cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/jes-lkf-bt3
title: Hydraecia nordstroemi Horke, 1952

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/krl-s7l-b90
title: Trichiura crataegi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p4b-qam-754
title: Ochropleura plecta Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bbj-73s-z01
title: Abrostola triplasia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/raf-w89-30s
title: Ochropleura plecta Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3m5-tqx-anw
title: Chrysodeixis chalcites (Esper, 1789)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6pg-34j-z24
title: Aricia artaxerxes (Fabricius, 1793)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jtr-8r2-sbl
title: Abrostola triplasia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ml1-bek-fmh
title: Oligia strigilis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d3w-nav-ksy
title: Abrostola triplasia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tkt-19s-jpq
title: Oligia strigilis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8j7-9m1-knn
title: Boloria aquilonaris (Stichel, 1908)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/l3j-dvc-2ar
title: Lygephila (Lygephila) pastinum Treitschke, 1826

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jgf-tce-zwc
title: Lateroligia ophiogramma (Esper, 1793)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tha-hp7-xra
title: Ammoconia caecimacula [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/j4d-t2h-f0w
title: Plebejus argus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/54y-6r8-vhl
title: Lycia hirtaria (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/915-4p9-kxr
title: Plebejus argus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.ua9e47
title: Occurrence Download

description: A dataset containing 6023 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Vulpes vulpes",
 "Year 2024-2024"
 ]
}

 The dataset includes 6023 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030930-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/00y-m5l-92z
title: Coenonympha iphis [Denis & Schiffermüller], 1776

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/y3k-kvm-bw3
title: Pabulatrix pabulatricula (Brahm, 1791)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2wm-ew6-c2f
title: Abrostola triplasia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gt0-94p-2kx
title: Diachrysia chrysitis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/47a-vz7-6z1
title: Plebejus argus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kvl-4xc-n4v
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2sv-vw5-xf3
title: Speyeria aglaja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rqr-tzw-s7p
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0e6-7lx-rvl
title: Eudonia murana Curtis, 1827

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/a7z-kc0-q3b
title: Gortyna flavago [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.15854879
title: Bibliographic data for the Literature review of AI in Higher Education with focus on social sciences

description: The data set consists of bibliographic data for the Literature review of AI in Higher Education with focus on social sciences, which is exported from Zotero.

As of July of 2025 the dataset comprises 90 unique academic articles focusing on the application and impact of Artificial Intelligence (AI)—particularly Large Language Models (LLMs)—in higher education contexts. The articles span a variety of disciplines, with strong representation from education, journalism, media studies, and computer science.
DOI: 10.3535/vxa-gw6-9vw
title: Boloria aquilonaris (Stichel, 1908)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.15854878
title: Bibliographic data for the Literature review of AI in Higher Education with focus on social sciences

description: The data set consists of bibliographic data for the Literature review of AI in Higher Education with focus on social sciences, which is exported from Zotero.

As of July of 2025 the dataset comprises 90 unique academic articles focusing on the application and impact of Artificial Intelligence (AI)—particularly Large Language Models (LLMs)—in higher education contexts. The articles span a variety of disciplines, with strong representation from education, journalism, media studies, and computer science.
DOI: 10.3535/d5k-n9a-clx
title: Lygephila (Lygephila) craccae [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p32-4tj-mjw
title: Boloria aquilonaris (Stichel, 1908)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rwf-37e-n9k
title: Euchalcia (Euchalcia) modestoides Poole, 1989

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lp7-4b0-rs4
title: Diachrysia chrysitis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pqy-nyj-0es
title: Diachrysia chrysitis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/m9z-5ww-bns
title: Coenonympha pamphilus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4l7-4vc-t5w
title: Aricia artaxerxes (Fabricius, 1793)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/n2f-k5t-hlv
title: Coenonympha pamphilus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2v2-hgr-4xf
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/95k-3hn-y4h
title: Parastichtis suspecta Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/r64-q93-6nr
title: Agriphila tristellus [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/w8a-feq-cp0
title: Pyrausta aurata Scopoli

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/j4j-7ht-k80
title: Speyeria aglaja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ylk-s4x-k58
title: Pabulatrix pabulatricula (Brahm, 1791)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8sf-r8y-a7e
title: Lygephila (Lygephila) pastinum Treitschke, 1826

