cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15263477
title: Public archaeological finds from Finland 2000-2023
title: Research dataset for 'New horizons in understanding Finnish Iron Age material culture through metal-detected finds'

description: The dataset consists of archaeological object finds recoverd by members of the public, mostly by hobby metal-detecting, and recorded by the Finnish Heritage Agency (FHA) 2000-2023. This is a static research data dump opened to accompany the article: 

Oksanen, Eljas and Wessman, Anna. 2025. New Horizons in Understanding Finnish Iron Age Material Culture Through Metal-detected Finds, Internet Archaeology 68. https://doi.org/10.11141/ia.68.4

The dataset consists of three chronological parts, or finds recorded that were in:

2000-2015 - Finds reported by the public and redeemed by the FHA before the current recording scheme was initiated. The finds were originally recorded as PDF finds lists in the 'Muinaiskalupäiväkirja' data service by the FHA. These were digitized in the DeepFIN project in 2021 by Taika-Tuuli Kaivo and Eljas Oksanen. Only post-Stone Age public finds were digitized. The original data was recorded using non-controlled vocabularies, and was translated where possible to the current standard Finnish archaeological vocabulary MAO/TAO (Ontology for Museum Domain and Applied Arts) during the DeepFIN digitization process. For MAO/TAO, see: https://finto.fi/maotao/fi/.

2015-2020 - The FHA launched the data service 'Luettelointisovellus' for recording public finds in 2015. The first data dump of its database was obtained 17th November 2020. Many of these finds were recorded before the FHA's internal archaeological vocabulary (which can be directly mapped to MAO/TAO) was developed and taken into use.

2020-2023 - A second data dump was obtained from the 'Luettelointisovellus' database on 8th May 2023. These newer records are in accordance with the current archaeological ontologies.

As part of the reserch project, Oksanen and Wessman lightly edited and cleaned the data, e.g., to remove typos and fill in missing date data. New fields were added to assist computational analysis (see Public_arch_finds_Finland_2000_2023_fields.csv).

Note therefore that the dataset is composed from multiple sources or datadumps, and the vocabulary (particularly for the object types in the 'find_name' field for the 2015-2020 data dump) is not fully harmonized to MAO/TAO standards. This was not required for the computational needs of the above article project.
DOI: 10.5281/zenodo.15263478
title: Public archaeological finds from Finland 2000-2023
title: Research dataset for 'New horizons in understanding Finnish Iron Age material culture through metal-detected finds'

description: The dataset consists of archaeological object finds recoverd by members of the public, mostly by hobby metal-detecting, and recorded by the Finnish Heritage Agency (FHA) 2000-2023. This is a static research data dump opened to accompany the article: 

Oksanen, Eljas and Wessman, Anna. 2025. New Horizons in Understanding Finnish Iron Age Material Culture Through Metal-detected Finds, Internet Archaeology 68. https://doi.org/10.11141/ia.68.4

The dataset consists of three chronological parts, or finds recorded that were in:

2000-2015 - Finds reported by the public and redeemed by the FHA before the current recording scheme was initiated. The finds were originally recorded as PDF finds lists in the 'Muinaiskalupäiväkirja' data service by the FHA. These were digitized in the DeepFIN project in 2021 by Taika-Tuuli Kaivo and Eljas Oksanen. Only post-Stone Age public finds were digitized. The original data was recorded using non-controlled vocabularies, and was translated where possible to the current standard Finnish archaeological vocabulary MAO/TAO (Ontology for Museum Domain and Applied Arts) during the DeepFIN digitization process. For MAO/TAO, see: https://finto.fi/maotao/fi/.

2015-2020 - The FHA launched the data service 'Luettelointisovellus' for recording public finds in 2015. The first data dump of its database was obtained 17th November 2020. Many of these finds were recorded before the FHA's internal archaeological vocabulary (which can be directly mapped to MAO/TAO) was developed and taken into use.

2020-2023 - A second data dump was obtained from the 'Luettelointisovellus' database on 8th May 2023. These newer records are in accordance with the current archaeological ontologies.

As part of the reserch project, Oksanen and Wessman lightly edited and cleaned the data, e.g., to remove typos and fill in missing date data. New fields were added to assist computational analysis (see Public_arch_finds_Finland_2000_2023_fields.csv).

