cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/eleykg
title: AI ROI Dataset: 200 B2B Deployments Analysis (2022-2025)

description: This dataset presents an empirical analysis of 200 artificial intelligence (AI) deployments in French B2B companies between 2022 and 2025. Using structured data collection methods including CRM exports, quarterly interviews, and financial audits, we document median ROI of +347% in Year 1, with an 8-month breakeven period and a 27% failure rate.

Key Findings:
- 200 AI projects across 10 business sectors
- Median ROI: +347% in Year 1
- Success rate: 82.5% (vs. 5-20% market average)
- Average breakeven: 8 months
- Small budgets (&lt;€15K) achieved 2.1× higher ROI than large investments (&gt;€100K)
- Human-in-the-Loop governance reduces critical incidents by 4.3×

Dataset Structure: 20 variables including project_id, year, quarter, sector, company_size, revenue, ai_use_case, deployment_type, investment, annual_gain, roi_percent, time_saved, failure status, and human-in-the-loop adoption.

Related DOI:
- Zenodo: https://doi.org/10.5281/zenodo.17795133
- Figshare: https://doi.org/10.6084/m9.figshare.30795017

Author ORCID: 0009-0007-0785-7305
DOI: 10.3535/13d-q1e-ez9
title: Argynnis paphia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z3y-4x9-j49
title: Hydraecia micacea Esper, 1789

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dg3-ptp-fe8
title: Acronicta (Acronicta) aceris (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p0p-604-jvz
title: Acronicta (Acronicta) aceris (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/cp6bmxpfj4
title: Simulation of the effect of parameters

description: This dataset contains the raw experimental and simulation data used to generate the graphs presented in the associated study. It also includes the ImageJ simulator plugin used for radiographic image simulation, as well as the Java source code for the sample optimization procedure based on the Multi-Objective Particle Swarm Optimization (MOPSO) algorithm. The raw data files provide the numerical results used for plotting and analysis, while the ImageJ plugin and Java code enable replication of the simulation and optimization workflows. This dataset supports full transparency and reproducibility of the methods and results reported in the paper. The folder contains:
1.Excel files containing analysis data
2. Java source code for parameter analysis and thickness optimization
3. Radiography simulator that run as ImageJ plugin (a ready to run ImageJ sofware that containg the plugin simulator)
4. Instruction on how to run the plugin (powerpoint format)
DOI: 10.3535/ljf-t6j-27m
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mzy-6f7-9yg
title: Sphrageidus similis (Fuessly, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/cp6bmxpfj4.1
title: Simulation of the effect of parameters

description: This dataset contains the raw experimental and simulation data used to generate the graphs presented in the associated study. It also includes the ImageJ simulator plugin used for radiographic image simulation, as well as the Java source code for the sample optimization procedure based on the Multi-Objective Particle Swarm Optimization (MOPSO) algorithm. The raw data files provide the numerical results used for plotting and analysis, while the ImageJ plugin and Java code enable replication of the simulation and optimization workflows. This dataset supports full transparency and reproducibility of the methods and results reported in the paper. The folder contains:
1.Excel files containing analysis data
2. Java source code for parameter analysis and thickness optimization
3. Radiography simulator that run as ImageJ plugin (a ready to run ImageJ sofware that containg the plugin simulator)
4. Instruction on how to run the plugin (powerpoint format)
DOI: 10.3535/svr-4fa-hrr
title: Sphrageidus similis (Fuessly, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nsl-cha-hkn
title: Erebia lappona Thunberg, 1791

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wm3-8g4-ykt
title: Chilo phragmitella Hübner, 1805

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hmy-cb6-wpv
title: Lycaena phlaeas (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nyc-sws-mra
title: Parastichtis suspecta Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4yv-lc1-htp
title: Fabriciana adippe ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qq2-75v-4gx
title: Sideridis (Heliophobus) reticulata Goeze, 1781