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z4h-py0-apb
title: Poecilocampa populi Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.ffuaju
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((105.589 -3.766837, 105.518585 -3.772401, 105.449902 -3.788956, 105.384638 -3.816094, 105.324399 -3.853149, 105.270667 -3.89921, 105.224764 -3.953142, 105.187821 -4.013621, 105.160748 -4.079158, 105.144215 -4.14814, 105.13863 -4.218869, 105.144134 -4.289605, 105.160595 -4.358605, 105.18761 -4.42417, 105.224517 -4.484685, 105.270407 -4.538657, 105.324152 -4.584757, 105.384428 -4.621848, 105.449749 -4.649014, 105.518505 -4.665587, 105.589 -4.671157, 105.659495 -4.665587, 105.728251 -4.649014, 105.793572 -4.621848, 105.853848 -4.584757, 105.907593 -4.538657, 105.953483 -4.484685, 105.99039 -4.42417, 106.017405 -4.358605, 106.033866 -4.289605, 106.03937 -4.218869, 106.033785 -4.14814, 106.017252 -4.079158, 105.990179 -4.013621, 105.953236 -3.953142, 105.907333 -3.89921, 105.853601 -3.853149, 105.793362 -3.816094, 105.728098 -3.788956, 105.659415 -3.772401, 105.589 -3.766837))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030931-251120083545085/datasets/export for details.
DOI: 10.3535/5pn-get-vzy
title: Lygephila (Lygephila) pastinum Treitschke, 1826

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zxa-gq1-kec
title: Euchalcia (Euchalcia) modestoides Poole, 1989

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1c9-6nl-vte
title: Lygephila (Lygephila) craccae [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dng-pda-dha
title: Agriphila tristellus [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bbb-emh-trh
title: Achlya flavicornis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.20350/digitalcsic/17774
title: Dataset of ES0027 eye tracking experiment on rock art conducted by the XSCAPE Project on Material Culture

description: Order of authors with emphasis in first and last two authors.
description: [Description of methods used for collection/generation of data] Neon eye tracker
description: [Methods for processing the data] Pupil Cloud, Python
description: ES0027 analysed the response of 28 participants to a sample of European prehistoric rock art. Experiment was performed in Faculty of Arts, Sapienza Università di Roma (Italy) between 30th and 31st of August, 2024. Participants constitute a representative sampling population of archaeologists. The experimental device was Neon, Pupil-Labs eye-tracker. This Dataset includes Raw data, sociodemographic characterization of participants, information and archaeological context of the visual stimuli, description of the experiment performance and datasheets.
DOI: 10.3535/44m-f0c-2ff
title: Aricia artaxerxes (Fabricius, 1793)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f64-8np-8r3
title: Boloria Moore, 1900

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gp1-mtt-q2z
title: Stauropus fagi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/23z-7eh-zd7
title: Abrostola triplasia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rm5-wkh-4d5
title: Agrotis exclamationis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/y5g-afq-1dr
title: Agriphila tristellus [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4lz-axh-atl
title: Eudonia murana Curtis, 1827

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fga-7x1-97n
title: Lygephila (Lygephila) craccae [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.20350/digitalcsic/17775
title: Post-fire UAV LiDAR dataset of the Las Médulas Cultural Heritage Site (León, Spain)

description: [Description of methods used for collection/generation of data A total of 37 UAV flights were conducted using DJI Matrice 300/350 platforms equipped with Zenmuse L1 and L2 LiDAR sensors. Terrain-following acquisition was performed at 120 m AGL using double-grid flight plans.
description: [Methods for processing the data] Data were processed in DJI Terra v5.1.0 to generate LAS point clouds, DEM, DSM, and DOM. Output rasters and clouds were tiled (1×1 km or 2×2 km) using Python scripts (included).
description: This dataset contains high-resolution UAV-LiDAR data acquired in September and November 2025 following the Yeres wildfire affecting the Las Médulas Cultural Heritage Site (León, Spain). Las Médulas is a UNESCO World Heritage landscape shaped by large-scale Roman gold mining, making precise post-fire documentation essential for archaeological, geomorphological, and environmental assessment. The dataset includes LiDAR point clouds, Digital Elevation Models (DEM), Digital Surface Models (DSM), and orthomosaics (DOM) produced for the full extent of the BIC. These open-access data provide an unprecedented 3D record of post-fire terrain conditions, vegetation loss, and erosion patterns, supporting heritage management, ecological monitoring, and scientific research.
description: File List: /DEM_2x2km/ — Digital Elevation Model tiles (GeoTIFF) /DSM_2x2km/ — Digital Surface Model tiles (GeoTIFF) /DOM_1x1km/ — Orthomosaic tiles (GeoTIFF) /LAS_1x1km/ — LiDAR point cloud tiles (LAS format)
DOI: 10.3535/rrt-f63-259
title: Noctua interposita Hübner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/v16-8wd-dgp
title: Diachrysia chrysitis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rcb-qlm-8n9
title: Syngrapha hochenwarthi (Hochenwarth, 1785)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/46q-dlr-zm3
title: Euphydryas Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dhf-rev-8mg
title: Syngrapha hochenwarthi (Hochenwarth, 1785)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5km-1eq-fs1
title: Abrostola triplasia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fbj-t8f-0sr
title: Abrostola triplasia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.20350/digitalcsic/17777
title: Dataset of ES0058 eye tracking experiment on Afar and Galician familiarity conducted by XSCAPE Project on Material Culture

