cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/gtpp4ydfk6.1
title: Measurement Report: Real-Time Remote Sensing of the Coastal Boundary Layer and its Interaction with Meteorology at Cape Grim,  Australia 

description: The miniMPL, ceilometer, soda data and surface meteorological variables from May 14 to 16 July, 2019  in Cape Grim, Australia.
DOI: 10.17632/hxgp65dnnh.1
title: HMST-seq in Neil deficient mice

description: High Methylation Sensitive Tag sequencing (HMST-seq) in hippocampus of wild type, Neil1- and Neil2 single and double knockout mice at age of 6 months, normalized data.
DOI: 10.17632/7cszgxmh5b.2
title:  Amelioration of ovarian injury in female mice by docosahexaenoic acid ethyl ester and its synthetic derivatives

description: Background. Commonly used chemotherapeutic drugs may cause damage to the ovaries. Although hormone-based treatments have been adopted clinically to decrease the ovarian injury risk, they do not achieve the desired therapeutic effects. Therefore, it is necessary to develop new treatments and programs for ovarian injury following chemotherapy. N-Benzyl docosahexaenamide (NB-DHA) was recently identified as a DHA derivative from maca. Based on the existing research on DHA and ovarian diseases, we speculate that NB-DHA might have positive effects on ovarian injury.
Materials and methods. A cyclophosphamide (CTX) induced ovarian injury model was established in mice. DHA ethyl ester (DHA-EE) and NB-DHA were synthesized by transesterification and carbodiimide condensation, respectively. The purified substances were administered intragastrically. Estrous cycle, ovarian morphology, follicle number and morphology, sex hormone levels, mRNA levels of related genes, granular cell apoptosis ratios, and immune cell levels were analyzed using blood and tissue samples after DHA-EE and NB-DHA treatments.
Results. Both NB-DHA and DHA-EE improved disorders of the estrous cycle, the ratio of normal and atretic follicles, hormone levels, regulated the expression of ovarian-related genes, reduced granulosa cell apoptosis, increased the expression of anti-Müllerian hormone and follicle-stimulating hormone receptor in ovarian tissues, and enhanced the ratio of CD4+ T cells to CD8+ T cells. The ameliorative effect of NB-DHA on ovarian injury was better than that of DHA-EE.
Conclusions. Both DHA-EE and NB-DHA improved ovarian injury in mice via multiple epigenetic mechanisms. Moreover, synthetic NB-DHA is a promising agent for treating ovarian injury.
DOI: 10.25824/redu/o6ibxn
title: npt_Ew0033g.edr
DOI: 10.17632/rcwggcsxnh.1
title: data for "Constructing multiple-objective portfolio selection for green innovation and dominating green-innovation indexes"

description: The data
DOI: 10.17632/rjn5r4spkp.1
title: Datasets for the assessment of changes in the incidence, extents, and spatial patterns of inundations in in the Cambodian Mekong Delta, based on a water level - flood link calculated from in-situ water levels, and Sentinel-derived inundation maps

description: This dataset contains in-situ water level data and remote sensing imagery used to construct and assess a water level - flood link in the Cambodian Mekong delta. The results included allow users to estimate the extents of annual monsoon floods in the Cambodian Mekong delta based on publicly available water level measurements.
DOI: 10.25824/redu/8pzcv5
title: VKEETPVd_Sw005o.xvg
DOI: 10.25824/redu/oytbw4
title: VKEETPVd_Qw0015o.xvg
DOI: 10.25824/redu/fjwekm
title: VKEETPVd_Rw0020o.xvg
DOI: 10.14469/hpc/8164
title: Me3P-CC 1,1-dimerisation wB97XD/Def2-TZVPPD SCRF=DCM, G = -1074.231749

description: Gaussian Calculation
DOI: 10.25824/redu/59hnh1
title: VKEETPVd_Qw0050o.xvg
DOI: 10.25824/redu/d8hguy
title: VKEETPVd_Qw0035o.xvg
DOI: 10.14469/hpc/8170
title: Me2S-CC-OPh 1,2 Def2-TZVPPD, Reactant G -860.807725

