cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/g1t-lje-dy8
title: †Strophomenata Williams et al., 1996

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qvh-v77-rc9
title: Diabase

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/wmdzv5bksf
title: Sovereign Credit and Exchange Rate Risks: Evidence from Asia-Pacific Local Currency Bonds

description: These files include data and the Matlab replication codes that report the results in the paper. The data are recorded in Matlab files. There is also a read-me file describing which files replicate which Tables and Figures.
DOI: 10.3535/242-2rc-h5w
title: Conichnus conicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pvz-7kp-zjw
title: Pterygotus sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/72g-j9g-2hg
title: Aethilla Hewitson, 1868

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qxe-hy2-qkr
title: Aethilla Hewitson, 1868

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8p7-0qy-6a5
title: rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/v0l-w3x-es2
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.tbavtf
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Codiaeum variegatum (L.) Rumph. ex A.Juss."
 ]
}

 The dataset includes 64 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009359-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/xnp-c4c-4gw
title: Conichnus conicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/d6q-njk-p5v
title: †Strophomenata Williams et al., 1996

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tl1-d7v-clj
title: rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.23000573.v4
title: vacancydb

description: https://arxiv.org/abs/2205.08366
DOI: 10.17632/5p8tzvw9mh
title: Fasciola hepatica Random Forest

description: Data for Random Forest-based prediction of Fasciola hepatica
DOI: 10.3535/dhc-y5w-mja
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hvt-bcv-pdr
title: Conichnus conicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p93-h05-tw9
title: Conichnus conicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/mrmw8h8prs
title: A cognitive outlook on the relationship between loneliness and meaning in life: The mediating role of positive orientation and the moderating role of self-focused attention

description: The current study examined the mediating role of positive orientation (POS) and the moderating roles of rumination and reflection in the relationship between loneliness and meaning in life (MIL). A sample of 304 Polish participants aged 19–45 (M = 25.61, SD = 6.1) completed several measures: the De Jong Gierveld Loneliness Scale, the Positivity Scale, the Rumination–Reflection Questionnaire, and the Presence subscale of the Meaning in Life Questionnaire. The study revealed that POS partially mediated the relationship between loneliness and MIL. It also turned out that reflection weakened the effect of loneliness on MIL and strengthened the relationship between POS and MIL. The results are discussed in the light of the evolutionary theory of loneliness and the regulatory functions of reflection.
DOI: 10.3535/s3y-tyq-lap
title: Tabulata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/clx-9jr-bal
title: Conichnus conicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vwm-vte-21h
title: Sylvite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6lq-5kj-fe3
title: Amphibolite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/71d-men-crt
title: rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/74j-ans-2hs
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/74n-n7v-a5t
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6za-ylg-7nz
title: Tabulata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/y4l-svd-1hj
title: Pultusk meteorite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/r6m-5bm-4ae
title: rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/s1l-8jf-v4g
title: Conichnus conicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/tj7dpddn5s
title: VOCs detected from wood-based panels and changes in organ weights and blood parameters in exposed mice

description: Wood is commonly used in our daily lives as a construction material, furniture component, and for interior design. Various volatile organic compounds (VOCs) are emitted from wood, and although the health effects of some VOCs are known, it remains unclear which specific VOCs are released from actual commercial products and how they impact health. In this study, we examined three commonly used wood-based panels—pine wood board (PWB), particle board (PB), and low-pressure melamine particle board (LPM)—to analyze the composition of VOCs emitted daily over a 14-day residential exposure period and to assess the resulting health effects in mice.
 Compared to standard air quality testing protocols for regulatory purposes, our study was conducted in a relatively enclosed environment, resulting in higher VOC concentrations. Despite this, no significant adverse health effects were observed in the mice. While some statistically significant changes were noted in certain organ weights, complete blood count (CBC), and serum biochemical parameters, all values remained within normal physiological ranges. Furthermore, histological analyses of the liver, kidney, and lungs revealed no abnormalities.
 These findings suggest that the data generated from this study may serve as a valuable reference for future wood product regulations and related research.
DOI: 10.3535/ga2-y0l-5vq
title: Fluorite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ypz-hvt-dea
title: Conichnus conicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/3r99bx6n2w
title: Transcripts: Teachers' Perceptions of Learner-Aggressive Behavior in Inclusive Primary Schools

description: This is a qualitative raw data gathered from teachers semi-structured interviews and collages they made which depict their understanding of learner-aggressive behaviour within inclusive learning environments
DOI: 10.3535/0h2-mgw-nr2
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4nf-a31-7ab
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4n9-9w4-8jp
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dsk-607-7gs
title: †Bucania J. Hall, 1847

