cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13867876
title: Time-Motion Data Set of Construction Work

description: This open-access dataset, provides a detailed time-motion study of construction work, specifically focusing on MEP (Mechanical, Electrical, and Plumbing) activities. The dataset is intended to facilitate research and analysis to improve operational efficiency and safety within the construction industry. It includes anonymized and pseudonymized data, ensuring privacy while still offering valuable insights into worker activities.

Contents: (1)Time-motion study dataset: Captures categorized work activities by MEP workers at a second-to-second level. (2) Description of work activities: Provides detailed classifications of the tasks performed, allowing for in-depth analysis.

This dataset has been made publicly available under the CC-BY-SA license, encouraging reuse and redistribution with proper attribution and share-alike terms. By downloading the dataset, users acknowledge and agree to comply with the terms outlined above.

Funding and Support: This work has been supported by the “Hukka LVI- ja sähkötöissä” (Waste in Plumbing and Electrical Work) project, funded by STUL (Electrical Contractor Association), LVI-TU (HVAC Contractor Association), and STTA (Electrical Employers Union) from Finland.

This comprehensive dataset offers valuable resources for research and analysis purposes. For further information or collaboration inquiries, feel free to reach out to discuss data collection methods and potential research partnerships: olli.seppanen@aalto.fi & christopher.gorsch@vtt.fi.
description: For references, the dataset has been utilized in several publications. Please see the list of these works below:

Görsch C., Seppänen O., Peltokorpi A., Lavikka R. (2024): Unlocking Productivity: Revealing Waste and Hidden Disturbances Impacting MEP Workers, Journal of Construction Engineering and Management, 150 (9), art. no. 04024108, DOI: 10.1061/JCEMD4.COENG-14204.

Görsch C., Jianyu Z., Seppänen O. (2022): VALUE-ADDING INDEX - SHARE OF DIRECT WORK INCLUDED IN UNINTERRUPTED PRESENCE TIME, pp. 130 - 141, DOI: 10.24928/2022/011.

Görsch C., Al Barazi A., Seppänen O., Abou Ibrahim, H. (2022): Uncovering & Visualizing Work Process Interruptions throughQuantitative Workflow Analysis. Lean Construction Journal, 171–183, https://doi.org/10.60164/c5e1b7g1a.

Seppänen O., Görsch C. (2022): DECREASING WASTE IN MECHANICAL, ELECTRICAL AND PLUMBING WORK, pp. 84 - 94, DOI: 10.24928/2022/0111.
DOI: 10.5281/zenodo.13867877
title: Time-Motion Data Set of Construction Work

description: This open-access dataset, provides a detailed time-motion study of construction work, specifically focusing on MEP (Mechanical, Electrical, and Plumbing) activities. The dataset is intended to facilitate research and analysis to improve operational efficiency and safety within the construction industry. It includes anonymized and pseudonymized data, ensuring privacy while still offering valuable insights into worker activities.

Contents: (1)Time-motion study dataset: Captures categorized work activities by MEP workers at a second-to-second level. (2) Description of work activities: Provides detailed classifications of the tasks performed, allowing for in-depth analysis.

This dataset has been made publicly available under the CC-BY-SA license, encouraging reuse and redistribution with proper attribution and share-alike terms. By downloading the dataset, users acknowledge and agree to comply with the terms outlined above.

Funding and Support: This work has been supported by the “Hukka LVI- ja sähkötöissä” (Waste in Plumbing and Electrical Work) project, funded by STUL (Electrical Contractor Association), LVI-TU (HVAC Contractor Association), and STTA (Electrical Employers Union) from Finland.

This comprehensive dataset offers valuable resources for research and analysis purposes. For further information or collaboration inquiries, feel free to reach out to discuss data collection methods and potential research partnerships: olli.seppanen@aalto.fi & christopher.gorsch@vtt.fi.
description: For references, the dataset has been utilized in several publications. Please see the list of these works below:

Görsch C., Seppänen O., Peltokorpi A., Lavikka R. (2024): Unlocking Productivity: Revealing Waste and Hidden Disturbances Impacting MEP Workers, Journal of Construction Engineering and Management, 150 (9), art. no. 04024108, DOI: 10.1061/JCEMD4.COENG-14204.

Görsch C., Jianyu Z., Seppänen O. (2022): VALUE-ADDING INDEX - SHARE OF DIRECT WORK INCLUDED IN UNINTERRUPTED PRESENCE TIME, pp. 130 - 141, DOI: 10.24928/2022/011.