description: Order of authors with emphasis in first and last two authors.
description: [Description of methods used for collection/generation of data] Neon eye tracker
description: [Methods for processing the data] Pupil Cloud, Python
description: ES0058 analysed the response of 28 participants to a sample of Galician and Afar material culture. Experiment was performed in Silleda (Galicia, Spain) in October 2025. The participants constitute a representative sample population of Galician people. The experimental device was Neon, Pupil-Labs eye-tracker. This Dataset includes Raw data, sociodemographic characterization of participants, information and archaeological context of the visual stimuli, description of the experiment performance and datasheets.
DOI: 10.3535/4b1-b1k-2wg
title: Syngrapha hochenwarthi (Hochenwarth, 1785)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vwk-5p8-p05
title: Oligia strigilis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cfg-mxw-3f6
title: Agrotis exclamationis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ktv-rx4-97x
title: Orgyia (Thylacigyna) antiquoides (Hübner, 1822)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dns-bmp-g2q
title: Oligia strigilis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3ky-ljw-nb2
title: Agrotis exclamationis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/h0d-f7x-mxc
title: Agrotis exclamationis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6l2-9zg-rzw
title: Parastichtis suspecta Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rqt-dpq-kzh
title: Denisia stipella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.znbvpb
title: Occurrence Download

description: A dataset containing 679890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (0d72dd7f-6f05-46af-85c2-8b6e77ce5534, c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f, ab76e54b-a6cf-4024-9e29-30df1e2f6383, a9076bb1-5a8b-43ee-a6a8-242fa68f6a5c, 1928bdf0-f5d2-11dc-8c12-b8a03c50a862, 05c84e36-2006-4e3d-ad77-ebd529aa09c4, 950cbfcc-1cb7-46c1-92ce-05ec232512d1, b8323864-602a-4a7d-9127-bb903054e97d, 0b67da6e-1c7a-44e2-892f-d26939f45c12)",
 "TaxonKey is one of (Euxoa tritici, Euxoa obelisca, Apamea sordens, Apamea monoglypha, Amphipyra pyramidea, Agrotis puta, Acronicta menyanthidis)",
 "Year 2010-2025"
 ]
}

 The dataset includes 679890 records from 365 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030919-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdypd5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Labeo rosae Steindachner, 1894",
 "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 ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023765-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.6325311
title: Data for "Random forest-based modeling of stream nutrients at national level in a data-scarce region"

description: The aim of the study was to model annual total nitrogen (TN) and total phosphorus (TP) concentrations at national level using an ML approach. We used water quality data originating from the Environmental Monitoring Database KESE to train RF models for nutrient concentration prediction in 242 catchments across Estonia. A total of 82 environmental variables were used as predictors in the models. In order to yield the best results, a feature selection strategy along with hyperparameter optimization was performed when building the models. The models are applicable for predicting nutrient loads on an annual level, e.g. for the purpose of reporting national level water quality statistics in regional projects, such as HELCOM. The results showed that this relatively basic RF modeling approach can have a performance similar to process-based models. Moreover, these models are easier to reuse and apply on a larger scale, since the required inputs can be derived from freely available datasets (e.g. satellite imagery)

This repository contains the input data used for building the RF models and the files describing the modeling results.

The description of the files is given in the README.txt file.

Virro, H., Kmoch, A., Vainu, M. and Uuemaa, E., 2022. Random forest-based modeling of stream nutrients at national level in a data-scarce region. Science of The Total Environment, 840, p.156613.

https://doi.org/10.1016/j.scitotenv.2022.156613