 'f' suffix specifies the sub-band filter index while 'mean' or 'std' is the statistical summary. Please refer to the source [1] for the extraction specification details.

References:
[1] F. Prezja, “Developing and testing sub-band spectral features in music genre and music mood machine learning,” Master Thesis, University of Jyväskylä, Jyväskylä, November. 2018. [Online]. Available: https://jyx.jyu.fi/bitstream/handle/123456789/60963/1/URN%3ANBN%3Afi%3Ajyu-201901081104.pdf
[2] G. Tzanetakis and P. Cook, “Musical genre classification of audio signals,” IEEE Trans. Speech Audio Process., vol. 10, no. 5, pp. 293–302, Jul. 2002.
DOI: 10.17632/vm5wgx9zz4.1
title: Supplemental File S1 Managing organic dairy herd health 

description: This is an interview instrument for veterinarians and dairy herd health specialists
DOI: 10.6084/m9.figshare.20399070
title: SMISES data July 2022.dta

description: To create this dataset, sexual minority adolescents (n=186) were asked about the level of support and relevant information they received in their sex education classes.
DOI: 10.17632/6rpf6r3nvb.4
title: Modeling The Health Effects of Adding Bicycle & Pedestrian Paths At The Census Tract-Level Supplementary Information

description: Background: Adding additional bicycle and pedestrian paths (BPPs) to an area should lead to improved health outcomes of residents over time. However, quantitatively determining which areas stand to benefit more from BPPs, how many miles of BPPs are needed, and the health outcomes that may be most improved remain open questions.
Objective: Our work provides and evaluates a methodology that offers actionable insight for city-level planners, public health officials, and decision makers tasked with the question: “To what extent will adding specified BPP milage to a census tract improve residents’ health outcomes over time?”
Methods: We conduct factor analysis on data from the American Community Survey (ACS), CDC 500 Cities Project, Strava and BPP location and usage data from two different cities (Norfolk, VA and San Francisco, CA). We construct two city-specific factor models and use an algorithm to predict the expected mean improvement that a specified amount of BPP miles contributes to identified health outcomes.
Results: We show that given a factor model constructed from data from 2011-2015, an amount of additional BPP miles in the year 2016 and a specific census tract, our models forecasts health outcome improvements in 2020 more accurately than two alternative approaches for both Norfolk, VA and San Francisco, CA. Furthermore, for each city we show that the additional accuracy is a statistically significant improvement (P<.001 in every case) compared to the alternate approaches. For Norfolk, VA (n=31 census tracts) our approach estimates, on average, the: (a) % of individuals with high blood pressure in the census tract within 1.49% (0.85), (b) % of individuals with diabetes in the census tract within 1.63% (0.59), and (c) % of individuals who suffer more than two weeks worth of poor physical health days in the census tract within 1.83% (0.57). For San Francisco (n=49 census tracts), our approach estimates, on average, the: (a) % on individuals who suffer a stroke in the census tract within 1.81% (0.52), and (b) rate of % of individuals with diabetes in the census tract within 1.26% (0.91). 
Conclusions: We propose and evaluate a methodology to enable decision-makers to: (1) weigh the extent to which two BPPs of equal cost proposed in different census tracts improve residents’ health outcomes, (2) identify areas where BPPs are unlikely to be effective interventions and other strategies should be employed and (3) quantify the minimum amount of additional bicycle path miles needed to maximize health outcome improvements. Our methodology shows statistically significant improvements, compared to alternative approaches, in historical accuracy for two large cities, for 2016, in different geographic areas and with different demographics.
DOI: 10.17632/sj6c52bb36.1
title: Histograms_Population123

description: Histograms of race 2 anthracnose disease rating data in F2 populations ( (PI 189225 x New Hampshire Midget, Perola x PI 189225, and Verona x PI 189225) in watermelon.
DOI: 10.17632/jp6frx2gwf.1
title: Disease rating_Population123

description: Race 2 anthracnose disease rating data for genetic study in three watermelon populations: population 1 (PI 189225 x New Hampshire Midget), population 2 (Perola x PI 189225), and population 3 (Verona x PI 189225).
DOI: 10.17632/77p6rzb73n.4
title: CSQ: A synthesized code smells and quality dataset 

