cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/brc-b7z-ban
title: Orthosia (Orthosia) incerta Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hkj-nw6-8xk
title: Orthosia (Orthosia) incerta Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9gz-flz-ve2
title: Lycaena phlaeas (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rmp-v4k-6e8
title: Amphipoea oculea Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0sj-kkv-5dj
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qdj-a3g-rzv
title: Argynnis paphia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mye-bg6-zx5
title: Myelois cribrella Hübner, 1796

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/828-w67-drw
title: Hillia iris Zetterstedt, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/krf-xyg-ejy
title: Catoptria permutatellus Herrich-Schäffer, 1849

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/95h-mnq-wkn
title: Phytometra viridaria (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/kwj724c62f
title: Data-Driven Decision Support in Environmental Management: Hybrid GNN-PINN Modeling of Subsurface Soil Temperature

description: This dataset comprises a comprehensive collection of daily meteorological records obtained from the Turkish State Meteorological Service (MGM) via the MEVBIS platform. The data spans a five-year period from January 1, 2020, to December 31, 2024, and includes recordings from 15 distinct regional stations representing diverse climatic and geographic zones across Turkey (including arid central regions, coastal Mediterranean zones, continental highlands, and humid Black Sea areas).The primary focus of this dataset is to support research in environmental decision support systems (DSS), precision agriculture, and the development of advanced machine learning models, specifically Physics-Informed Neural Networks (PINNs) and Graph Neural Networks (GNNs).

The dataset contains the following key components:
Subsurface Data: Daily mean, minimum, and maximum soil temperatures recorded at five distinct depths: 5 cm, 10 cm, 20 cm, 50 cm, and 100 cm.
Surface Data: Daily mean 2-meter air temperature, serving as the primary boundary condition/input feature for modeling.
Geospatial Metadata: Station-specific coordinates including latitude, longitude, and altitude to facilitate spatial dependency modeling in graph-based architectures.

Data Processing:The raw data has undergone rigorous preprocessing to ensure suitability for computational modeling:
Temporal Filtering: Corrupted entries and sensor errors were removed. Sequences with consecutive missing values exceeding three days were excluded.
Normalization: Temperature values are min-max scaled to the range [0, 1] to enhance numerical stability during model training.
Structuring: The data is structured to support depth encoding z as a continuous input variable.
Potential Applications:This dataset is ideal for researchers working on:
Soil temperature forecasting and thermal diffusion modeling.Training and benchmarking hybrid PINN-GNN architectures. Agricultural optimization scenarios, such as irrigation planning and crop risk modeling.Analysis of climate generalization under extreme seasonal conditions (Summer vs. Winter).
Files Description (Variable Dictionary):
Station_ID: Unique identifier for the meteorological station.
Date: Observation date (Daily resolution).
t_day: Day index (cumulative count since Jan 1, 2020).
T_air: Daily mean 2-meter air temperature (°C).
T_soil_5cm / 10cm / 20cm / 50cm / 100cm: Daily mean soil temperatures at respective depths (°C).
Latitude / Longitude: Geographic coordinates of the station.Altitude: Elevation of the station (meters).
DOI: 10.3535/89p-x0e-vqz
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jnj-b6w-zfn
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/40n-lnh-6j4
title: Xestia (Xestia) sexstrigata Haworth, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/kwj724c62f.1
title: Data-Driven Decision Support in Environmental Management: Hybrid GNN-PINN Modeling of Subsurface Soil Temperature

description: This dataset comprises a comprehensive collection of daily meteorological records obtained from the Turkish State Meteorological Service (MGM) via the MEVBIS platform. The data spans a five-year period from January 1, 2020, to December 31, 2024, and includes recordings from 15 distinct regional stations representing diverse climatic and geographic zones across Turkey (including arid central regions, coastal Mediterranean zones, continental highlands, and humid Black Sea areas).The primary focus of this dataset is to support research in environmental decision support systems (DSS), precision agriculture, and the development of advanced machine learning models, specifically Physics-Informed Neural Networks (PINNs) and Graph Neural Networks (GNNs).

The dataset contains the following key components:
Subsurface Data: Daily mean, minimum, and maximum soil temperatures recorded at five distinct depths: 5 cm, 10 cm, 20 cm, 50 cm, and 100 cm.
Surface Data: Daily mean 2-meter air temperature, serving as the primary boundary condition/input feature for modeling.
Geospatial Metadata: Station-specific coordinates including latitude, longitude, and altitude to facilitate spatial dependency modeling in graph-based architectures.