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/z9hyfgmw3w
title: Leveraging Sentiment Analysis for Urban Resilience Governance in Tehran

description: This dataset contains the anonymized tweet records and the complete Python analysis pipeline used in the study “Citizens, Safety, and Social Media: Leveraging Sentiment Analysis for Urban Resilience Governance in Tehran (2015–2024).” The shared data and code enable researchers to fully reproduce the sentiment analysis, temporal trend computation, and topic modeling procedures.
DOI: 10.3535/afb-l2d-hwz
title: Zophodia convolutella Hübner, 1796

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vdv-rhj-par
title: Apamea (Apamea) furva ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/24n-1gr-dd6
title: Parascotia fuliginaria (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ft3-hbt-zgd
title: Ipimorpha subtusa ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/z9hyfgmw3w.1
title: Leveraging Sentiment Analysis for Urban Resilience Governance in Tehran

description: This dataset contains the anonymized tweet records and the complete Python analysis pipeline used in the study “Citizens, Safety, and Social Media: Leveraging Sentiment Analysis for Urban Resilience Governance in Tehran (2015–2024).” The shared data and code enable researchers to fully reproduce the sentiment analysis, temporal trend computation, and topic modeling procedures.
DOI: 10.3535/btc-hx7-ak4
title: Sphrageidus similis (Fuessly, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cjt-49q-0sa
title: Diacrisia sannio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7bx-fq9-lre
title: Agriphila tristellus [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/v9b-m2k-69b
title: Eugnorisma (Metagnorisma) depuncta Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/zpwzbhjs4b
title: Replication for Stocks, Currencies, and Geopolitical Shocks: Evidence from Advanced and Emerging Markets

description: The replication dataset contains the time-series used in the paper "Stocks, Currencies, and Geopolitical Shocks: Evidence from Advanced and Emerging Markets". The dataset allows full replication of the results reported in the main paper and appendix, including main results, robustness checks, and sensitivity analysis. All variables are derived from publicly available sources or standard databases, and detailed construction steps are provided in the paper.
DOI: 10.3535/dt0-vj7-2vb
title: Apamea (Apamea) rubrirena (Treitschke, 1825)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/waz-hzq-p45
title: Lycaena Fabricius, 1807

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jbm-26m-5nw
title: Agriphila tristellus [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pnm-j39-700
title: Parastichtis suspecta Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/zpwzbhjs4b.1
title: Replication for Stocks, Currencies, and Geopolitical Shocks: Evidence from Advanced and Emerging Markets

description: The replication dataset contains the time-series used in the paper "Stocks, Currencies, and Geopolitical Shocks: Evidence from Advanced and Emerging Markets". The dataset allows full replication of the results reported in the main paper and appendix, including main results, robustness checks, and sensitivity analysis. All variables are derived from publicly available sources or standard databases, and detailed construction steps are provided in the paper.
DOI: 10.3535/6tg-vvg-hyl
title: Ipimorpha subtusa ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g5g-0pq-geq
title: Cyaniris semiargus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f13-nk7-gxj
title: Dryobotodes (Dryobotodes) eremita Fabricius, 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bqc-n5e-8p0
title: Rhodophaea formosa Haworth, 1811

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/w4c-1ab-zn5
title: Diaphora mendica (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/cshcj6stdx
title: Cress sprouts
DOI: 10.3535/7ew-0f7-tzj
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/n8d-1dp-27d
title: Bupalus piniaria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/cshcj6stdx.1
title: Cress sprouts
DOI: 10.3535/3z9-fts-9b2
title: Indalia lutarella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51f-64m-kzd
title: Indalia lutarella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/c2x-rb7-sr1
title: Odontosia sieversii (Ménétriés, 1856)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/l77-wd8-lfe
title: Scopariinae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tsm-7wa-7qe
title: Phengaris Doherty, 1891

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wdy-fdj-k0e
title: Phengaris Doherty, 1891