Görsch C., Al Barazi A., Seppänen O., Abou Ibrahim, H. (2022): Uncovering & Visualizing Work Process Interruptions throughQuantitative Workflow Analysis. Lean Construction Journal, 171–183, https://doi.org/10.60164/c5e1b7g1a.

Seppänen O., Görsch C. (2022): DECREASING WASTE IN MECHANICAL, ELECTRICAL AND PLUMBING WORK, pp. 84 - 94, DOI: 10.24928/2022/0111.
DOI: 10.15468/dl.jsdzqa
title: Occurrence Download

description: A dataset containing 28332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-97.73875 -40.00610,4.73875 -40.00610,4.73875 1.00610,-97.73875 1.00610,-97.73875 -40.00610))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Thraupis ornata (Sparrman, 1789)"
 ]
}

 The dataset includes 28332 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037844-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17638/datacat.liverpool.ac.uk/197
title: The Sero-epidemiology of Coxiella burnetii in Humans and Cattle, Western Kenya: evidence from a cross-sectional study
DOI: 10.15468/dl.wtzb4g
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanopsitta spixii (Wagler, 1832)"
 ]
}

 The dataset includes 44 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037847-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/djuyny0b
title: Regional trade agreements
DOI: 10.15468/dl.2yecu9
title: Occurrence Download

description: A dataset containing 2365 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zonitoides excavatus (Alder, 1830)"
 ]
}

 The dataset includes 2365 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037848-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17638/datacat.liverpool.ac.uk/198
title: Gateway-state mediated charge transport studies in dialkylarene molecular wires
DOI: 10.15468/dl.cz5der
title: Occurrence Download

description: A dataset containing 8436 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Mauritius, Réunion)",
 "OccurrenceStatus is Present",
 "TaxonKey is Marchantiophyta"
 ]
}

 The dataset includes 8436 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037849-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y7d8w4
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acritopappus buiquensis D.J.N.Hind & Bautista"
 ]
}

 The dataset includes 22 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037852-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xc682b
title: Occurrence Download

description: A dataset containing 12124 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dicranum viride (Sull. & Lesq.) Lindb."
 ]
}

 The dataset includes 12124 records from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037854-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.btwher
title: Occurrence Download

description: A dataset containing 12124 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dicranum viride (Sull. & Lesq.) Lindb."
 ]
}

 The dataset includes 12124 records from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037856-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9qdmx3
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Mauritius, Réunion)",
 "OccurrenceStatus is Present",
 "TaxonKey is Anthocerotophyta"
 ]
}

 The dataset includes 147 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037857-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3r7cpt
title: Occurrence Download

description: A dataset containing 344 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Handroanthus spongiosus (Rizzini) S.O.Grose"
 ]
}

 The dataset includes 344 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037859-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wghybw
title: Occurrence Download

description: A dataset containing 1804260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Occurrence evidence)",
 "Continent is Africa",
 "Country is Tanzania, United Republic of"
 ]
}

 The dataset includes 1804260 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037833-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5518/111
title: Polymer-Directed Assembly of Single Crystal Zinc Oxide/ Magnetite Nanocom-posites under Atmospheric and Hydrothermal Conditions.

description: Within the field of crystal growth it is recognized that secondary species can sometimes be occluded within a growing crystal according to the crystallization conditions and pairing of the additive and host crystal.  This article takes inspiration from this phenomenon to create multifunctional inorganic nanocomposites with unique structures – inorganic single crystals containing embedded inorganic nanoparticles.  Using magnetite (Fe3O4)/ ZnO as a suitable test system, ZnO crystals are precipitated from aqueous solution at 90 oC and atmospheric pressure in the presence of Fe3O4 nanoparticles functionalized with anionic diblock copolymers.  Analysis of product nanocomposite crystals using atomic absorption spectroscopy shows that the Fe3O4 nanoparti-cles are embedded within the ZnO single crystal hosts at levels of approximately 10 wt%, while TEM analysis shows that there is no apparent discontinuity between the nanoparticles and host crystal matrix.  Importantly, we then demonstrate that this occlu-sion approach can also be employed under hydrothermal conditions at 160 oC, without a loss in occlusion efficiency. This offers an important advance on our previous occlusion studies, which were all conducted at room temperature, and vastly increases the range of target materials that can be generated using our synthesis approach.  Finally, measurement of the magnetic properties of these nanocomposites shows that they retain the attractive features of the wide band-gap semiconductor ZnO, while benefit-ing from added magnetism.
DOI: 10.15468/dl.vc55s7
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acer erythranthum Gagnep."
 ]
}