Data Processing:The raw data has undergone rigorous preprocessing to ensure suitability for computational modeling:
Temporal Filtering: Corrupted entries and sensor errors were removed. Sequences with consecutive missing values exceeding three days were excluded.
Normalization: Temperature values are min-max scaled to the range [0, 1] to enhance numerical stability during model training.
Structuring: The data is structured to support depth encoding z as a continuous input variable.
Potential Applications:This dataset is ideal for researchers working on:
Soil temperature forecasting and thermal diffusion modeling.Training and benchmarking hybrid PINN-GNN architectures. Agricultural optimization scenarios, such as irrigation planning and crop risk modeling.Analysis of climate generalization under extreme seasonal conditions (Summer vs. Winter).
Files Description (Variable Dictionary):
Station_ID: Unique identifier for the meteorological station.
Date: Observation date (Daily resolution).
t_day: Day index (cumulative count since Jan 1, 2020).
T_air: Daily mean 2-meter air temperature (°C).
T_soil_5cm / 10cm / 20cm / 50cm / 100cm: Daily mean soil temperatures at respective depths (°C).
Latitude / Longitude: Geographic coordinates of the station.Altitude: Elevation of the station (meters).
DOI: 10.3535/6b4-t6j-1ar
title: Xestia (Xestia) sexstrigata Haworth, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q5s-q5s-lps
title: Celaena haworthii Curtis, 1829

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vbf-w2n-nc7
title: Arctia plantaginis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lwa-b2a-fga
title: Dahlica (Dahlica) lazuri (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/m64-0c1-n4b
title: Phytometra viridaria (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fkx-rrl-xhg
title: Orgyia (Telochurus) recens (Hübner, 1819)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mtg-gbx-h3f
title: Scopariinae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6l1-bdn-kqc
title: Dichonia (Griposia) Tams, 1939

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wz4-wrh-1jv
title: Drepana falcataria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sll-5jx-t67
title: Ochropacha duplaris (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/y7l-s77-a6f
title: Hepiolus hecta

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6ms-cje-sjz
title: Erebia lappona Thunberg, 1791

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8an-0h8-k9d
title: Orthosia (Semiophora) gothica Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/9cdk8y89v6
title: FIPU-OCR-CHAR: Font-Invariant Printed Urdu Character Dataset

description: The FIPU-OCR-CHAR dataset is a large-scale, font-invariant corpus of printed Urdu characters designed to support research in optical character recognition, font generalization, and script analysis. The dataset contains 337,680 labeled images across 48 Urdu classes, including 38 alphabets and 10 numerals. Each character was rendered in 201 diverse Urdu font styles and further transformed using 34 augmentation operations to simulate real-world printing, scanning, and distortion conditions. Images were rendered 28×28 PNG files with 24-bit depth. The data suggests that high font diversity and augmentation variety significantly improve the robustness and generalization capability of OCR models, as confirmed through preliminary experiments using ResNet-34. The dataset was generated programmatically from font-rendered characters and processed through controlled augmentation pipelines, producing consistent and balanced samples suitable for training, validation, and benchmarking. It can be interpreted as a foundational resource for building and evaluating deep learning models for Urdu OCR and serves as a baseline for future character-, word-, and line-level datasets.
DOI: 10.3535/vfv-kd8-08t
title: Araschnia levana (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/y1e-jl9-kp7
title: Phytometra viridaria (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/9cdk8y89v6.1
title: FIPU-OCR-CHAR: Font-Invariant Printed Urdu Character Dataset

description: The FIPU-OCR-CHAR dataset is a large-scale, font-invariant corpus of printed Urdu characters designed to support research in optical character recognition, font generalization, and script analysis. The dataset contains 337,680 labeled images across 48 Urdu classes, including 38 alphabets and 10 numerals. Each character was rendered in 201 diverse Urdu font styles and further transformed using 34 augmentation operations to simulate real-world printing, scanning, and distortion conditions. Images were rendered 28×28 PNG files with 24-bit depth. The data suggests that high font diversity and augmentation variety significantly improve the robustness and generalization capability of OCR models, as confirmed through preliminary experiments using ResNet-34. The dataset was generated programmatically from font-rendered characters and processed through controlled augmentation pipelines, producing consistent and balanced samples suitable for training, validation, and benchmarking. It can be interpreted as a foundational resource for building and evaluating deep learning models for Urdu OCR and serves as a baseline for future character-, word-, and line-level datasets.
DOI: 10.3535/h91-hn5-x9k
title: Scopariinae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/s01-q57-ddh
title: Ochropacha duplaris (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yxd-nmp-6by
title: Erebia lappona Thunberg, 1791

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kwe-8cd-cgr
title: Anthocharis cardamines (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2ry-3jk-rnx
title: Thumatha senex (Hübner, 1804)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8kf-4p4-zp3
title: Epirrhoe alternata (Müller, 1764)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pta-j53-678
title: Epirrhoe alternata (Müller, 1764)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kes-9ze-r3v
title: Parastichtis suspecta Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mfn-m60-qmq
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/abw-v4h-paz
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ebj-mn0-9hc
title: Ochropacha duplaris (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t36-jjf-qgx
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yzn-eml-fzl
title: Gonepteryx rhamni (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3h9-jv0-672
title: Epirrhoe tristata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7r7-ftm-qcp
title: Cyaniris semiargus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/5dpx9fr8nb.1
title: Phase-specific nitrogen isotopic evidence for oceanic primary productivity dynamics during Ediacaran carbon cycle perturbations

description: Chemostratigraphic data and compilation of nitrogen isotope data from the Ediacaran Period (~635-551 Ma)
DOI: 10.3535/a3b-1rf-nd6
title: Glaucopsyche alexis (Poda, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jdk-ez6-373
title: Patania Moore, 1888

