cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/vzw944wghx.2
title: Local Climate Zone (LCZ) map of the São Paulo Metropolitan Region – 2002

description: Title
Local Climate Zone (LCZ) map of the São Paulo Metropolitan Region – 2002

Data Description
This map is part of a PhD research entitled “Vegetation, surface temperature and urban morphology. A portrait of the São Paulo Metropolitan Region”.
The data consists of a shapefile of the São Paulo Metropolitan Region LCZ map of 2002 at 100m and 250mspatial resolution, a QGIS layer setting (.qml) for official color settings and JPG images.
The LCZ classification used Landsat scenes and the Local Climate Zone Classification tool available at SAGA GIS version 2.2.0. We used Landsat7-ETM+ scenes path 219 row 76 and 77 from 20th April and 7th June 2002.
Projection: EPSG 31983 – Sirgas 2000/ UTM zone 23S.
For more information about the method please refer to: 
FERREIRA, L. S. (2019). Vegetação, temperatura de superfície e morfologia urbana: um retrato da região metropolitana de São Paulo. Available at: https://teses.usp.br/teses/disponiveis/16/16132/tde-02102019-173844/pt-br.php
Classes are represented by numbers as follows:
LCZ 1 (DN 1) - Compact highrise
LCZ 2 (DN 2) - Compact midrise
LCZ 3 (DN 3) - Compact lowrise		
LCZ 4 (DN 4) - Open highrise		
LCZ 5 (DN 5) - Open midrise		
LCZ 6 (DN 6) - Open lowrise		
LCZ 8 (DN 8) - Large lowrise		
LCZ 9 (DN 9) - Sparsely built		
LCZ A (DN 101) - Dense trees		
LCZ B (DN 102) - Scattered trees		
LCZ C (DN 103) - Bush, scrub		
LCZ D (DN 104) - Low plants		
LCZ E (DN 105) - Bare rock or paved	
LCZ F (DN 106) - Bare soil or sand
LCZ G (DN 107) – Water

LCZ 7 - Lightweight low-rise and LCZ 10 - Heavy Industry	were not used due to the lack of significand areas of these categories.

Acknowledgement
This research was supported by the São Paulo Research Foundation – FAPESP (Grants #2015/17360-341 5 and #2016/02825-5) and by the National Council for Scientific and Technological Development – 342 CNPq (Productivity Grant 309669/2015-4).
DOI: 10.17632/5m8bj4x7j2.1
title: Data_Mudiyanselage

description: This repository contains data used for a Satellite-Derived Bathymetry analysis using Sentinel-2 images, Airborne lidar bathymetry (ground-truth), random-forest modeling.
DOI: 10.17632/8kvdbhrgxt.3
title: Big Dataset of Optical-Wireless Cyber-Physical Systems for Optimizing Manufacturing Services in the  Internet of Things-enabled Industry 4.0

description: The data presented in the article provides a fundamental building block of the next-generation Internet of things-enabled optical-wireless communication architectures for big data gathering in the electronics manufacturing Industry 4.0.
•	The published data will guide scientists for low-cost and energy efficient integration of different types of cyber-physical systems with varying data capacity requirements, and operate them optimally within realistic network scenarios in the electronics manufacturing Industry 4.0.
•	The data presented in the article will serve as a guide for readers for closely monitoring the assembly and manufacturing processes in real-time to minimize the faulty products and to boost the production process with lesser human interventions in the electronics manufacturing Industry 4.0.
•	The published data can be used as a benchmark problem by researchers interested in artificial intelligence-based network analysis of different types of manufacturing systems in the manufacturing Industry 4.0.
DOI: 10.48370/ofd/dazn0m/nmsykg
title: Wowk Tomasz.pdf

description: :unav
DOI: 10.48370/ofd/dazn0m
title: Ocena udatności Dębu szypułkowego na gniazdach w Nadleśnictwie Żednia

description: Promotor: Rafał Paluch
DOI: 10.48370/ofd/szq2vt
title: Hymenochaete tabacina (Sowerby) Lév., 3064

description: Fungarium Macromycetes
DOI: 10.17632/vvgd7325wg.3
title: Dataset for: Can the targeted source information be extracted from interfered magnetic anomaly?