description: The dataset contains synthesized code smells, quality, source code metrics information of 60 versions under 10 different repositories. The dataset is extracted into 3 levels: (1) Class (2) Method (3) Package. The dataset is created upon analyzing 9,420,246 lines of code and 173,237 classes.  The provided dataset contains three folders: codesmells, quality attributes, synthesized and four associated Comma Separated Values (CSV) files: repositories.csv, versions.csv, codesmells.csv and attribute − details.csv. The first file (repositories.csv) contains general information (repository name, URL, number of commits, stars, forks, etc.) to understand the size, popularity, and maintainability.   File versions.csv contains general information (version unique ID, number of classes, packages, external classes, external packages, version repository link) to provide an overview of versions and how over time the repository continues to grow. File  attribute-details.csv  contains detailed information  (attribute name,  attribute short form, category, and description) about extracted static analysis metrics and code quality attributes.  The short form is used in the real dataset as a unique identifier to show value for packages, classes, and methods. File codesmells.csv provides the information (Rule, Code Smell, Rule Description) of code smells analyzed from each version.
DOI: 10.17632/n6vsk9n6pm.1
title: Polymerization and copolymerization of N-(2,3-epoxypropyl)-4,5,6,7-tetrahydroindole

description: Polyesters of N-epoxypropyl-4,5,6,7-tetrahydroindole (in up to 61 % yield, Mw = 8.7-11.7 kDa) and copolymers with ethylene glycol methylglycidyl ether (Mw = 5.6-14.2 kDa) and ethylene glycol vinylglycidyl ether (Mw = 6.4-12.3 kDa) have been synthesized via anionic polymerization in the presence of KOH without solvent. The polymerization involves the opening of the epoxy ring to deliver the linear polyesters bearing free tetrahydroindole rings and oxyethylene or vinyloxy groups in the side chain. The polyesters are soluble in ethanol, benzene, chloroform, dioxane, DMF, and DMSO.
DOI: 10.17632/p6hydmxfzb.2
title: GRL_Kuriyama_etal_2022

description: This is a repository of data presented in  "Compton camera imaging of a gamma-ray glow from a thunderstorm" submitted to Geophysical Research Letters.
DOI: 10.17632/9s5bndcx6b.1
title: The COVID-19 Pandemic and Non-COVID-19 Healthcare Utilization in Mexico

description: Data comes from administrative records from Mexico’s Ministry of Health from July 2017 to June 2021. This data covers 14,299 consultation units and 775 hospitals from the 32 Mexican States, all of which are public institutions.
DOI: 10.17632/rt55j2tcy3.3
title: Raw data for electricity, gas, kerosene, firewood and charcoal prices for six geopolitical zones in Nigeria

description: Raw data for annual electricity, gas, kerosene, firewood, and charcoal prices for six geopolitical zones in Nigeria is presented. Related Research Article: Emodi, N. V., Haruna, E. U., Abdu, N., Morataya, S. D. A., Dioha, M. O., & Abraham-Dukuma, M. C. (2022). Urban and rural household energy transition in Sub-Saharan Africa: Does spatial heterogeneity reveal the direction of the transition?. Energy Policy, 168, 113118.
DOI: 10.17632/j739yc6cgc.1
title: urban forest

description: This data contain of:
1. Data of satellite imagery of PlanetScope of University of Brawijaya with 3m spatial resolution.
2. Data training and testing in CSV format
3. R Script of four different algorithms (XGBoost, Random Forest, Support Vector Machine, and Neural Networks)
The manuscript that using this dataset has been submitted to F1000 Research (https://f1000research.com/)
DOI: 10.17632/36xzdwnrbw.3
title: Regional control structures of kimberlite emplacement in the southern São Francisco Craton basement: a multidisciplinary approach including a representative example from Junco diatreme (Divinópolis, MG, Brazil)

description: Electron probe microanalysis of grains of pyrope, diopside, ilmenite and chromite collected in regolitic soil over the Junco kimberlite, município de Divinópolis (MG), Brazil.
DOI: 10.17632/d6m9c2s4yt.1
title: Hematological profile data of individuals exposed to mercury in the interior of the Amazon