 The dataset includes 19 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037863-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rs6vz7
title: Occurrence Download

description: A dataset containing 1113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-73.54101 3.96755,-71.508 3.96755,-71.508 5.70387,-73.54101 5.70387,-73.54101 3.96755))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Carollia brevicaudum (Schinz, 1821)"
 ]
}

 The dataset includes 1113 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037864-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pcuk8j
title: Occurrence Download

description: A dataset containing 6177 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Harpia harpyja (Linnaeus, 1758)"
 ]
}

 The dataset includes 6177 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037865-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sw6g5z
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera pardus orientalis (Schlegel, 1857)"
 ]
}

 The dataset includes 83 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037867-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ehdrys
title: Occurrence Download

description: A dataset containing 77075 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CABI Africa Invasive and Alien Species data"
 ]
}

 The dataset includes 77075 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037866-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/sx5comv4
title: Natural disasters
DOI: 10.15468/dl.u8xeu3
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Insect Species Occurrence Data from Multiple Projects Worldwide with Focus on Bees and Wasps in North America",
 "Issue is Taxon match none"
 ]
}

 The dataset's 1 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037837-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3m95df
title: Occurrence Download

description: A dataset containing 13488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Scrobipalpa Janse, 1951"
 ]
}

 The dataset includes 13488 records from 195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037868-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5518/117
title: Polarised Raman spectroscopy and dielectric spectroscopy data of a polar smectic A liquid crystal system.

description: We report polarised Raman spectroscopy and dielectric properties of an asymmetric bent-core compound derived from 3-hydroxybenzoic acid with a long terminal chain at one end and a nitro group at the other. This data file includes 2 sections: 1) polarized Raman data: including the source data (polarized Raman spectra for the liquid crystal materials deduced at various temperatures and for a series of orientation angles with respect to the input and output polarisation direction of the laser light) and the depolarization Raman intensities data as Excel files. 2) Dielectric spectroscopy data: including the perpendicular and parallel component of dielectric permittivity (real part) as function of temperature, dielectric permittivity (both real and imaginary parts) change at different frequency and the source data.
DOI: 10.15468/dl.nwf5rw
title: Occurrence Download

description: A dataset containing 269083 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((110 20,115 20,115 25,110 25,110 20))",
 "Year 2007-2024"
 ]
}

 The dataset includes 269083 records from 316 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037840-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqqvzr
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Ecuador",
 "TaxonKey is Bartsia alba Molau"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048206-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2u8rq7
title: Occurrence Download

description: A dataset containing 687 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juniperus deppeana var. deppeana"
 ]
}

 The dataset includes 687 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020463-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sja9zt
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Campanula damboldtiana P.H.Davis & Sorger"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117111-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8nqqd4
title: Occurrence Download

description: A dataset containing 725407 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Quercus rotundifolia Lam., Dactylis glomerata L., Dactylis glomerata L.)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 725407 records from 1060 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048197-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.grq8jc
title: Occurrence Download

description: A dataset containing 1564027 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 1564027 records from 509 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228719-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pv599s
title: Occurrence Download

description: A dataset containing 73412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "TaxonKey is Lonicera L."
 ]
}

 The dataset includes 73412 records from 279 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117110-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2022-02.2428777/2354265
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2434400/2354270
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2429488/2354271
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2428762/2354272
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2428929/2354273
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2434532/2354274
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2428701/2354275
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2429039/2354276
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2428729/2354277
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2429149/2354278
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2429166/2354279
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2429490/2354280
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2428727/2354281
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2429170/2354282
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2434770/2354283
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2434698/2354284
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2428770/2354285
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2428862/2354286
title: Data for EMSL Project 48705 from February 2022
DOI: 10.15468/dl.uwgv7g
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-116.61137 31.46929,-118.03918 31.14888,-113.80242 21.89647,-107.51745 22.87363,-109.66366 25.20483,-111.33146 27.44641,-113.96063 31.1506,-116.61137 31.46929))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dosidicus gigas (D'Orbigny, 1835)"
 ]
}

 The dataset includes 27 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036697-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2022-02.2429130/2354287
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2428744/2354288
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2428742/2354289
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2429117/2354290
title: Data for EMSL Project 48705 from February 2022
DOI: 10.25582/data.2022-02.2429160/2354291
title: Data for EMSL Project 48705 from February 2022