Note therefore that the dataset is composed from multiple sources or datadumps, and the vocabulary (particularly for the object types in the 'find_name' field for the 2015-2020 data dump) is not fully harmonized to MAO/TAO standards. This was not required for the computational needs of the above article project.
DOI: 10.15468/dl.s7j4h9
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Edmundoa ambigua (Wand. & Leme) Leme"
 ]
}

 The dataset includes 29 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023005-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29246891
title: Title The Theory and Application of Complex Number Models in Strengthening Muscle1.pdf

description: This study proposes a novel approach to incorporate "complex numbers" into Cartesian diagrams, which have traditionally been analyzed based on "real numbers." By utilizing the framework of "real + imaginary numbers," this method aims to classify and analyze coordinates and data, extending beyond mathematical models to enable the understanding of real-world systems and relationships. Notably, leveraging the "imaginary components (internal energy)" provides a potential for achieving efficient and high results with minimal "external energy." This model not only broadens the theoretical understanding of Cartesian diagrams but also presents new perspectives in health and physical therapy.
DOI: 10.6084/m9.figshare.29246891.v1
title: Title The Theory and Application of Complex Number Models in Strengthening Muscle1.pdf

description: This study proposes a novel approach to incorporate "complex numbers" into Cartesian diagrams, which have traditionally been analyzed based on "real numbers." By utilizing the framework of "real + imaginary numbers," this method aims to classify and analyze coordinates and data, extending beyond mathematical models to enable the understanding of real-world systems and relationships. Notably, leveraging the "imaginary components (internal energy)" provides a potential for achieving efficient and high results with minimal "external energy." This model not only broadens the theoretical understanding of Cartesian diagrams but also presents new perspectives in health and physical therapy.
DOI: 10.15468/dl.5jf66p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss (Walbaum, 1792)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022623-250525065834625/datasets/export for details.
DOI: 10.15468/dl.yxamvf
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Centre for Australian National Biodiversity Research (CANB) AVH data",
 "TaxonKey is Plagiothecium lucidum (Hook.f. & Wilson) Mitt."
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022906-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9dd5x
title: Occurrence Download

description: A dataset containing 2846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-4.49305 36.66008,-4.44012 36.66008,-4.44012 36.69772,-4.49305 36.69772,-4.49305 36.66008))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 2846 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022907-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e232046
title: Weekly estimates of the risk of avian influenza transmission from wild waterfowl to domestic poultry - Initial phase models

description: This data layer depicts the weekly estimates of the relative risk of avian influenza transmission from wild waterfowl to domestic poultry. These data represent an early phase of ongoing model development and the inclusion of additional parameters is upcoming.
DOI: 10.3886/e232046v1
title: Weekly estimates of the risk of avian influenza transmission from wild waterfowl to domestic poultry - Initial phase models

description: This data layer depicts the weekly estimates of the relative risk of avian influenza transmission from wild waterfowl to domestic poultry. These data represent an early phase of ongoing model development and the inclusion of additional parameters is upcoming.
DOI: 10.15468/dl.yvmt3s
title: Occurrence Download

description: A dataset containing 22302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "GadmGid is IDN.22_1",
 "BasisOfRecord is Specimen",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 22302 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000190-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.veb6pa
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lycopodina hypogea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 33 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000196-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dgq4cz
title: Occurrence Download

description: A dataset containing 1534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dioscorea acanthogene Rusby, Dioscorea alainii Raz, Dioscorea amazonum Mart. ex Griseb.)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1534 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022714-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f5txhz
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (India, China, Myanmar, Nepal, Bhutan, Bangladesh, Pakistan, Afghanistan)",
 "TaxonKey is Pseudocoladenia dan"
 ]
}

 The dataset includes 461 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022715-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7qsrq
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Enteromius argenteus (Günther, 1868)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023168-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9sjcb
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Echinomastus durangensis (Ruenge) Britton & Rose"
 ]
}

 The dataset includes 51 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023210-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjm9fs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Enteromius argenteus (Günther, 1868)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.2855 -34.7533,20.509 -34.5676,20.509 -32.9007,17.7723 -32.9007,17.8156 -33.0786,18.3471 -33.7176,18.3748 -33.8287,18.2181 -34.0492,18.3197 -34.3408,18.4452 -34.429,18.5435 -34.4213,18.5872 -34.3667,18.5363 -34.167,18.7345 -34.1508,18.7216 -34.3637,18.7808 -34.4521,19.0289 -34.4206,19.0831 -34.4835,19.2655 -34.5017,19.2032 -34.6157,19.2394 -34.6926,19.375 -34.6963,19.6091 -34.8524,19.8251 -34.8396,19.9798 -34.9064,20.1081 -34.8731,20.1517 -34.7847,20.2855 -34.7533))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023209-250525065834625/datasets/export for details.
DOI: 10.15468/dl.jng7nn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Enteromius amatolicus (Skelton, 1990)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.2855 -34.7533,20.509 -34.5676,20.509 -32.9007,17.7723 -32.9007,17.8156 -33.0786,18.3471 -33.7176,18.3748 -33.8287,18.2181 -34.0492,18.3197 -34.3408,18.4452 -34.429,18.5435 -34.4213,18.5872 -34.3667,18.5363 -34.167,18.7345 -34.1508,18.7216 -34.3637,18.7808 -34.4521,19.0289 -34.4206,19.0831 -34.4835,19.2655 -34.5017,19.2032 -34.6157,19.2394 -34.6926,19.375 -34.6963,19.6091 -34.8524,19.8251 -34.8396,19.9798 -34.9064,20.1081 -34.8731,20.1517 -34.7847,20.2855 -34.7533))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023109-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15602439
title: Prova
DOI: 10.15468/dl.pymz84
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carassius auratus (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022792-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ppzf2p
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Panama",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Museum of Comparative Zoology, Harvard University, NMNH Extant Specimen Records (USNM, US), American Museum of Natural History (AMNH) Crustacea Collection)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0, Pending, Incompatible)",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (28eb1a3f-1c15-4a95-931a-4af90ecb574d, b4640710-8e03-11d8-b956-b8a03c50a862, bc092ff0-02e4-11dc-991f-b8a03c50a862, ccd1ddc0-6c21-11de-8224-b8a03c50a862)",
 "TaxonKey is Scyllarides aequinoctialis (Lund, 1793)"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022793-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6j73e2
title: Occurrence Download

