cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/6ntzhzgg5w
title: Raw data for the manuscript "MLSens Settler: Development and Evaluation of a Novel Self-Cleaning Approach for Horizontal Tube Settlers

description: This dataset contains the raw experimental data and theoretical upscaling analyses supporting the findings of the manuscript "MLSens Settler: Development and Evaluation of a Novel Self-Cleaning Approach for Horizontal Tube Settlers".

Research Hypothesis and Context: The research addresses the historical limitation of horizontal tube settlers, which are theoretically more efficient but were abandoned due to a lack of a continuous self-cleaning mechanism. The central hypothesis is that incorporating a longitudinal bottom slot in each horizontal tube can solve this drawback, enabling effective self-cleaning without compromising sedimentation performance.

Data Collection: The data was gathered from a custom-built, pilot-scale MLSens settler treating synthetic raw water under controlled laboratory conditions. Key performance parameters, including turbidity, apparent color, pH, and temperature, were systematically monitored at the inlet and outlet of the settler during 10 independent experimental runs (n=130 total measurements).

Data Findings and Interpretation: The data presented here validates the success of the MLSens concept. The experimental data demonstrates the settler's high performance, showing consistent turbidity removal efficiencies exceeding 95% and a stable effluent quality (&lt; 4 NTU), suitable for subsequent filtration stages. The upscaling analysis data provides the calculations that show the design's potential to achieve high surface overflow rates (13–21 m/h) and significantly reduce the footprint (~51%) of sedimentation units compared to conventional inclined settlers.

File Structure: The dataset is organized into two main spreadsheets:

Experimental_Raw_Data.xlsx: Contains all data related to the pilot-scale experiments, including raw time-series measurements, summary statistics, and a simple upscaling scenario based on the pilot unit.

Upscaling_Analysis_Data.xlsx: Contains the detailed theoretical upscaling and parametric sensitivity analyses for a full-scale design.

Please refer to the README.txt file for a detailed description of the contents of each file and their respective sheets.
DOI: 10.17026/ar/4l9rfu
title: PAN-00169081 - biconical spindle whorl (handmade pottery) Iron Age-Roman period

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00169081&lt;/p&gt;
description: Modified: 2025-05-14T11:48:07+02:00
DOI: 10.17632/6ntzhzgg5w.1
title: Raw data for the manuscript "MLSens Settler: Development and Evaluation of a Novel Self-Cleaning Approach for Horizontal Tube Settlers

description: This dataset contains the raw experimental data and theoretical upscaling analyses supporting the findings of the manuscript "MLSens Settler: Development and Evaluation of a Novel Self-Cleaning Approach for Horizontal Tube Settlers".

Research Hypothesis and Context: The research addresses the historical limitation of horizontal tube settlers, which are theoretically more efficient but were abandoned due to a lack of a continuous self-cleaning mechanism. The central hypothesis is that incorporating a longitudinal bottom slot in each horizontal tube can solve this drawback, enabling effective self-cleaning without compromising sedimentation performance.

Data Collection: The data was gathered from a custom-built, pilot-scale MLSens settler treating synthetic raw water under controlled laboratory conditions. Key performance parameters, including turbidity, apparent color, pH, and temperature, were systematically monitored at the inlet and outlet of the settler during 10 independent experimental runs (n=130 total measurements).

Data Findings and Interpretation: The data presented here validates the success of the MLSens concept. The experimental data demonstrates the settler's high performance, showing consistent turbidity removal efficiencies exceeding 95% and a stable effluent quality (&lt; 4 NTU), suitable for subsequent filtration stages. The upscaling analysis data provides the calculations that show the design's potential to achieve high surface overflow rates (13–21 m/h) and significantly reduce the footprint (~51%) of sedimentation units compared to conventional inclined settlers.

File Structure: The dataset is organized into two main spreadsheets:

Experimental_Raw_Data.xlsx: Contains all data related to the pilot-scale experiments, including raw time-series measurements, summary statistics, and a simple upscaling scenario based on the pilot unit.

Upscaling_Analysis_Data.xlsx: Contains the detailed theoretical upscaling and parametric sensitivity analyses for a full-scale design.

Please refer to the README.txt file for a detailed description of the contents of each file and their respective sheets.
DOI: 10.17026/ar/c4ppjk
title: PAN-00148386 - pot of Low Lands Ware I type Holw. 140-142

