cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/dnh-k17-n5w
title: Phosphorite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/3przjgc3h7
title: Functional and computational genomics reveal unprecedented flexibility in stage-specific Toxoplasma metabolism

description: All the raw data files used for this manuscript
DOI: 10.3535/136-pts-c3t
title: Gypsum

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vfj-216-pfz
title: Epidote

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5rq-lgv-q4j
title: Vesuvianite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rqf-wqc-6jy
title: Phosphorite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/k65g5tnzcg
title: LINF_100007900

description: 4a-hydroxytetrahydrobiopterin dehydratase; Leishmania infantum (strain JPCM5)
DOI: 10.3535/d1f-1p0-e6x
title: Erythrite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/94d-stf-drr
title: Chalcanthite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dbz-7d4-ebg
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5a0-641-fyp
title: Mollusca

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wmm-mzb-1er
title: Sandstone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f0h-qg8-lqn
title: Quartz

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/s1b-3f8-esh
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5s8-xnz-lj6
title: Gold

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/a2f-n87-3js
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9bq-cmq-87l
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kyy-t73-249
title: Hematite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7d6-3zx-zp9
title: Psilomelane

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yge-3ss-8d0
title: Psilomelane

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/kkmzjr3wv7
title: Laser Powder-Bed Fusion Simulation of mechanical data at part scale (IHPC-A*star)

description: # Data set description
This dataset is attached to research paper *"Data-driven surrogate modelling of residual stresses in Laser Powder-Bed Fusion"* 
written by L. Lestandi, J.C. Wong, G.Y. Dong, J. Mikula, G. Vastola, U. Kizhakkinan, C.S. Ford, D.W. Rosen, M.H. Dao, M.H. Jhon.
It was generated using A*Star Digital Twin for Additive Manufacturing and is used in the paper for surrogate modeling.

This data was produced with the financial support was provided by the Science and Engineering Research Council, A*STAR, Singapore (Grant no. A19E1a0097).

## Geometries
Two families of geometries are present: 
1. A quasi 2D plate with hole. The hole is a parametrized ellipsoid with 2 paramters : M the length of the long axis and $\Theta$, the tilt angle of the long axis which are reflected in the naming convention. An unused paramet m is unused and always read 10. 
2. A "wedge" 3D geometry with varying height, base and top width. lx is the lenght along axis x at the base plate, Lx is the lenght along axis x at the top of the wedge, H is the height of wedge and Ly is the length of the wedge. More details and figures are available in the paper.

## Data structure and content
Training sets and test sets are separated. The training sets are sampling the parametre space on a regular grid. The tests sets are made of 10 samples randomly drawn in the parameter space.
- `PWH_test-29-03-2023.zip`
  - contains 10 test samples for plate with hole geometry
- `PWH-29-03-2023.zip`
  - contains 143 training samples for plate with hole geometry + a "circular hole" sample which is used as a reference geometry in the paper
- `wedge_test-11-05-2023.zip`
  - contains 10 test samples for wedge geometry
- `wedge-11-05-2023.zip`
  - contains 150 training samples for wedge geometry

In each of these, individual samples are stored in a specific directory named after the geometry and a binary data file stores a python list of pyvista objects that can be opened with pickle, this is not recommended way to access the data but it is faster.

Each sample specific directory contains the following (here on plate with hole example):
- `PWH_M10_m10_theta0_V_pygem-as-built.vtk` the output of the FOM in VTK ascii format, the part has **not** been removed from the plate and no thermal postprocessing is performed
- `PWH_M10_m10_theta0_V_pygem-plate-removed.vtk` the output of the FOM in VTK ascii format, the part has been removed from the plate and no thermal postprocessing is performed
- `PWH_M10_m10_theta0_V_pygem.stl` the target geometry as fed to the model
Feel free to contact the first author for further details.
DOI: 10.3535/0vm-9tw-bgv
title: Apatite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jbj-7bd-ynq
title: Ceratites

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.20400603.v4
title: S1 File. Acceptance & Willingness Vaccine

description: Relationship of spirituality, health engagement, health belief and attitudes toward acceptance and willingness to pay for a COVID-19 vaccine
DOI: 10.3535/s05-b14-a2n
title: Gypsum