description: A dataset containing 1534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dioscorea acanthogene Rusby, Dioscorea alainii Raz, Dioscorea amazonum Mart. ex Griseb.)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1534 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023007-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15525055
title: 2017 - Reading - URAO -L1 - DAY #2

description: University of Reading (UR) Urban Micromet Research Gorup

URAO  - UR Atmospheric Observatory -

City: Reading

See also: https://zenodo.org/uploads/15512055 (rest of 2017 -other data levels)

See also other years
DOI: 10.5281/zenodo.15525056
title: 2017 - Reading - URAO -L1 - DAY #2

description: University of Reading (UR) Urban Micromet Research Gorup

URAO  - UR Atmospheric Observatory -

City: Reading

See also: https://zenodo.org/uploads/15512055 (rest of 2017 -other data levels)

See also other years
DOI: 10.15468/dl.9rv2te
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Engraulicypris brevianalis (Boulenger, 1908)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022960-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.14917353
title: Discrete Element Method Model of Vacuum Packed Particle Dampers

description: User Manual for Analysis Files

This document provides instructions for handling the analysis files provided. These files are the source outputs from the Yade program and contain all the necessary data for performing further analysis in Mathematica.

File Description

Source Files: These files are generated by the Yade program and include raw data required for subsequent analysis. There are also files from Mathematica with data to prepare charts.

You can download all files from the repository https://github.com/chpawel/VPP.

Purpose: The data in these files is intended for use in Mathematica to perform detailed analyses and computations.

Requirements:The source files of the data.Mathematica: The target environment where the analysis will be carried out.Postprocessing.m: A Mathematica script used to import and process the Yade source files.

Organize Files

Ensure that all the provided Yade and Mathematica source files are in the Data folder.Postprocessing.m should be outside this folder.

Prepare the Environment

Open your Mathematica environment and Postprocessing.m file.Run the Postprocessing Script:

Execute Posprocessing.m in your Mathematica session.First, you need to run Auxiliary Procedures. Using these functions, you can use the provided analysis from the article or use the data sets for your own analysis.
DOI: 10.5281/zenodo.14917354
title: Discrete Element Method Model of Vacuum Packed Particle Dampers

description: User Manual for Analysis Files

This document provides instructions for handling the analysis files provided. These files are the source outputs from the Yade program and contain all the necessary data for performing further analysis in Mathematica.

File Description

Source Files: These files are generated by the Yade program and include raw data required for subsequent analysis. There are also files from Mathematica with data to prepare charts.

You can download all files from the repository https://github.com/chpawel/VPP.

Purpose: The data in these files is intended for use in Mathematica to perform detailed analyses and computations.

Requirements:The source files of the data.Mathematica: The target environment where the analysis will be carried out.Postprocessing.m: A Mathematica script used to import and process the Yade source files.

Organize Files

Ensure that all the provided Yade and Mathematica source files are in the Data folder.Postprocessing.m should be outside this folder.

Prepare the Environment

Open your Mathematica environment and Postprocessing.m file.Run the Postprocessing Script:

Execute Posprocessing.m in your Mathematica session.First, you need to run Auxiliary Procedures. Using these functions, you can use the provided analysis from the article or use the data sets for your own analysis.
DOI: 10.15468/dl.ksy2wd
title: Occurrence Download

description: A dataset containing 6868 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombax ceiba L."
 ]
}

 The dataset includes 6868 records from 177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022622-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzrkcf
title: Occurrence Download

description: A dataset containing 33061 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "GadmGid is IDN.23_1",
 "BasisOfRecord is Specimen",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 33061 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000193-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.