description: Dataset and codes for the magnetic anomaly extraction. The codes for 1D and 2D magnetic data extractions are available. The synthetic magnetic data, extracted magnetic data, and residual magnetic data for manuscript 2.1, 2.2, 2.3, 3.1, 3.2, 3.3 and Supporting Information S1, S5, S6, S7, S8, S9, S10, and S11.
DOI: 10.17632/2m69xh2fhs.4
title: iTRAQ paroxetine response

description: iTRAQ analysis of paroxetine responsive MDD patients and western blot validations
DOI: 10.17632/49s6s5hr25.1
title: Hexokinase 1 cellular localization regulates the metabolic fate of glucose

description: Molecular Cell publication: Molecular Cell 21-00076
DOI: 10.17632/fs5ffhrmt4.1
title: Phasmarhabditis survey nematode sequences

description: This dataset includes trimmed D2-D3 28S rDNA sequences used for Sanger sequencing in the Schurkman et al., 2022 Phasmarhabditis/Gastropod survey.
DOI: 10.48370/ofd/hclrxe/xmvrij
title: Naśliwiec lilipucik (Tetrops praeustus).JPG

description: :unav
DOI: 10.48370/ofd/hclrxe
title: Naśliwiec lilipucik (Tetrops praeustus (Linnaeus, 1758)), C-405

description: Coleoptera collection
DOI: 10.48370/ofd/kfxyr1/mozhav
title: Sućko Krzysztof.pdf

description: :unav
DOI: 10.48370/ofd/kfxyr1/aeig2z
title: Sućko Krzysztof - Ryciny.pdf

description: :unav
DOI: 10.48370/ofd/kfxyr1/qharfq
title: Sućko Krzysztof - Zdjęcia.pdf

description: :unav
DOI: 10.48370/ofd/kfxyr1/ixbp9e
title: Sućko Krzysztof - Tabele.pdf

description: :unav
DOI: 10.48370/ofd/kfxyr1
title: Biologia, ekologia i rozsiedlenie chrząszczy z rodziny śniadkowatych (Coleoptera: Melandryidae) w Puszczy Białowieskiej

description: Promotor: Jerzy M. Gutowski
DOI: 10.48370/ofd/ihvtjs
title: Hymenochaete tabacina (Sowerby) Lév., 3079

description: Fungarium Macromycetes
DOI: 10.17632/45fx2wfhs5.1
title: Raw data of "Effects of a Metacognitive Smartphone Intervention with Weekly Mentoring Sessions for Patients with Schizophrenia: A Quasi-Experimental Study "

description: Application-based interventions using smartphones could provide effective alternatives to traditional treatment programs during the COVID-19 pandemic. This quasi-experimental study with a non-equivalent comparison group tested the effects of a smartphone app-based metacognitive intervention program with weekly mentoring sessions on the metacognitive beliefs, psychotic symptoms, and social functioning of patients with schizophrenia with community psychosocial rehabilitation centers. The study was conducted with 20 participants with severe psychotic symptoms and low social functions and 24 participants with relatively light psychotic symptoms and good social functions as a comparison group. For the experimental group, the app-based intervention was combined with weekly contact mentoring sessions over 10 weeks. The comparison group received only the app-based intervention over 10 weekly sessions. No differences were observed between the two groups’ total scores; however, the experimental group showed a tendency toward improved psychotic symptoms and social functioning over time, unlike the comparison group. These findings provide an empirical basis for managing schizophrenia symptoms with smartphone applications.
DOI: 10.48370/ofd/uzuvpf/u9b1ly
title: Winkiewicz Rafał.pdf

description: :unav
DOI: 10.48370/ofd/uzuvpf
title: Inwnetaryzacja flory porostowej Leśnictwa Klonowo, Nadleśnictwo Augustów

description: Promotor: Halina Chomutowska
DOI: 10.17632/khxnkp68pm.1
title: Data for: Sea-level rise effects on macrozoobenthos distribution within an estuarine gradient using Species Distribution Modeling

description: 1. R code (R Markdown file)
Complete simulation for the taxon Cirratulidae

2. Occurrence data
This file contains data indicating where sediment samples containing benthic organisms were sampled. The sampling campaign is indicated by the site name and the location of the collection point (latitude and longitude). Finally, data on taxa (name and abundance) collected in the Jaguaripe River estuary between 2006 and 2019 are presented.