description: Gaussian Calculation
DOI: 10.25824/redu/twygnx
title: npt_Fw0015g.edr
DOI: 10.14469/hpc/8176
title: PhO radical, Def2-TZVPPD/SCRF=DCM, G = -306.778360

description: Gaussian Calculation
DOI: 10.25824/redu/4jncft
title: VKEETPVd_Qw0020o.xvg
DOI: 10.14469/hpc/8189
title: Me2S-CC 1,1-dimerisation wB97XD/Def2-TZVPPD SCRF=DCM, 2nd phase, 3-7 G = -1108.064236, IRC

description: Gaussian Calculation
DOI: 10.25824/redu/q6gt3d
title: VKEETPVd_Rw0035o.xvg
DOI: 10.14469/hpc/8192
title: Me2S-CC 1,1-dimerisation wB97XD/Def2-TZVPPD SCRF=DCM, 2nd phase, 1-8 G = -1108.072244, IRC

description: Gaussian Calculation
DOI: 10.25824/redu/fp41nc
title: VKEETPVd_Rw0015o.xvg
DOI: 10.25824/redu/oqwy0v
title: VKEETPVd_Pw050o.xvg
DOI: 10.14469/hpc/8224
title: Ar2S-CC 1,1-dimerisation wB97XD/Def2-TZVPPD

description: Gaussian Calculation
DOI: 10.25824/redu/eop8ey
title: npt_Fw0020g.edr
DOI: 10.14469/hpc/8225
title: MeF-CC-OPh 1,2 Def2-TZVPPD, TS, G = -431.319081

description: Gaussian Calculation
DOI: 10.25824/redu/2nvknb
title: npt_Gw010g.edr
DOI: 10.25824/redu/mwgu5c
title: VKEETPVd_Pw005o.xvg
DOI: 10.17632/kf3tn3d9j8.1
title: Data: Ecological traits and trophic plasticity in the greater pipefish Syngnathus acus in NW Iberian Peninsula

description: The population of the pipefish Syngnathus acus inhabiting Cíes Archipelago (NW Spain) was monitored in 2017-2018 for spatial and temporal changes in abundances, reproduc-tion traits, trophic niche occupancy and dietary regimes across reproduction states through an isotopic (δ13C and δ15N) approach.
The Excel file contains all raw data on Date, Season, Site, Sex, Maturity stage, Lenght, Weigth and Isotopic Values.
DOI: 10.17632/xyfnx2g8bn.1
title: An Initial Key of Starch Grains from Edible Plants of the Eastern Mediterranean for Use in Identifying Archaeological Starches.

description: This database includes 3300 images of 110 plant parts from 106 species that contain starches. For each of the plant parts, we present 30 images, ten each of three different areas on the slides. Of these ten images, five are in brightfield and five in cross-polarized light.
DOI: 10.14469/hpc/8226
title: MeF-CC dimerisation, 1,2 Def2-TZVPPD, reactant, G = -215.671419, 2G = -431.342838

description: Gaussian Calculation
DOI: 10.25824/redu/cc2zvk
title: npt_Gw058g.edr
DOI: 10.25824/redu/bqav3d
title: npt_Hw0015g.edr
DOI: 10.14469/hpc/8227
title: MeF-CC 1,1-dimerisation, Def2-TZVPPD, G = -431.322316 DG = 12.9

description: Gaussian Calculation
DOI: 10.14469/hpc/8228
title: MeF-CC 1,2-dimerisation, Def2-TZVPPD, IRC

description: Gaussian Calculation
DOI: 10.25824/redu/zjypzp
title: VKEETPVd_Pw025o.xvg
DOI: 10.25824/redu/pvhzll
title: VKEETPVd_Nw0030o.xvg
DOI: 10.14469/hpc/8229
title: MeF Def2-TZVPPD, G = -139.750770

description: Gaussian Calculation
DOI: 10.25824/redu/hepuwn
title: npt_Fw0030g.edr
DOI: 10.14469/hpc/8230
title: MeI-CC 1,1-dimerisation, Def2-TZVPPD, G = -827.340998