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/4trd4mtmh7
title: manuscript raw data

description: raw data for Erbin manuscript
DOI: 10.3535/ay0-lv1-29l
title: Animalia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cv4-qdp-hrd
title: Drepana falcataria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ydq-8p0-nev
title: Drepana falcataria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/4trd4mtmh7.4
title: manuscript raw data

description: raw data for Erbin manuscript
DOI: 10.3535/g1g-qnx-5bf
title: Glaucopsyche alexis (Poda, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rm3-4xa-adn
title: Parascotia fuliginaria (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/h0v-wk0-d3g
title: Drepana falcataria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/m9h-dv3-x9a
title: Plodia interpunctella (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cwr-qz7-m5d
title: Phengaris Doherty, 1891

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t3n-8hj-zhg
title: Tethea (Tethea) ocularis (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8rq-8ea-xrl
title: Lasionycta Aurivillius, 1892

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2gn-2tq-be4
title: Staurophora celsia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/c8t-11f-ays
title: Xanthia (Cirrhia) Hübner, 1816

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/ds9jmxp9zy
title: A Comprehensive Spatio-Temporal Dataset for Agricultural Price Forecasting: Integrated Market, Weather, and Event Features (2014–2024)

description: This dataset presents a comprehensive, all-India spatio-temporal compilation of onion market information integrated with high-resolution climate and event-based features covering the period 2014–2024. The dataset was fully assembled from publicly available government sources, including Agmarknet for daily market arrivals and prices, and the India Meteorological Department (IMD) for gridded rainfall and temperature data. Each record represents a unique combination of state, district, market, variety, and date, enabling fine-grained agricultural market analysis across India.

To capture weather–market interactions, the dataset includes daily rainfall, Tmax, Tmin, derived and rolling climatic features, and long-window climatic signals relevant to onion growth cycles. Additional event-level variables such as festivals, elections, and supply-disruption periods are included to model non-seasonal volatility. All features were carefully engineered with strict anti–data-leakage protocols, ensuring suitability for machine learning, deep learning, and econometric forecasting tasks.

The resulting dataset is designed for research in time-series forecasting, price volatility analysis, supply chain modeling, climate–market interactions, and agricultural risk assessment. It serves as a clean, ready-to-use resource for academic, industrial, and policy-oriented studies on Indian agricultural markets.
DOI: 10.3535/ptg-4d8-wsl
title: Leucodonta bicoloria albida (Boisduval, 1834)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xy7-b2m-xta
title: Xanthia (Cirrhia) Hübner, 1816

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/ds9jmxp9zy.1
title: A Comprehensive Spatio-Temporal Dataset for Agricultural Price Forecasting: Integrated Market, Weather, and Event Features (2014–2024)

description: This dataset presents a comprehensive, all-India spatio-temporal compilation of onion market information integrated with high-resolution climate and event-based features covering the period 2014–2024. The dataset was fully assembled from publicly available government sources, including Agmarknet for daily market arrivals and prices, and the India Meteorological Department (IMD) for gridded rainfall and temperature data. Each record represents a unique combination of state, district, market, variety, and date, enabling fine-grained agricultural market analysis across India.

To capture weather–market interactions, the dataset includes daily rainfall, Tmax, Tmin, derived and rolling climatic features, and long-window climatic signals relevant to onion growth cycles. Additional event-level variables such as festivals, elections, and supply-disruption periods are included to model non-seasonal volatility. All features were carefully engineered with strict anti–data-leakage protocols, ensuring suitability for machine learning, deep learning, and econometric forecasting tasks.