description: Human contamination of Hg occurs through the consumption of fish contaminated with MeHg, an organic form and the most toxic of the metal, due to its ability to bioaccumulate and biomagnify in the trophic chain. Considering that studies carried out in riverside communities in the Amazon have already revealed high levels of Hg in fish from this region and high levels of total Hg and MeHg in these populations, configuring a chronic exposure in these communities, the data presented refer to the hematological profile of individuals from different locations. from the municipality of Santarém, Pará (urban area, plateau and floodplain). These data are linked to the Research Protocol approved by the CEP of the State University of Pará-UEPA, under the opinion of 1,127,108. To obtain the data, a semi-structured questionnaire was applied and blood was collected. After answering the questionnaire and signing the informed consent, 10 mL of sample was collected by venipuncture from each volunteer. This amount was divided into two 5 mL tubes with an EDTA additive. One tube was intended for carrying out the blood count and the other was intended for the measurement of Hg. The tube for performing the blood count was kept at room temperature until the time of execution, and the period between collection and analysis did not exceed 24 hours. The tube intended for the measurement of Hg was frozen. And Hg dosages were performed within a period of up to 15 days after collection. The Hg was measured in the laboratory of Bioprospection and Molecular Biology at Ufopa. The equipment used was the DMA-80 Direct Mercury Analyzer (Milestone), which expresses the Hg values through the atomic absorption spectrophotometry technique. All samples were performed in duplicates to increase the reliability of the expressed value. The reference value used for Hg was established by the WHO (1990), with a value of up to 10 μg/L being considered acceptable. For the exposure classification, all individuals who presented values above 10 μg/L were considered exposed. The blood count was performed on the MINDRAY BC 5380 equipment, fully automated and interfaced. The procedure was divided into two parts: automated reading and microscopic analysis. For microscopic analysis, a blood smear was made and subjected to rapid panopticon staining. Then the slides were analyzed microscopically to describe the cell morphology and to verify if the microscopic part was consistent with the automation. A double-blind control was performed for each batch of ten slides by two pharmaceutical microscopists specialized in clinical analysis. These data arouse the interest of better understanding the clinic of individuals environmentally exposed to Hg in the interior of the Amazon, since the signs and symptoms of exposure are very unspecific, and can, therefore, be confused with the signs and symptoms of diseases with the diagnostic plan. already defined.
DOI: 10.17632/p3rpt2dz85.1
title: LINF_300039600

description: CAS/CSE/importin domain protein
Leishmania infantum (strain JPCM5)
DOI: 10.17632/xhgk4f5wv8.1
title: LINF_300039500

description: PAS-domain containing phosphoglycerate kinase | PAS-PGK
Leishmania infantum (strain JPCM5)
DOI: 10.17632/9wp56jkpnr.1
title: LINF_300039300

description: calmodulin-related protein
Leishmania infantum (strain JPCM5)
DOI: 10.17632/dz8wb5z33r.1
title: LINF_300038900

description: Protein of unknown function - conserved
Leishmania infantum (strain JPCM5)
DOI: 10.17632/ktc5b8ry3p.1
title: Snakes_Custom

description: Snakes 🐍
DOI: 10.57841/casdc.0000024
title: 1
DOI: 10.57841/casdc.0000025
title: 1
DOI: 10.6084/m9.figshare.21517284.v1
title: PPP Dispute Resolution Mechanism.sav

description: The dataset is about the responses of the private investors and the procurement authorities of public universities in Nigeria. The data variables computed are on causes of PPP disputes, dispute prevention strategies, and dispute resolution mechanisms (DRM). The aim is to develop a framework for dispute resolution in PPP arrangements adopted for the delivery of educational infrastructures in the Nigeria.
DOI: 10.5281/zenodo.7399608
title: Ultrasound assisted stabilization of fruit juices

description: The experimental conditions tested in the SHEALTHY project are collected in the dataset for experiments carried out using the ultrasonic probe with apple, carrot and orange juice.
DOI: 10.5281/zenodo.7399607
title: Ultrasound assisted stabilization of fruit juices