description: Gaussian Calculation
DOI: 10.25824/redu/wg3rcd
title: VKEETPVd_Pw010o.xvg
DOI: 10.14469/hpc/8231
title: MeBr-CC 1,1-dimerisation, Def2-TZVPPD, G = -5380.170459

description: Gaussian Calculation
DOI: 10.24400/802406/1ajg-sa6e
title: CLUSTER Summary Plots (Postscripts)

description: The Summary Parameter Plots are plots of a subset of the Summary Parameters, one minute resolution, 6 hours per page, 4 pages for all the parameters plotted. There are thus 16 pages per day. These plots are in the form of PostScript files, produced by the German Data Centre.
DOI: 10.25824/redu/rks1hn
title: VKEETPVd_Mw0015o.xvg
DOI: 10.25824/redu/4mkuga
title: npt_Kw0015g.edr
DOI: 10.17632/t3kf3s9293.1
title: düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul 

description: düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul  düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79 whatsapp bilgi al sipariş ver cytotec ilaç türkiye istanbul düşük hapı satın al 0533 551 85 79
DOI: 10.6084/m9.figshare.19237293.v1
title: Author Checklist - Full.pdf

description: Author Checklist - Full.pdf
DOI: 10.14469/hpc/8232
title: MeBr-CC 1,2-dimerisation, Def2-TZVPPD, G = -5380.174492

description: Gaussian Calculation
DOI: 10.17632/h3khzrtcg7.1
title: Dataset for norbornene and oxanorbornene dicarboximides functionalized with carbazole and coumarin groups.

description: The characterization data for norbornene and oxanorbornene dicarboximide monomers with fluorescent groups, obtained from NMR, UV-Vis and Fluorescence spectroscopy studies, are reported. These data are associated with the article “Spectroscopic data of norbornene and oxanorbornene dicarboximides functionalized with carbazole and coumarin groups”, thus a complete description of the materials, methods and equipments used to obtain this dataset is provided in that paper. The NMR data include raw  1H, 13C, Homonuclear Correlation Spectroscopy (COSY) and Heteronuclear Single Quantum Coherence (HSQC) obtained from NMR instrument in the form of FID files and in the form of text files (.txt), JCAMP-DX files, and in ASCII/Microsoft Excel files for 1D spectra. The UV-Vis and Fluorescence raw data with are reported as Microsoft Excel files.
DOI: 10.17632/fg3nmxz97k.1
title: Role of the physical exercise in the NLRP3 inflammasome and obesity biomarkers

description: Biomarkers will be evaluated in obese subjects, after exercise training.
DOI: 10.25824/redu/0jp1kg
title: VKEETPVd_Mw0045o.xvg
DOI: 10.25824/redu/joqiok
title: VKEETPVd_Lw0015o.xvg
DOI: 10.14469/hpc/8233
title: MeF-CC 1,1-dimerisation, Def2-TZVPPD, IRC

description: Gaussian Calculation
DOI: 10.25824/redu/qjtgk1
title: VKEETPVd_Mw0065o.xvg
DOI: 10.17632/rcyskfvdv7.1
title: RecipeRef Corpus for Modeling Anaphora Resolution from the Procedural Text of Recipes

description: Current research on anaphora resolution mostly focuses on declarative text, e.g. journals, newswires, and dialogues. Procedural text, however, as one important type of text, contains rich anaphora phenomena but has only received limited attention. For procedural text comprehension, it is critical to resolving anaphora phenomena - resolution of anaphora in these texts is required to determine what action applies to which entity. To enrich the anaphora research in the procedural text, we investigate the anaphora phenomena in the procedural text of recipes. More specifically, we detailedly investigate the similarities and differences between recipes and chemical patents.  We propose a generalized annotation guideline for the procedural text of recipes, adopting from chemical patents with domain adaptation. Based on the proposed guideline, we further create the RecipeRef corpus, in the hope that it will facilitate the research on anaphora resolution in procedural text.
DOI: 10.25824/redu/zvwtn2
title: npt_Iw0030g.edr
DOI: 10.14469/hpc/8236
title: Ar2S-CC 1,2-dimerisation wB97XD/Def2-TZVPPD SCRF=DCM, (Ci symmetry) IRC