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0nx-xjq-v72
title: †Strophomenata Williams et al., 1996

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ym1-v0x-jjl
title: Tuff

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/bmdhhb7tkn
title: Confirmed cases and deaths in COVID-19 for 178 countries

description: Data on cumulative confirmed cases and cumulative number of death for 178 countries collected from WHO Coronavirus Disease (COVID-19) Dashboard retrieved on 16 August 2020.
DOI: 10.3535/gnt-37c-1es
title: †Pollicina Koken, 1895

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hzv-ghg-83f
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/spfyh38ndx
title: The influence of building surroundings and glass cover in bird collisions

description: Data about bird collision at UFOP
DOI: 10.3535/kry-2rf-nvw
title: Tuff

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/s86-22x-866
title: †Cyclonema J. Hall, 1852

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/k6cswzsjcm
title: Landslide Risk data

description: All the maps and files are related with the landslide risk assessment
DOI: 10.3535/crp-7d4-m7z
title: Minerals

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/hy3xw7j2r5
title: Nature Communications Spatial control of doping in conducting polymers enables complementary conformable, implantable internal ion-gated organic electrochemical transistors

description: Data from figures in the linked Nature Communications paper: 
https://doi.org/10.1038/s41467-024-55284-w
DOI: 10.3535/4tt-1a6-kap
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/54q-c8c-0f0
title: Tuff

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8p5-ga9-47d
title: †Orthoceras regulare (Schlotheim, 1820)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f65-5q0-9ax
title: Serpentine

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.377enc
title: Occurrence Download

description: A dataset containing 2022 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Boerhavia diffusa L.",
 "Continent is Africa"
 ]
}

 The dataset includes 2022 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009360-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/f8y-b63-ks7
title: †Archinacella rostrata Perner, 1903

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gxr-esc-jbl
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2js-zpz-m7q
title: Aethilla Hewitson, 1868

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lzt-4q5-5av
title: Conichnus conicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/jtkrcgy9tc
title: LINF_090013200

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.3535/pab-63c-gqt
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vd4-a8z-bsn
title: Conichnus conicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/24vyprry2m
title: Data for: An Effective Parallelization Algorithm for DEM Generalization based on CUDA

description: The two data are the two test DEMs.
DOI: 10.3535/a90-7kd-vhw
title: Conichnus conicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sge-2qa-8r9
title: Microcline

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/2hyjrh6txc
title: Data for: Inflation Data in the Islamic Republic of Iran: A Nervous System Approach Using Particle Swarm Algorithm

description: : Inflation rate data are available in multiple time sequences. This article uses the annual inflation rate data available on the website of the Central Bank of the Islamic Republic of Iran. Time period (1986-2018)) Was used for inflation rate data. Real interest rate data are the result of bank interest rate after annual inflation deduction. Time period (1986-2018) was used for these data. The Bank of the Islamic Republic of Iran is notified by the banking network. This variable was extracted from the Central Bank over the period (1986-2018). Qdyngy and the unemployment rate of the Central Bank of the Islamic Republic of Iran and in the period (1986-2018) have been achieved.
DOI: 10.3535/f96-d4s-08g
title: Conichnus conicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/s3w-ghe-xk2
title: Conichnus conicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/c4h-5md-kxx
title: Conichnus conicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dtl-xa0-khg
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1kd-4fg-xwk
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zkx-xhh-582
title: Pyrite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.qmxcux
title: Occurrence Download

description: A dataset containing 1558 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((74.03215 14.9839,74.04223 14.95257,74.04673 14.9534,74.05565 14.95507,74.05373 14.96032,74.0499 14.9719,74.04456 14.98581,74.04206 14.9854,74.03215 14.9839))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1558 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009361-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/yz3-spb-wkf
title: Conichnus conicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1m1-m3h-2h5
title: Microcline

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5c3-zt3-nh1
title: Labradorite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/94hzv2m5b6
title: PMACS-102 Flow Data

description: Flow cytometry data for PMACS-102. All other data is on figshare (see link below).
DOI: 10.3535/tf5-zk7-ywq
title: Microcline

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yyx-rva-sm9
title: Conichnus conicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.suec7h
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Areca catechu L."
 ]
}

 The dataset includes 91 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009362-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/mhj-4d9-ayz
title: Tabulata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mpq-kdd-sew
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zf1-g4a-g3f
title: Gypsum

