10 Essential Data Sets for Environmental Modeling: Sweden and Netherlands Focus 2026

The Spatial Dimension of Life Expectancy at Birth and at Age 65 in Attica, 2014-2020 – Read more
From Lab to Life: Strategic Health Communication for Public Engagement with Botanical Innovations – Read more
Safety Profile of COVID-19 Vaccines: Retrospective Analysis of Short, Medium, and Long-Term Side Effects: The Military Hospital Experience – Read more
The Beneficial Role of Exercise and Whole-Food Plant-Based Diet in Coronary Artery Disease Prevention and Management – Read more
Unresolved Depression on Alleviating Health Research Burnout – Read more
Metadata and Sentiment Data Analytics on Social Media Tweets – Read more
The European Union Must Act Effectively for a New Plan of Action to Improve the Cardiovascular Health Burden of European citizens: A Narrative Review – Read more
Evaluating the Efficacy of Different SARS-Cov-2 Drug Targets Using the Topo-Geometrical Superposition Algorithm, Molecular Docking and Chemical Reactivity Frameworks – Read more
Preventing COVID-19 Infection by Complementary Medicine and Oral Health – Read more
Mushrooms Lichens and Allopathic Medicine Principles and Performs – Read more
Differentiating Compromised Mitochondria of Lung Cancer Cells from Mitochondria in Healthy Cells – Read more
N95 Respirator Fit Testing Experience during the Pandemic at a Singapore Tertiary Health Institution: Streamlining Workflow and Improving Respirator Fit Rate – Read more
COVID-19 is an Amplifier of Social Inequalities Structural Violence against Students with Special Learning Needs and Low Socio-Economic Status – Read more
Interaction between Chronic Influenza and COVID-19: Novel Aspects of Immune System Combat – Read more
Daily Life, Fear of COVID-19 and Social Support in the Older Adults in Home Isolation: A Cross-Sectional Study – Read more
The Impact of COVID-19 Pandemic on Cardiovascular Diseases in Brazil – Read more
The Art of Nanoimmunobiotechnomedicine in Stem Cells and Gene Editing – Read more
Cardiovascular Complications of SARS-CoV-2 (COVID-19) in Adults – Read more
Impact of COVID-19 Pandemic on the Development of Childrens Executive Functions Implications for School-Based Interventions – Read more
The Impact of the COVID-19 Pandemic on Youth Education – Read more
Association between Dietary Habits, Lifestyle and Migraine Attacks During Social Isolation in the COVID-19 Pandemic: A Systematic Review of Observational Studies – Read more
The Brazilian Increase in Cases of Lung Cancer and COVID-19, Can They be related? – Read more
The Possible Therapeutic Application of CO on COVID-19 – Read more
Electrophysiological Study in a Patient with Visual Deficit after Severe Coronavirus 2 Pneumonia – Read more
A Presentation of Analyses of COVID-19 Vaccine Samples, Blood Samples, Urine Samples, Foot Bath Samples, Sitz Bath Samples, and Skin-Extract Samples – Read more
Is Anosmia-Ageusia in COVID-19 Patients Associated with Neuro-Philic Virus Mutant and Mild Respiratory Involvement? – Read more
Do COVID-19 RNA-Injections Affect Male Fertility? Latest Facts and Perspective – Read more
Increase of Consultations for Premature Thelarche and the Post-Diagnostic of Precocious and Accelerated Puberty in Pediatric Endocrinology in Alava, due to the Confinement Measures Endured in 2019 due to the COVID-19 Pandemic – Read more
Acute Pancreatitis in a Patient with COVID-19: A Case Report – Read more
Ginkgo biloba Extract Containing Plasmalogen May Improve Long COVID and Brain Fog: A Case Report – Read more
Community Satisfaction with Pharmacists Interventions Over 8 Months from COVID-19 Spread in Jordan: A Cross-Sectional Study – Read more
Vaccination with either mRNA or Vector-Based COVID-19 Vaccine has no Detectable Effect on Sperm Parameters – Read more
The Association Between Stress-Related of COVID-19 Pandemic and Mental Health – Read more
Affecting the Pedagogy of Death by COVID-19 – Read more
Respiratory Viruses in Hospitalized Patients before and after SARS-CoV-2 – Read more
What has changed in the Opinions and Behaviors of Patients Admitted to the Pulmonology Outpatient Clinic during the Pandemic Period in one year? A Case Study in Turkey – Read more
Four N-Genes in Using RT-PCR to Confirmed Coronavirus Disease-2019 (COVID-19) Pneumonia – Read more
Omicron Waves of the COVID-19 Pandemic and Efficacy of Vaccinations and Testing – Read more
COVID-19 and Stress Response – Read more
COVID-19 Vaccination Status in Bogura District in Bangladesh – Read more
Revisiting and Updating Cyanorona-20: The Selective SARS-CoV-2 Inhibitor – Read more
Possible Correlations between the COVID-19 mRNA Vaccine and Contracting Myocarditis/Pericarditis in Young Adults – Read more
Post-COVID Syndrome During the COVID-19 Pandemic and the Impact of COVID-19 on the Brain – Read more
Lands Abutting Seas, Oceans, 85% of Worlds Coronavirus Deaths – Read more
Post-COVID Syndrome: Changing the Prognosis of Chronic Non-communicable Diseases – Read more
COVID-19 Community Survey, Knowledge, Attitude and Practice by Bangladeshi Population – Read more