description: Gaussian Calculation
DOI: 10.17632/jzshv8m8g7.1
title: LDHU3_09.0620

description: Tetratricopeptide repeat (TPR) - containing protein
Leishmania donovani (HU3 strain)
DOI: 10.25824/redu/1ql0cj
title: VKEETPVd_Nw0025o.xvg
DOI: 10.14469/hpc/8238
title: Py-CC 1,2-dimerisation, Def2-TZVPPD, reactant, G = -324.286085

description: Gaussian Calculation
DOI: 10.25824/redu/rgaxp3
title: npt_Kw0020g.edr
DOI: 10.14469/hpc/8239
title: MeBr-CC, G = -2690.102725

description: Gaussian Calculation
DOI: 10.17632/czh6bk97ps.1
title: LDHU3_09.0610

description: Plus-3 domain/Zinc finger, C3HC4 type (RING finger) containing protein
Leishmania donovani (HU3 strain)
DOI: 10.25824/redu/0ebrre
title: VKEETPVd_Lw0025o.xvg
DOI: 10.14469/hpc/8240
title: MeBr, G -2614.121543

description: Gaussian Calculation
DOI: 10.25824/redu/khzfzo
title: npt_Gw025g.edr
DOI: 10.17632/yxhz58mx73.1
title: GWA OW - Genotype calls

description: The .csv file contain the genotype calling used for GWA analysis of overwintering 2014 phenotype data.
The data were mapped to the Lotus japonicus Gifu genome v1.2 (Kamal et al., 2020, DNA Research).
DOI: 10.14469/hpc/8241
title: MeI, G =-337.692210

description: Gaussian Calculation
DOI: 10.25824/redu/xsmcfs
title: VKEETPVd_Nw0020o.xvg
DOI: 10.17632/t22hvsp623.1
title: LDHU3_09.0540

description: hypothetical protein - conserved
Leishmania donovani (HU3 strain)
DOI: 10.25824/redu/ubp4tw
title: VKEETPVd_Kw0020o.xvg
DOI: 10.14469/hpc/8242
title: MeI-CC 1,2-dimerisation, Def2-TZVPPD, G = -827.345930

description: Gaussian Calculation
DOI: 10.17632/rvny5tdgct.1
title: LDHU3_09.0440

description: cdc2-related kinase 12 | CRK12
Leishmania donovani (HU3 strain)
DOI: 10.25824/redu/gffwm7
title: VKEETPVd_Lw0020o.xvg
DOI: 10.14469/hpc/8244
title: MeF2I-CC 1,1-dimerisation, Def2-TZVPPD, G = -1226.682353

description: Gaussian Calculation
DOI: 10.25824/redu/reel8m
title: VKEETPVd_Ew0027o.xvg
DOI: 10.17632/89htk2pzs4.1
title: LDHU3_09.0350

description: DNA replication licensing factor MCM4
Leishmania donovani (HU3 strain)
DOI: 10.25824/redu/dyyawm
title: VKEETPVd_Rw0025o.xvg
DOI: 10.14469/hpc/8245
title: MeF2I-CC reactant, Def2-TZVPPD, G = -613.357322

description: Gaussian Calculation
DOI: 10.25824/redu/zv7opr
title: VKEETPVd_Nw0015o.xvg
DOI: 10.6084/m9.figshare.17168960
title: PFAS_tables

description: Tables for our publication Extracting and Comparing PFAS from Literature and Patent Documents using Open Access Chemistry Toolkits<br>Shadrack J. Barnabas1, Timo Böhme1, Stephen Boyer2, Matthias Irmer1, Christoph Ruttkies1, Ian Wetherbee3, Emma L. Schymanski4*, Lutz Weber1,*<br>
DOI: 10.14469/hpc/8246
title: Me2S-CC-OPh 1,1 Def2-TZVPPD, TS, G = -860.750788 =&gt; -860.773300