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nth-kmc-vnn
title: Orthosia (Semiophora) gothica Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/n67-t7y-we6
title: Glaucopsyche alexis (Poda, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/a10-8nh-5k7
title: Orthosia (Orthosia) incerta Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3rs-b35-amv
title: Epirrhoe tristata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/a65-hbb-r6p
title: Phytometra viridaria (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/byp827tmcy
title: Synthesis and Biological Evaluation of a Caffeic acid phenethyl ester Derivatives as Anti-Hepatocellular Carcinoma Agents via Inhibition of Mitochondrial Respiration and Disruption of Cellular Metabolism

description: The data in this dataset is related to the paper "Synthesis and Biological Evaluation of a Caffeic acid phenyl ester Derivatives as Anti hypertensive Carcinomas Agents via Inhibition of Mitochondria Respiration and Disruption of Cellular Metabolism" for possible reference
DOI: 10.3535/fk9-da2-3vj
title: Zygaena (Zygaena) viciae [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kst-pkf-lw3
title: Agriades Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/byp827tmcy.1
title: Synthesis and Biological Evaluation of a Caffeic acid phenethyl ester Derivatives as Anti-Hepatocellular Carcinoma Agents via Inhibition of Mitochondrial Respiration and Disruption of Cellular Metabolism

description: The data in this dataset is related to the paper "Synthesis and Biological Evaluation of a Caffeic acid phenyl ester Derivatives as Anti hypertensive Carcinomas Agents via Inhibition of Mitochondria Respiration and Disruption of Cellular Metabolism" for possible reference
DOI: 10.3535/gc2-ykc-7ve
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wqy-ya4-vg9
title: Zygaena (Zygaena) viciae [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cn2-jd3-fmk
title: Cyaniris semiargus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/e26-fk1-ygm
title: Ochropacha duplaris (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/400-x3h-cxl
title: Glaucopsyche alexis (Poda, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/k1z-xnw-7lk
title: Glaucopsyche alexis (Poda, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3xf-w6k-qct
title: Dichonia (Griposia) Tams, 1939

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/y0e-c2w-lph
title: Lycaena phlaeas (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tvg-atc-b1j
title: Ochropacha duplaris (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nes-2s6-rzv
title: Orthosia (Semiophora) gothica Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4fx-806-jy3
title: Amphipoea oculea Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yml-280-ay6
title: Orthosia (Orthosia) incerta Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bvy-88m-ga4
title: Dryobotodes (Dryobotodes) eremita Fabricius, 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ys4-76x-3rk
title: Eupsilia transversa Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1ba-xfd-xde
title: Celaena haworthii Curtis, 1829

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/b98-5b3-nk2
title: Orthosia (Semiophora) gothica Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1n3-qyl-p49
title: Orthosia (Semiophora) gothica Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/v2m-e4e-ekg
title: Pontia edusa (Fabricius, 1777)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wyl-tz5-s5s
title: Araschnia levana (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/zpmhy4chty
title: MATLAB Code for Visualization of 3D Steady Micropolar Poiseuille Flow in a Plane Channel

description: This MATLAB script implements the exact analytical solution for three-dimensional steady micropolar Poiseuille flow between two infinite parallel plates under no-slip and no-spin boundary conditions. It generates six figures visualizing the velocity profiles, microrotation fields, and the influence of key parameters such as microrotational viscosity, microinertia coefficient, and the characteristic micropolar length scale. The code is designed for educational and research purposes, enabling verification of theoretical results and exploration of limiting cases including the Newtonian fluid limit.
DOI: 10.3535/ktp-84a-q86
title: Eulithis populata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fbm-n3r-fy5
title: Celaena haworthii Curtis, 1829

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/zpmhy4chty.1
title: MATLAB Code for Visualization of 3D Steady Micropolar Poiseuille Flow in a Plane Channel

description: This MATLAB script implements the exact analytical solution for three-dimensional steady micropolar Poiseuille flow between two infinite parallel plates under no-slip and no-spin boundary conditions. It generates six figures visualizing the velocity profiles, microrotation fields, and the influence of key parameters such as microrotational viscosity, microinertia coefficient, and the characteristic micropolar length scale. The code is designed for educational and research purposes, enabling verification of theoretical results and exploration of limiting cases including the Newtonian fluid limit.
DOI: 10.3535/5pc-73t-s3z
title: Araschnia levana (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7ys-r3f-haz
title: Charanyca (Rusina) Stephens, 1829

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gre-g7m-l7q
title: Eulithis populata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hte-d57-yqp
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/b7v-y5j-mdf
title: Laspeyria flexula [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/5pf3hsj8vj
title: data

description: Data collected from the literature
DOI: 10.3535/4l9-b2v-6pk
title: Crypsedra gemmea Treitschke, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.