The resulting dataset is designed for research in time-series forecasting, price volatility analysis, supply chain modeling, climate–market interactions, and agricultural risk assessment. It serves as a clean, ready-to-use resource for academic, industrial, and policy-oriented studies on Indian agricultural markets.
DOI: 10.3535/ctn-0kd-ldk
title: Indalia lutarella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z42-l23-eev
title: Diarsia dahlii Hübner, 1813

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17822365
title: Survey Dataset for the Study "Myths in Biology: Students' Opinions on Vaccination, Climate Change, GMOs and Evolution"

description: This dataset contains anonymized questionnaire responses of first-grade secondary school students related to myths and misconceptions about vaccination, climate change, genetically modified organisms and evolution. 

The data include information on gender, final grades in biology, physics and chemistry from 8th and 9th grade of primary school, type of school, interest in science subjects, conspiracy belief items (T01–T21), and self-assessed biology knowledge items (N01–N16).

The data were collected using an anonymous and voluntary self-administered questionnaire conducted at school during regular lessons. Responses are fully anonymized. The dataset is intended for educational and non-commercial research use.
DOI: 10.3535/4jh-zw6-zy8
title: Parascotia fuliginaria (Linnaeus, 1761)

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

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17822364
title: Survey Dataset for the Study "Myths in Biology: Students' Opinions on Vaccination, Climate Change, GMOs and Evolution"

description: This dataset contains anonymized questionnaire responses of first-grade secondary school students related to myths and misconceptions about vaccination, climate change, genetically modified organisms and evolution. 

The data include information on gender, final grades in biology, physics and chemistry from 8th and 9th grade of primary school, type of school, interest in science subjects, conspiracy belief items (T01–T21), and self-assessed biology knowledge items (N01–N16).

The data were collected using an anonymous and voluntary self-administered questionnaire conducted at school during regular lessons. Responses are fully anonymized. The dataset is intended for educational and non-commercial research use.
DOI: 10.3535/avg-g6s-txp
title: Diaphora mendica (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dc3-wls-1kw
title: Parascotia fuliginaria (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6zq-kre-5r7
title: Agriphila selasella Hübner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6qh-vzf-j8d
title: Athetis (Hydrillula) Tams, 1938

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q53-6c3-mpm
title: Xestia (Pachnobia) laetabilis Zetterstedt, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0y9-7bj-vbz
title: Lasionycta Aurivillius, 1892

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ckl-v92-vj3
title: Platytes alpinella Hübner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ldf-jdt-wkc
title: Lasionycta Aurivillius, 1892

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/w5bt3dzhy2
title: Leveraging Legacy Broadband Magnetotelluric Data for Geoelectric Field Hazard Assessment in Southern Italy

description: The dataset comprises time series of the horizontal components of the magnetic field (in nanoteslas, nT) recorded at the Italian Duronia (DUR) permanent geomagnetic observatory and of the geoelectric field (in millivolts per kilometer, mV/km) recorded simultaneously by the permanent GARG magnetotelluric (MT) monitoring station on the Gargano Promontory, Italy. 
The data have a temporal resolution of 1 second and covers two intense geomagnetic storms, the “Gannon” event of May 10, 2024, and a subsequent major storm on October 10, 2024, with three-day time windows centered on each event. The data support the repurposing of legacy MT time series to quantify regional geomagnetic and geoelectric field variations during major storms, providing a cost-effective basis for reconstructing storm-time electric fields and assessing their impact on the Italian territory.


The dataset is provided as two plain-text ASCII (.txt) files containing electromagnetic field time series, structured with the following columns: 

Bx: north–south magnetic field component (nT), recorded by DUR 
By: east–west magnetic field component (nT), recorded by DUR 
Ex: north–south electric field component (mV/km), recorded by GARG 
Ey: east–west electric field component (mV/km), recorded by GARG 


The files correspond to distinct time intervals during two severe geomagnetic storms of 2024:

File_#1 covers the period from 10 May 2024 at 00:00:08 to 13 May 2024 at 00:00:00
File_#2 covers the period from 10 October 2024 at 00:00:00 to 13 October 2024 at 00:00:00
DOI: 10.3535/mfp-x3r-x5m
title: Lasionycta Aurivillius, 1892

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