3. Environmental layers 
The environmental Layers were obtained from the data collected in situ. Then they were interpolated using IDW (Inverse Distance Weighted) in ArcGIS and converted from raster format to text (.asc) format.
The layers used in this simulation are salinity and different sediment fractions. The salinity data (minimum and maximum) from the Jaguaripe River estuary were recorded using a multiparameter probe (Horiba) and data-logger sensors (HOBO). The sea-level rise scenarios were proposed through the quantitative synthesis from a systematic review of numerical models that simulated saline intrusion as a result of sea-level rise in estuaries (Costa et al., “Trends in the effects of sea-level rise in estuaries: A qualitative and quantitative synthesis towards a simple general model to estimate future saline intrusion in estuaries”, unpublished). The predict function in R software (R Development Core Team, 2016) was used in the GLM (i.e., multiple regression model) to obtain the saline intrusion values for each scenario.  The sediment classes used as environmental layers were pebble, granule, very coarse sand (vcsand), coarse sand (csand), medium sand (msand), fine sand (fsand), very fine sand (vfsand) and mud (silt and clay fractions).
DOI: 10.48370/ofd/ncnti1
title: Hymenochaete tabacina (Sowerby) Lév., 3131

description: Fungarium Macromycetes
DOI: 10.17632/ydf6xm4vf6.1
title: Factors associated with health-related quality of life in patients with Androgenetic Alopecia: A Cross-sectional Study

description: Androgenetic alopecia significantly impacts the quality of life in younger, less-educated, and single patients. Factors affecting the reduced quality of life included symptoms and feelings, daily activities, personal relationships, psychological relationships, social relationships, the environment, symptoms, emotions, and self-confidence. Dermatologists should assess the quality of life and appropriately support androgenetic alopecia patients.
DOI: 10.17632/ng5x5jfss8.1
title: The methods of classifying handwriting samples as to their type - Classifiers

description: The discriminant functions of Classifiers - the methods created to classify handwriting samples as to their type. The data are linked to the research article.
DOI: 10.17632/fnw2jrwwhx.1
title: Measurement of spring stiffness and damping 

description: The dataset contains 
1. torque versus angle of rotation of a torsional spring;
2. free-vibration response of a mass-spring system measured by accelerometers.
DOI: 10.48370/ofd/3f4wyy/2llrop
title: Surel Diana Paulina.pdf

description: :unav
DOI: 10.48370/ofd/3f4wyy
title: Inwentaryzacja roślin leczniczych na wybranym terenie Puszczy Ladzkiej (Nadleśnictwo Browsk)

description: Promotor: Halina Chomutowska
DOI: 10.17632/dpbpx7k2sx.1
title: LINF_230010200

description: 5'-AMP-activated protein kinase subunit beta | AMPKB
Leishmania infantum (strain JPCM5)
DOI: 10.17632/zwm89pbgt5.1
title: LINF_230009500

description: aldose 1-epimerase-like protein
Leishmania infantum (strain JPCM5)
DOI: 10.17632/dw77xhp28x.1
title: LINF_230009200

description: ATP-binding cassette protein subfamily G - member 5 | LABCG5
Leishmania infantum (strain JPCM5)
DOI: 10.48370/ofd/4e6df5/uyhn1p
title: Naśliwiec lilipucik (Tetrops praeustus) 1.JPG

description: :unav
DOI: 10.48370/ofd/4e6df5
title: Naśliwiec lilipucik (Tetrops praeustus (Linnaeus, 1758)), C-406

description: Coleoptera collection
DOI: 10.17632/mwt2f4vwgy.1
title: LINF_230009100