description: The experimental conditions tested in the SHEALTHY project are collected in the dataset for experiments carried out using the ultrasonic probe with apple, carrot and orange juice.
DOI: 10.6084/m9.figshare.21667565
title: Mira35c data

description: Mira35c data set
DOI: 10.6084/m9.figshare.21667565.v1
title: Mira35c data

description: Mira35c data set
DOI: 10.15151/esrf-es-968510705
title: First observationof X-ray Natural Circular Dichroism in achiral, non-polar crystals

description: Natural circular dichroism is the principal tool used to characterize chiral compounds. For this reason, the terms chirality and optical activity are often used interchangeably. However, these terms are distinct, which can be most clearly appreciated by comparing optical activity in the UV-visible range and in the X-ray range. Theoretically speaking, there are some enantiomorphic and UV-active crystal space groups where optical activity in the X-ray range is forbidden, while there also exists non-chiral space groups for which X-ray optical activity is allowed. As whatever is not forbidden must be observable, we here propose to record, for the first time, X-ray Natural Circular Dichroism (XNCD) for crystals belonging to the XNCD-active, but achiral and nonpolar, crystal class -42m.
DOI: 10.34740/kaggle/dsv/4659910
title: Global Genomic Neurofibromatosis Neoplasia
DOI: 10.5281/zenodo.7399501
title: Photodynamic sanitisation of fruits/vegetables by using High Intensity Pulsed Light

description: <strong>IRIS</strong> designed a sanitization chamber where fruits and vegetables (cherry tomato, spinach, lettuce) can be irradiated with high intensity pulsed light from the UVC to the NIR.
DOI: 10.5281/zenodo.7399502
title: Photodynamic sanitisation of fruits/vegetables by using High Intensity Pulsed Light

description: <strong>IRIS</strong> designed a sanitization chamber where fruits and vegetables (cherry tomato, spinach, lettuce) can be irradiated with high intensity pulsed light from the UVC to the NIR.
DOI: 10.5281/zenodo.7399665
title: Photodynamic sanitisation of fruits/vegetables by using High Intensity Pulsed Light

description: <strong>IRIS</strong> designed a sanitization chamber where fruits and vegetables (cherry tomato, spinach, lettuce) can be irradiated with high intensity pulsed light from the UVC to the NIR.
DOI: 10.5281/zenodo.7399681
title: Photodynamic sanitisation of fruits/vegetables by using High Intensity Pulsed Light

description: <strong>IRIS</strong> designed a sanitization chamber where fruits and vegetables (cherry tomato, spinach, lettuce) can be irradiated with high intensity pulsed light from the UVC to the NIR.
DOI: 10.6084/m9.figshare.19603753
title: MRR data

description: Drop velocity from MRR
DOI: 10.6084/m9.figshare.19603753.v1
title: MRR data

description: Drop velocity from MRR
DOI: 10.6084/m9.figshare.21674033
title: babolsar.xlsx

description: Related data to "<strong>Investigating the roles of Different Extracted Parameters from Satellite Images in Improving the Accuracy of Daily Reference Evapotranspiration Estimation"</strong>
DOI: 10.6084/m9.figshare.21674033.v1
title: babolsar.xlsx

description: Related data to "<strong>Investigating the roles of Different Extracted Parameters from Satellite Images in Improving the Accuracy of Daily Reference Evapotranspiration Estimation"</strong>
DOI: 10.5517/ccdc.csd.cc20sqxg
title: CCDC 1870816: Experimental Crystal Structure Determination

description: Related Article: shi yusheng|2022|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc27f11s
title: CCDC 2068104: Experimental Crystal Structure Determination

description: Related Article: shi yusheng|2022|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28ks5t
title: CCDC 2102456: Experimental Crystal Structure Determination

description: Related Article: Qi-Lin Guo, Bao-Liang Han, Cun-Fa Sun, Zhi Wang, Yunwen Tao, Jin-Qing Lin, Geng-Geng Luo, Chen-Ho Tung, Di Sun|2021|Nanoscale|13|19642|doi:10.1039/D1NR05567D
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.