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00148386&lt;/p&gt;
description: Modified: 2025-07-10T17:09:23+02:00
DOI: 10.17026/ar/emgo5a
title: PAN-00177571 - ring unspecified (period unspecified)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00177571&lt;/p&gt;
description: Modified: 2025-07-24T09:22:03+02:00
DOI: 10.15468/dl.7bjyxn
title: Occurrence Download

description: A dataset containing 88988 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-5.91245 37.56123,-6.31975 37.39961,-6.53613 36.94321,-6.62523 36.51475,-5.97609 36.01187,-5.30149 35.89854,-4.98328 36.24832,-4.44869 36.42263,-3.93955 36.67826,-4.63961 37.30855,-5.54332 37.74262,-5.91245 37.56123))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 88988 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016196-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4wdy4
title: Occurrence Download

description: A dataset containing 142417 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-6.68069 36.06378,-5.02132 35.87192,-3.54429 36.59264,-3.94546 37.97091,-5.24014 38.05711,-6.69893 37.42263,-6.68069 36.06378))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 142417 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016197-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ar6cuq
title: Occurrence Download

description: A dataset containing 117346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-6.41571 37.57371,-6.81669 36.44235,-5.60037 35.79453,-4.59792 36.27012,-3.98308 36.96743,-4.38406 37.67957,-5.039 38.02784,-6.04146 38.04889,-6.41571 37.57371))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 117346 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016199-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/rymnqf
title: PAN-00104105 - coin/coin-related, Antoninus Pius (138-161), denarius

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00104105&lt;/p&gt;
description: Modified: 2025-04-28T10:47:12+02:00
DOI: 10.17026/ar/dfxe2o
title: PAN-00162346 - early medieval figuratieve brooch (one eye) group A1

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00162346&lt;/p&gt;
description: Modified: 2025-05-19T16:33:55+02:00
DOI: 10.17026/ar/y1ynzv
title: PAN-00108212 - coin/coin-related, lokale autoriteit (of ondermemer) ?, muntplaatje ("Raw flan")

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00108212&lt;/p&gt;
description: Modified: 2025-06-17T08:10:30+02:00
DOI: 10.17026/ar/pofi6w
title: PAN-00105045 - coin/coin-related, Constantinus I en zonen (306-361), naar, nummus

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00105045&lt;/p&gt;
description: Modified: 2025-05-12T08:37:58+02:00
DOI: 10.15468/dl.afpxgr
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taxodium distichum",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016234-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/2r2txv
title: PAN-00148380 - pot of Low Lands Ware I type Holw. 140-142

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00148380&lt;/p&gt;
description: Modified: 2025-07-10T16:59:02+02:00
DOI: 10.17026/ar/flnlkl
title: PAN-00121978 - pot (Roman coarse ware pottery)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00121978&lt;/p&gt;
description: Modified: 2025-07-18T16:48:13+02:00
DOI: 10.15468/dl.5mgfpk
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taxodium distichum",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 133 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016237-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/yiara2
title: PAN-00087133 - finger ring group 9

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00087133&lt;/p&gt;
description: Modified: 2025-05-16T16:22:27+02:00
DOI: 10.17026/ar/ownvep
title: PAN-00008147 - coin/coin-related, Constantinus I en zonen (306-361), nummus

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00008147&lt;/p&gt;
description: Modified: 2025-06-10T08:28:32+02:00
DOI: 10.17026/ar/ghjtzp
title: PAN-00037278 - repair clamp (vessel)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00037278&lt;/p&gt;
description: Modified: 2025-07-21T10:45:41+02:00
DOI: 10.5281/zenodo.17202824
title: HAI

description: HAI data by provice in Thailand
DOI: 10.5281/zenodo.17202825
title: HAI

description: HAI data by provice in Thailand
DOI: 10.15468/dl.ggs6b2
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dendrophidion atlantica"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016239-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/fdreaj
title: PAN-00173173 - iron nail general

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00173173&lt;/p&gt;
description: Modified: 2025-05-20T17:29:13+02:00
DOI: 10.17026/ar/kmjee4
title: PAN-00108163 - coin/coin-related, lokale autoriteit (of ondermemer) ?, muntplaatje ("Flattened flan" ?)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00108163&lt;/p&gt;
description: Modified: 2025-06-17T07:54:03+02:00
DOI: 10.15468/dl.zgu6k3
title: Occurrence Download

description: A dataset containing 227410 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-8.133 35.83516,-3.94879 35.83516,-3.94879 39.13529,-8.133 39.13529,-8.133 35.83516))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 227410 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016201-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/dzgy0e
title: PAN-00166148 - coin/coin-related, (anoniem, bisschoppelijk), “Friese” penning

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00166148&lt;/p&gt;
description: Modified: 2025-04-28T13:25:32+02:00
DOI: 10.15468/dl.35krb2
title: Occurrence Download

description: A dataset containing 50914 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-5.86536 37.15389,-6.38814 36.8911,-6.57692 36.55744,-6.02994 36.00334,-5.53621 35.93283,-5.17317 36.15201,-5.08604 36.43291,-5.23125 36.94527,-5.86536 37.15389))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 50914 records from 355 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016216-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh0179038.10fu
title: SH0179038.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0179039.10fu
title: SH0179039.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0179040.10fu
title: SH0179040.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0179041.10fu
title: SH0179041.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0179042.10fu
title: SH0179042.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0179043.10fu
title: SH0179043.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0179044.10fu
title: SH0179044.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0179045.10fu
title: SH0179045.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.