description: cytochrome c oxidase subunit 10
Leishmania infantum (strain JPCM5)
DOI: 10.17632/v4r3sbxnw9.1
title: LINF_230009000

description: NADP-dependent alcohol dehydrogenase
Leishmania infantum (strain JPCM5)
DOI: 10.17632/ydm96ppn9y.1
title: Optimal central bank digital currency in emerging economies design: SWOT with meta-analysis approach data

description: Tabular results of rationales in SWOT analysis with meta-analysis approach
DOI: 10.17632/jzhs3tjfhp.1
title: Electricity Worker’s Ratings of Problems with Electricity Generation in Nigeria

description: The data presented in two different format contains the ratings by electricity workers of problems associated with electricity generation in Nigeria. The problems with electricity generation in Nigeria is multifaceted and affecting the various sectors of the economy. The data captures firsthand how the problems are viewed by professionals in the industry.

The data was collected from willing electricity workers from various power plants across Nigeria by means of a well-structured questionnaire. Well-trained interviewers were used to collect the information from willing electricity workers at their convenient time. The workers are anonymous as the names of their plants, personal names and any other information traceable to any individual or a company were not collected. The questionnaires were administered at random to willing workers during their break periods with the consent of the management of each plant and respondents were informed the data would be used for research purposes only.  
The electricity workers rated the listed problems on a scale of 1 to 10 inclusive depending on the severity of the observed problem. The data is presented in both Microsoft Excel and SPSS formats. The variable names, types, label names and other descriptive parameters can be accessed in the SPSS variable of the data. The files contain 152 records each. The Excel file contains a header row corresponding to the field names in the SPSS file.
DOI: 10.17632/k67cwmhz6k.1
title: FTIR DATA SET

description: This data set contains a set of absorbance values at a wavelength range of 4000 to 400 1/cm of ATR-FTIR spectrum. FTIR spectra dat has been obtained from each of pesticide spiked  levels in apple  and data was divided into calibration data set and validation data set to perform a partial least square regression model.
DOI: 10.17632/3rj8rsbmhd.1
title: Algebraic Topological Analysis of networks

description: Algebraic Topological Analysis of various networks, including molecular interacting networks, protein protein interaction (PPI) networks. Calculation of homology group (HG) and Betti numbers, can be performed. In addition, traditional graph parameters of the network can be calculated, including degree, cluster coefficient, betweenness, assortativity (assortativity of degree, closeness, and betweenness). Furthermore, novel parameters of the network, such as degree of involved cycles of each node, based on the Algebraic Topological Analysis, can be performed.
DOI: 10.17632/4pddgbs5r5.6
title: Unnoticed Democracy: Exploring the Unexplored Dr. Ambedkar

description: This data contain discussion on unnoticed facets of democracy in terms of its definitional understanding by the masses. The data and information hereby is helpful to understand the dynamic and comprehensive nature of democracy with relative sense through lens of John Dewey and correlating it with social experimentalism of Dr. B. R. Ambedkar for restructuring and rebuilding nations, societies and individuals as social constituent not only for India but also for countries around the world.
DOI: 10.48370/ofd/z26dxu/rvkual
title: Kurzawa Tomsz Marcin.pdf

description: :unav
DOI: 10.48370/ofd/z26dxu
title: Inwentaryzacja dziuplastych drzew rezerwatu „Szczekotowo” w Puszczy Białowieskiej, jako środowiska życia dla pachnicy dębowej Osmoderma eremita (Scopoli, 1763) (Coleoptera: Scarabaeidae)

description: Promotor: Jerzy M. Gutowski
DOI: 10.6084/m9.figshare.19248057
title: Intestinal microbiome of Hainan gibbon

description: In order to explore the composition and functional differences of intestinal microbiome of Hainan gibbon at different ages, the fecal microbiome of young and adult Hainan gibbon was analyzed by Metagenome sequencing.
DOI: 10.6084/m9.figshare.19248057.v1
title: Intestinal microbiome of Hainan gibbon

description: In order to explore the composition and functional differences of intestinal microbiome of Hainan gibbon at different ages, the fecal microbiome of young and adult Hainan gibbon was analyzed by Metagenome sequencing.
DOI: 10.17632/h8wtdrnb25.1
title: Hourly future climate scenario datasets for ten weather stations in Japan.