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w2t-yv8-xsd
title: Vesuvianite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.28090181.v1
title: Newfoundland Northern Gannet colony survey and immature age composition 2023.xlsx

description: All Northern Gannets observed on photographs were categorized as either adults or immatures, with the latter being sub-categorized by type. Birds that were only partially visible and obscuring the wings or back were assumed to be adults, unless immature features could otherwise be seen. This approach underestimates the proportion of immatures present and therefore the estimated proportion of immatures present at the colonies should be viewed as a minimum.
DOI: 10.3535/j4t-pxt-jrz
title: Ceratites

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/l1d-ak6-gn2
title: Monazite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/q4r-yqm-wt3
title: Hemimorphite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tgp-lct-n2w
title: Hemimorphite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mgv-bwy-8l8
title: Dyscrasite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/x0n-anx-ftt
title: Diopside

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/016-3dq-34l
title: Barite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mc2-ze6-daj
title: Copper

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8vv-lt4-lh1
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/aba-jrm-p3b
title: Pyromorphite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/sfpw9pp2bd
title: Data for: A geographic expression of the sepiolite-palygorskite continuum in soils of northwest South Africa

description: Locations of sepiolite-palygorskite in soils of western South Africa XRD traces of soil clay fractions
DOI: 10.3535/hpt-y08-8jz
title: †Skenidioides Schuchert & Cooper, 1931

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/37r-qxn-wjj
title: Vanadinite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gpc-x4z-509
title: Pseudomalachite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/psc-a74-zna
title: Mollusca

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n1t-fd9-gvs
title: limestone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/k1g-e1m-vqg
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/weq-0sq-l6q
title: Eudialyte

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/g3fk2h8gm8
title: Row data of identification of prognostic biomarkers and immune infiltration landscape analysis in sepsis

description: The raw data and analysis profiles used for this article are included
DOI: 10.3535/rr2-a2w-ja8
title: Pyromorphite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tpr-jey-anx
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0ge-dat-5xg
title: Phosphorite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/epw-svg-kwc
title: Erythrite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/97f-10v-2cn
title: Cuprite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kkv-x8c-hc4
title: Pseudomalachite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5rr-kme-pws
title: Minerals

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zvg-2ed-714
title: Hausmannite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w4p-h8l-bvg
title: Mollusca

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.26976220.v1
title: Relación de algunos de los pódcast producidos en Extremadura​.

description: La esencia de esta investigación reside en la inmersión en la creación de pódcast en Extremadura (España), el estudio del uso de la creatividad aplicada a su narrativa y cómo se integran estas producciones sonoras en las redes sociales para atraer nuevos oyentes, generar experiencias y fomentar la interactividad desde una mirada educomunicadora.
DOI: 10.3535/l0f-y4e-g01
title: †Cymbularia Koken, 1896

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/s29-wn9-1fv
title: Hemimorphite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2kg-7cf-ebr
title: Monazite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n1q-dm3-s7y
title: Mollusca

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/cgptkncw2m
title: Use of bone wax as a nail bed dressing after excision of subungual tumors

description: Nail bed wound after removing bone wax two weeks later, showing an advanced granulation process and second-intention healing.
DOI: 10.3535/8n9-0km-s54
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kjr-cmv-1jb
title: †Cymbularia Koken, 1896

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qm1-xs7-8se
title: Epidote

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qxv-1yt-jn3
title: Tourmaline

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/z3rnfjf4y3
title: Data for: Environmental DNA provides quantitative estimates of a threatened salmon species

description: This zip file contains data, R scripts, and statistical models written in stan and supports the analyses presented in the Shelton et al. publication noted above.
DOI: 10.3535/3rj-1hc-4k9
title: Quartz

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6c8-cwh-y0k
title: Tourmaline

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/r7t-rt3-ab7
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/t0a-grg-6t6
title: Quartz

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/23k-x03-7l6
title: Mollusca

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nek-ynj-gz8
title: Ilmenite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/w6mc9rfp8j
title: Carbendazim

description: The aim of this work was to evaluate carbendazim metabolites in zebrafish water tank using liquid chromatography coupled to a high-resolution mass spectrometer (LC-HRMS) and metabolomics approach to highlight analytical targets in order to monitor carbendazim exposure in aquatic environments. For this purpose, treatment, negative and stability groups were defined. In addition, water samples were collected from the tanks and analyses were carried out by LC-HRMS. Finally, the data were submitted to statistical analysis using the global metabolomics approach. The results allowed the putative annotation of 7 target metabolites and untargeted metabolite assignments.
DOI: 10.3535/11e-v4m-v36
title: Tourmaline