description: Gaussian Calculation
DOI: 10.25824/redu/rlxpmj
title: VKEETPVd_Dw0013o.xvg
DOI: 10.17632/j9km43bzrs.1
title: Dataset for the performance of 15 lumbar movement control tests in non-specific chronic low back pain

description: Value of the Data
•	The dataset may help to better understand the complexity of LMC ability. 
•	The dataset can be processed to investigate the structure of LMC and how single test results can be combined.
•	The dataset can be used to compare the ability of LMC in participants with NSCLBP with other groups. The data of other groups or subgroups can be calibrated using the data provided with this article. 
•	The dataset will be beneficial for researchers and practitioners evaluating and measuring LMC.
Abstract
The ability to actively control movements of the lumbar spine (LMC) is believed to play an important role in non-specific chronic low back pain (NSCLBP). However, because NSCLBP is a multifactorial problem and LMC a complex ability, different aspects of LMC are still debated including the influence of pain, the question whether LMC is a cause or consequence of NSCLBP or whether differences in LMC are due to population variance. 
The complexity of LMC is reflected in the large number of described tests, hence it is not possible to evaluate LMC by a single test. LMC ability should be understood as a latent construct. The structure of LMC and how to summarize results of different single LMC tests is unknown.
The dataset provided in this article was used to analyse the structural validity of LMC in NSCLBP. 277 participants (age 42.4 years (± 15.8), 61% female) performed 15 different test movements. 21 experienced physiotherapists rated the performance of each test movement on a nominal scale (correct / incorrect including the direction of test movement). A test was rated as “incorrect” if movement in the lumbar spine occurred prematurely and / or excessively based on the visual observation of a trained physiotherapist. In addition to the judgement whether the test performance was correct / incorrect the direction of test movement and the presence of pain was noted. 
For statistical analysis, raw data was converted to a binary scale (correct / incorrect). Item response theory (IRT) is recommended to analyse the data because the underlying statistical model is reflective, the single LMC tests are binary scaled (correct / incorrect) and the underlying ability (LMC) measured on a continuous scale.
First dimensionality and local independence were analysed, followed by selection of the best fitting IRT model. Finally, IRT modelling was used to describe the psychometric properties of each item and each battery of tests. 
The datasets provided in this article are useful for calibration and for group comparisons. Besides they support a better understanding of LMC.
DOI: 10.14469/hpc/8247
title: Py-CC 1,2-dimerisation, Def2-TZVPPD, G = -648.526431

description: Gaussian Calculation
DOI: 10.25824/redu/djnhw9
title: VKEETPVd_Tw003g.xvg
DOI: 10.17632/yw32r8k35r.5
title: Swans_2021_Sikora&Marchowski

description: Sikora & Marchowski 2021. The use of drones in a study of the breeding productivity of swans. Data.
DOI: 10.17632/5g38399z9p.3
title: Cassava Whitefly Dataset

description: This dataset contains images of whitefly infested cassava leaves.  The images were captured from the National Crop Resources Research Institute (NaCRRI) in Namulonge, Uganda as part of efforts to conduct studies into the effect of whiteflies on cassava.
The data is grouped into 3 categories (low abundance, moderate abundance and high abundance).
DOI: 10.25824/redu/c8dabj
title: VKEETPVd_Tw006g.xvg
DOI: 10.17632/t9phw3753j.1
title: Dataset of the experimental study: Middle cerebral artery blood flow stability during and after high-definition transcranial electrical stimulation

description: Dataset study
DOI: 10.17632/yvdxcxrbzw.3
title: Dynamics of oligomer and amyloid fibril formation by yeast prion Sup35 observed by high-speed atomic force microscopy. Konno et al.