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/m5c4n8z4bz
title: SVAR_CEE_2025

description: The dataset corresponds to the paper "Macroeconomic Consequences of the war in Ukraine on Central and Eastern European economies: A SVAR analysis" that investigates the macroeconomic effects from the Russian invasion of Ukraine in February 2022 on the economies of Bulgaria, Czechia, Hungary, Poland and Romania.
DOI: 10.3535/7zl-tav-3vj
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xs5-z8e-h24
title: Propora sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tpv-jew-49r
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vz9-m9j-lby
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1c5-d2k-y0s
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pzj-mnv-zma
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.y83d7c
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Artocarpus heterophyllus Lam."
 ]
}

 The dataset includes 389 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009363-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5kwmph8rh9
title: DDX21 mediates co-transcriptional RNA m6A modification to promote transcription termination and genome stability. Hao et al

description: original data
DOI: 10.17632/pmz55vjrrk
title: AVALIAÇÃO DAS CARACTERÍSTICAS CONSTRUTIVAS DE ROLOS DESPIGADORES QUE INTEGRAM PLATAFORMAS DE CORTE PARA COLHEITA DE MILHO

description: Trabalho apresentado ao III Simpósio Gaúcho de Engenharia Aeroespacial e Mecânica, Santa Maria, RS, Brasil.
DOI: 10.3535/l56-1gf-bbm
title: Conichnus conicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xye-hfm-6f3
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/bnw7bh87bn
title: Data for: Excitation Emission Matrix Fluorescence Spectroscopy for Combustion Generated Particulate Matter Source Identification

description: Excitation Emission Matrix (EEM) fluorescence spectra used for combustion generated particulate matter source identification using a neural network.
DOI: 10.3535/5c3-pta-gk0
title: †Bucania J. Hall, 1847

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ws5-4l6-hdf
title: Glauconite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/ch7yy7xbgz
title: 7. Connecting CHEMCAD to a Machine Learning Model on the Wolfram Cloud

description: We previuosly provided examples of connecting Mathematica to CHEMCAD or Aspen Plus. In References 1-3, we showed how to connect CHEMCAD to Mathematica using Link for Excel, with all software running locally on the desktop computer. References 4 and 5 explain how to deploy Mathematica models to the cloud. Once deployed to the cloud, functions can be accessed over the internet from Excel, which in turn is connected to CHEMCAD through data mapping. Reference 6 extends the procedure to Aspen Plus. This data set further extends the study to supervised machine learning models.

As an example problem, we chose a membrane model for an air separation process [7-8]. The membrane unit is well-mixed on the retentate and permeate sides of the membrane. The feed to the membrane unit is fully specified and split by the membrane into retentate and permeate streams. There are many ways to develop a machine-learning model for this problem, and five different methods are provided here, described below.

Method 1 (Proof of concept): Supervised learning with single variable linear regression applied separately to each output. The method in Mathematica uses the “Predict” function, which accepts a list of associations between one input and one output. For example, {{a1➝b1}, {a2➝b2}, etc.}. Because of this input-output structure, “Predict” was used five times to generate five output functions, one for each output. Only one input was varied, the others being held constant, as shown here, with only area changing. For example, for output x1 (retentate mole fraction), the input-output structure changes as follows: 

{{nF1, PR1, PR1, A1} ➝ x1}, {nF2, PR2, PR2, A2} ➝ x2}, etc.} ⇨ {{A1 ➝ x1}, {A2 ➝ x2}, etc.}

This creates the input-output structure needed by “Predict.” We used the model in Ref. 5 to generate a table of data that was then entered into Mathematica to train the model. The training data are provided in the Excel data map worksheet. The trained functions were then deployed to the cloud and called from CHEMCAD.

The model is not very flexible because the feed flow rate, retentate, and permeate pressures are fixed. However, the results are interesting because a wide range of AI and machine learning tools are available in the Wolfram language that could extend this technique to more general situations.

Neural Net Methods:

Method 2: More general model than Method 1. Neural net trained with 1000 simulations generated from the model of Reference 3. All input variables simultaneously generated from random number generators, set to the range of values tabulated below. The trained neural net is called locally from CHEMCAD with Link.

Input Min Max
nF 3,300 3,400
PR 140 160
PP 14 16
A 18,000 22,000

Method 3: Same as Method 2 but trained with 5000 simulations.

Method 4: Same as Method 2, trained with 1000 simulations, but with result deployed to cloud.\

Method 5: Same as Method 4, trained with 5000 simulations, with result deployed to cloud.
DOI: 10.3535/vzd-vah-tdj
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dz3-3ek-pzh
title: Amphorichnus papillatus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vtr-6sj-p90
title: Amphorichnus papillatus

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