description: Hourly future climate scenario datasets for ten weather stations in Japan. These are the secondary data generated from historical weather data and the existing daily climate scenarios based on global climate models, for impact assessment of climate change considering simultaneous interactions among multiple meteorological factors.
DOI: 10.17632/zk6scwv52p.3
title: A convolutional neural network for an automatic biopsy needle detection and segmentation on ultrasound images

description: The dataset contains a convolutional neural network (CNN) which was trained to segment a biopsy needle in 2D ultrasound images. Together with the network, source files of Matlab scripts and a few input images are provided. The files are enough to run experiments. See the `README' file for further instructions.
The CNN structure and results ware described in the article "An automatic biopsy needle detection and segmentation on ultrasound images using a convolutional neural network" published by Ultrasonic Imaging in June 2021 (doi.org/10.1177/01617346211025267).
It is a fully automatic method that uses a CNN to detect a biopsy needle in 2D ultrasound images. In the paper, the CNN architecture is described, which was trained using the adaptive moment estimation optimizer. The needle is eventually located in the image by applying the Radon transform.
DOI: 10.6084/m9.figshare.19270952
title: Evaluating the effectiveness of integrating digital technology into orthodontic cephalometric measurement teaching

description: The original results of the pedagogical experiments integrating the digital technology into the cephalometric measurement teaching.
DOI: 10.17632/kt3fx77wk3.1
title: LINF_230010700

description: acetyl-CoA synthetase
Leishmania infantum (strain JPCM5)
DOI: 10.17632/j2bzfdhj24.1
title: LINF_230010500

description: SET20
Leishmania infantum (strain JPCM5)
DOI: 10.25345/c5jw86p4v
title: MassIVE MSV000088937 - DDA Optimization method of Q exactive HF using complex samples
title: DDA untargeted metabolomics of 3 different complex samples coming from river, ocean, and soil sources was used to obtain the best optimization setting.
DOI: 10.48370/ofd/q1eo39/hbjbxi
title: Naśliwiec jesionowy (Tetrops starkii).JPG

description: :unav
DOI: 10.48370/ofd/q1eo39
title: Naśliwiec jesionowy (Tetrops starkii (Chevrolat, 1859)), C-407

description: Coleoptera collection
DOI: 10.48370/ofd/gs3nge
title: Hymenoscyphus albidus (Roberge ex Desm.) W.Phillips, 1622

description: Fungarium Macromycetes
DOI: 10.48370/ofd/1esmvq
title: Hymenoscyphus albidus (Roberge ex Desm.) W.Phillips, 1631

description: Fungarium Macromycetes
DOI: 10.34740/kaggle/dsv/3242486
title: YouTube Trending Video Dataset (updated daily)
DOI: 10.48370/ofd/k8nhjg/0x4qcn
title: Słowik Jakub Cezary.pdf

description: :unav
DOI: 10.48370/ofd/k8nhjg
title: Wpływ intensywności gospodarki leśnej w Puszczy Białowieskiej na zdrowotność jesionu

description: Promotor: Tomasz Oszako
DOI: 10.48370/ofd/ngnc1j/lc34ow
title: Moechotypa diphysis.JPG

description: :unav
DOI: 10.48370/ofd/ngnc1j
title: Moechotypa diphysis (Pascoae, 1871), C-408

description: Coleoptera collection
DOI: 10.48370/ofd/dv2qfp/y2hthx
title: Waszkiewicz Jacek.pdf

description: :unav
DOI: 10.48370/ofd/dv2qfp
title: Inwentaryzacja wybranych rodzin chrząszczy (Coleoptera) w północnej części leśnictwa Nasuty (Nadleśnictwo Olecko)

description: Promotor: Jerzy M. Gutowski
DOI: 10.48370/ofd/oghfrb
title: Hymenoscyphus albidus (Roberge ex Desm.) W.Phillips, 2214