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8tl-1wj-n2s
title: Epidote

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/9ssvtvyc6g
title: Radical Changes in Marketing Industry: Consumer’s Outlook Towards Electronic Word of Mouth (e-WOM)

description: In the contemporary world everything has been digitalized and marketing sector has also seen
significant changes. Before buying a product, people used to consult their peers, friends, or relatives,
but this has altered now. We need not spend much time to know about the new product or brand. We
instantly get to know about the products through social media platforms, websites, search engines,
independent reviewing sites. This enables the consumer to get access to the newly introduced product
as well as already existing products by electronic word of mouth in the form of online reviews.
Therefore big salute to the internet and technology which made the things easier. Generally,
consumers have the confusions while choosing the products. Certain questions arise when they decide
to buy. The questions such as whether it is of good quality? whether the price of the product is
reasonable or whether they are paying more penny? Before making an online purchase, customers
typically read the reviews that are provided underneath the product in order to get answers to all of
these questions and also look for reviews on social media platforms like YouTube and Instagram.
Therefore this study tries to find out the consumer perception about online reviews which is considered
to be the electronic word of mouth among the consumers. This study uses a descriptive approach to
gather information from consumers by using a structured questionnaire. For the purpose of the study,
200 samples are collected from the Chennai city. The information gathered will be then analyzed to
determine the expected outcomes of the study. The findings of the study will be beneficial to the
consumers, producers, retailers and marketers.
Keywords: Online reviews, Electronic word of mouth, Social Media sites, Review sites, Video platform,
consumer perception
DOI: 10.3535/1f4-dmv-f20
title: Actinolite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kcn-x7q-h83
title: Diallage

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xbl-2l6-lhc
title: Staurolite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/6pcmvhjx4y
title: Valine

description: Database use for a meta-analysis:

Sheet Answer_database: Data used for selection based on the response to valine
Sheet Requirement_database: Data used for selection based on valine requirement


PublicationNb: specific code assigned to each publication
Trial: Experiment code used in the model as random effect
SID: Standardized ileal digestibility
DOI: 10.17632/6rtnzt93fm
title: Data for: Effect of hydrothermal fluids on the Ordovician carbonate rock, Southern Ordos Basin, China

description: Homogenization temperature and inclusion figures
DOI: 10.3535/6pf-se0-j32
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/b6bgtp9trh
title: ACP acylation is an acetyl-CoA-dependent modification required for electron transport chain assembly

description: Original images used to generate western blot figures.
DOI: 10.3535/6jr-9h5-7qb
title: Minerals

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/htc-tc7-9cj
title: Gold

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zdd-lx4-nn5
title: Beryl

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ge6-x00-bf0
title: Atacamite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/v2x-5s3-da8
title: Minerals

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/br3-hlm-jg7
title: Actinolite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dec-lbh-z14
title: rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/40j-wyj-v7n
title: Serpentine

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/z6x-20h-q12
title: Muscovite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/v23njvfc2p
title: DR BHADRAPPA HARALAYYA

description: DR BHADRAPPA HARALAYYA 
HOD AND ASSOCIATE PROFESSOR 
DEPARTMENT OF MBA
LINGARAJ APPA ENGINEERING COLLEGE BIDAR ,KARNATAKA ,INDIA
DOI: 10.3535/c97-99m-fle
title: Tourmaline

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rk7-43m-8ve
title: Phlogopite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fqt-wjt-ban
title: Pyrophyllite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wrq-jqd-r1y
title: Borax

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6js-38j-8w9
title: Aragonite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/elm-sfm-p06
title: Zircon

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6hy-nyn-q6r
title: †Leptaena Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/x4e-34j-xvh
title: Titanite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/56x-wkt-hsh
title: Analcime

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/70l-q9c-60m
title: Analcime

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4f0-5e5-aa2
title: †Leptaena Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6wg-m2j-7h8
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jc8-z0t-hza
title: Tremolite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wm3-1fy-f83
title: rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zky-h7d-52s
title: Tartuosteus giganteus (Gross, 1933)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/699-sqc-5zq
title: Tourmaline

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ljw-nka-rfq
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kvf-a5c-4ej
title: Tremolite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/r91-kxv-mbs
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/78p-k78-xp4
title: Allophane

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8q4-06x-455
title: Linnaeite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1fl-rp1-trc
title: Adularia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rhn-e3k-jmg
title: Zircon

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7jb-w7b-p84
title: Tourmaline

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f7j-bft-dbh
title: Zircon

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/g85-ea7-jy8
title: Cancrinite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5kj-88j-rnv
title: Tourmaline

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fa8-kfw-7gw
title: Antimony

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.