description: Source data for “Dynamics of oligomer and amyloid fibril formation by yeast prion Sup35 observed by high-speed atomic force microscopy" (Konno et al.)
DOI: 10.14469/hpc/8248
title: MeI-CC, G = -413.690077

description: Gaussian Calculation
DOI: 10.17632/hj9spgpjcn.1
title: Cu doped CoFe2O4

description: The data set includes powder XRD, UV-Visible, SEM, EDX and VSM data.
DOI: 10.17632/24fvmzpgtc.1
title: Mobile-Assisted Language Learning Dataset (2008-2020)

description: Mobile-Assisted Language Learning research and publication dataset, which was indexed by Scopus from 2008 to 2020. The dataset contains data authors, authors ID Scopus, title, year, source title, volume, issue, article number in Scopus, DOI, link, affiliation, abstract, index keywords, references, Correspondence Address, editors, publisher, conference name, conference date, conference code, ISSN, language, document type, access type, and EID.
DOI: 10.17632/mt6vdhghd6.1
title: Using geographic information systems to analysed malaria situation in the low endemic area at Sisaket province, Thailand

description: Data comprising the number of malaria cases in Sisaket Province. Together with a map showing the situation of malaria in Sisaket Province.
DOI: 10.17632/r5twp9ftyy.1
title: stibnite

description: This data set includes chemistry, S and Pb isotopes of the hydrothermal deposits and fluids of the Daiyon-Yonaguni Knoll hydrothermal field. Data collection and interpretation are described in the paper.
DOI: 10.25824/redu/qnul4x
title: npt_Rw0015o.edr
DOI: 10.17632/f54hybmjd6.1
title: Erralla Dog Humerus (3D)

description: Erralla Dog Humerus 3D reconstruction with MeshLab program.
DOI: 10.17632/rckgk7gz5m.1
title: Electromechanical Tensile Test Equipment for Stretchable Conductive Materials 

description: The demand for soft and conductive materials has intensified due to the increased interest in soft robotics. Consequently, researchers strive to realize easy, fast, and cost-effective fabrication methods. To evaluate the mechanical properties of materials requires tensile testing. However, the availability of an electromechanical tensile test to assess the quality of the electromechanical properties of stretchable conductive materials has yet to be widely commercialized. This situation has hindered the development of soft and stretchable conductive materials. Here, we develop a customized electromechanical tensile test for soft and stretchable materials. We integrate three standalone devices using Python software and provide a graphic user interface (GUI) for easy operation of the equipment. We expect that our customized electromechanical tensile test will contribute to advances in soft robotics, especially soft and stretchable sensors. Furthermore, our electromechanical setup can aid in the development of laboratory equipment and the understanding of the electromechanical properties of stretchable conductive materials.

FIle uploaded in this repository is an opensource software, 3D part design and movie for the supplementary data for the paper in Hardware X entitled above
DOI: 10.17632/46gjm5vwy4.1
title: Assessing the impact of Sars-CoV-2 on water consumption in São Paulo State, Brazil

description: The pandemic caused by Sars-CoV-2 in 2020 led to a significant change in human behaviors, mainly because of the quarantine to avoid the spread of the virus. Measures affected both economic activities and citizens´ behaviors as they developed more intense hygiene habits to avoid contamination and switched to home office. These exceptional behaviors also affect the way that water is consumed and need to be fully understood to manage supply systems. Therefore, this study aims to investigate changes in residential and commercial water consumption in 31 municipalities in the State of São Paulo during the Sars-CoV-2. To do this, the expected consumption for the first half of 2020 was forecasted using the Holt-Winters Multiplicative method and compared to the data observed for the same period.

The data and algorithm presented in this work allow the reproducibility of the results showed in the article mentioned above. For use the algorithm, it is necessary a Matlab software. In our work, we used the Matlab version R2015a. All instructions are presented in the file "README - INSTRUCTIONS".

Adriano Anadinho Ferreira (Federal University of Goiás) downloaded all the materials, installed, ran the models using the data and functions in "analise_consumo_covid_matlab.m" and "boxplot_theils_mape.m" and reproduce the results in Tables 2, 3 and 4 and in Figures 4-6, 8 and 9.
DOI: 10.17632/mfrcwxg75h.1
title: Software developers and stress data

description: These data were collected from a study with novice software developers in Northwest Mexico. The data comprise psychometric data from the IMSS stress inventory, data related to their current appointed projects, and HRV sensor readings. Columns titles are in Spanish.
DOI: 10.14469/hpc/8249
title: MeF2I Def2-TZVPPD, G -537.374147

description: Gaussian Calculation