description: Fungarium Macromycetes
DOI: 10.6084/m9.figshare.19270688
title: pH and glucose measurements in yeast mat biofilms in environmental isolates

description: This is the dataset associated with the manuscript: "Variation in pH gradients and <i>FLO11</i> expression in mat biofilms in environmental isolates of the yeast <i>Saccharomyces cerevisiae</i>"<br>For a series of environmental yeast isolates, mats were generated and sampled for pH and % glucose at the center of the mat (hub), the edge of the mat (rim) and the uncolonized agar (far rim). In each assay, there were two replicates per timepoint per strain, and the assay was repeated six times.
DOI: 10.6084/m9.figshare.19270688.v1
title: pH and glucose measurements in yeast mat biofilms in environmental isolates

description: This is the dataset associated with the manuscript: "Variation in pH gradients and <i>FLO11</i> expression in mat biofilms in environmental isolates of the yeast <i>Saccharomyces cerevisiae</i>"<br>For a series of environmental yeast isolates, mats were generated and sampled for pH and % glucose at the center of the mat (hub), the edge of the mat (rim) and the uncolonized agar (far rim). In each assay, there were two replicates per timepoint per strain, and the assay was repeated six times.
DOI: 10.34740/kaggle/dsv/3242514
title: 2021 World Population (updated daily)
DOI: 10.3886/e163721
title: Data and Code for 'Grandmothers’ Labor Supply'

description: We provide the data and code (in Matlab/Stata) for the project 'Grandmothers' Labor Supply'.<br><br>The labor supply effects of becoming a grandmother are not well established in the empirical literature. We use high-quality administrative data from Austria to estimate the effect of grandmotherhood on the labor supply decision of older workers. Under the assumption that grandmothers cannot predict the exact date of conception of their grand-child, we identify the effect of the first grandchild on employment (extensive margin). Our Timing-of-Events approach shows that having a first grandchild increases the probability of leaving the labor market by 9 percent. This effect is stronger when informal childcare is more valuable to the mother, and when grandmothers live close to the grandchild. To assess the effect of an additional grandchild (intensive margin), we estimate the reduced-form effect of a twin-birth among the first grandchild on grandmothers’ labor supply. Our estimations show a significant effect of a further grandchild. Our results highlight the important influence of the extended family on the decisions of older workers and point to heterogeneity across institutional settings and families.<br>
DOI: 10.3886/e163721v1
title: Data and Code for 'Grandmothers’ Labor Supply'

description: We provide the data and code (in Matlab/Stata) for the project 'Grandmothers' Labor Supply'.<br><br>The labor supply effects of becoming a grandmother are not well established in the empirical literature. We use high-quality administrative data from Austria to estimate the effect of grandmotherhood on the labor supply decision of older workers. Under the assumption that grandmothers cannot predict the exact date of conception of their grand-child, we identify the effect of the first grandchild on employment (extensive margin). Our Timing-of-Events approach shows that having a first grandchild increases the probability of leaving the labor market by 9 percent. This effect is stronger when informal childcare is more valuable to the mother, and when grandmothers live close to the grandchild. To assess the effect of an additional grandchild (intensive margin), we estimate the reduced-form effect of a twin-birth among the first grandchild on grandmothers’ labor supply. Our estimations show a significant effect of a further grandchild. Our results highlight the important influence of the extended family on the decisions of older workers and point to heterogeneity across institutional settings and families.<br>
DOI: 10.48370/ofd/69s2q4/cxib4g
title: Moechotypa diphysis 1.JPG

description: :unav
DOI: 10.48370/ofd/69s2q4
title: Moechotypa diphysis (Pascoae, 1871), C-409

description: Coleoptera collection
DOI: 10.48370/ofd/6bi46z
title: Hymenoscyphus fructigenus (Bull.) Fr., 2200

description: Fungarium Macromycetes
DOI: 10.48370/ofd/ykywgy/i3nwq8
title: Penichroa fasciata.JPG

description: :unav
DOI: 10.48370/ofd/ykywgy
title: Penichroa fasciata (Stephens, 1831), C-410

description: Coleoptera collection