Analysis of Vitamin D and its Correlation with Interleukin-6 in COVID-19 Patients at Mary Begg Health Services, Zambia: Implication for Patient Management – Read more
Seroprevalence of COVID-19 Antibodies in the Palestinian Southern Governorates – Read more
Transcending Motivation Barriers in Technology Enhanced Language Learning: A Social Inequalities Perspective – Read more
Quarantine: Concept, Origin and Impact on COVID-19 Pandemic – Read more
The Implementation Status and Improvement Suggestions of Drug Patent Compulsory Licensing in China-Based on the COVID-19 Pandemic – Read more
New COVID-19 Pandemic Waves Caused by Omicron and Efficiency of Vaccinations – Read more
The Truth about mRNA Vaccines – Read more
Prevalence of Adverse Events Post-COVID-19 Vaccination amongst the Adult Zambian Population – Read more
Administration of HeberFERON in Patients with Persistent Oropharyngeal SARS-CoV-2 Wuhan/D614G Strain Viral Shedding – Read more
Avifauna within the Main Campus of Imam Mohammad Ibn Saud Islamic University Riyadh, Saudi Arabia – Read more
Immune Response towards COVID-19 – Read more
The Importance of Expertly Evaluated Tests Underlined by COVID-19 Pandemic: A Mini Review – Read more
COVID-19 Vaccine Acceptability and Hesitancy in Africa: Implications for Addressing Vaccine Hesitancy – Read more
Research Progress in the Repair of Peripheral Nerve Injury with Adipose-Derived Stem Cell Exosomes – Read more
A Cell-Based Assay for Antioxidant Behaviour of Phytochemicals: Influence of Exposure Time and Presence of Serum – Read more
Sleep Characteristics of Healthcare Professionals in the COVID-19 Pandemic – Read more
Air Pollution COVID-19 and Forensic Implications – Read more
The Agenda on Non-Communicable Diseases: Editorial Review – Read more
Vaccine Business Race Made Planet Forgot Common Sense Hierarchy of Pandemic Controls – Read more
Challenges Faced By Nursing and Dialysis Staffs during COVID-19 Pandemic - Tanker Foundation a Model Organization – Read more
Pneumocystis Jirovecii Pneumonia as a Sequela of COVID-19 – Read more
Cell, Time and Knowledge: Some Conjectures – Read more
Neurological Manifestations of COVID-19 Patients and Management – Read more
Effect of Positional Isomerism on Some Alcohol Based Drug towards Anti-Viral Activity against SARS-Cov-2: A Molecular Modeling Based Investigation – Read more
India during Covid-19 Pandemic Agriculture Research in Resources – Read more
The Need for an Air Sterilization Unit Before Releasing Bio-Hazardous Agents as COVID-19 Virioli in Environment – Read more
Clinical Findings and Prognosis of COVID-19 Patients with Benign Prostatic Hyperplasia: A Case Series – Read more
Pneumatocele in COVID-19 Infection: A Harbor of Future Complications – Read more
Current Stem Cell Research Status on Hepatic and Pulmonary Sclerosis in COVID-19 – Read more
COVID-19 Vaccination and the Expanding Role of Pharmacists: Pharmacist - Immunization Program – Read more
A Cross-sectional Study on Challenges Faced and Strategies Adopted in Responding to Corona Virus Disease (COVID-19) by Hospital Administrators in Kaski District – Read more
Quarantine Practices during Covid-19: Current Experiences and Strategic Prevention from Future Pandemics – Read more
Commentary on the Zimbabwean People’s Response towards the Anticipated COVID-19 Vaccine – Read more
COVID-19 and Indian Agriculture – Read more
Lifestyle, Nutritional and Psychological Changes in Adult Patients with Inborn Errors of Metabolism during COVID 19 Pandemic: Results from an Online Survey – Read more
Multifaceted Medical and Scientific Approaches and the Role of the Public in Combating the COVID-19 Pandemic in the Digital Era – Read more
Famotidine Research Progress – Read more
Pharmacodynamics of Remdesivir: How to Improve for COVID-19 Treatment – Read more
Minimize Risks of COVID-19 Infection – Read more
Use of Polio Vaccine Salk vs SARS- CoV-2E and HIV-1E 2, both as Therapeutic Drug and Effective Vaccine to Make Memory-Cells Able to Stop Reinfections – Read more
Sex and Age Differences in Telomere Length and Susceptibility to COVID-19 – Read more
COVID-19 Influencing Factors on Transmission and Incidence Rates-Validation Analysis – Read more
Perception towards Online Classes during COVID-19 among Nursing Students of a Medical College of Kaski District, Nepal – Read more
Challenges and Opportunities to Develop Diagnostics and Therapeutic Interventions for Severe Acute Respiratory Syndrome- Corona Virus 2 (SARS-COV-2) – Read more
Remdesivir Research Progress: An Overview of the Emerging Evidence – Read more
Female Moscow Police Officers’ Emotional Reactions Features during Service in the COVID-19 Pandemic Emergency Conditions – Read more
Gossypetin Derivatives are also Putative Inhibitors of SARS-COV 2: Results of a Computational Study – Read more
The Negative RT-PCR Test is Enough to Rule Out Covıd-19 in Cancer Patients or Not? Covıd-19 or Not? – Read more
Treatment of People with Evans Syndrome in the Setting of COVID-19 Pandemic – Read more
Violence against Health-Care Personnel: Lessons from COVID-19 Pandemic – Read more
Primary Prevention of New Pandemic and Biomimetic-Based Adaptation to Situation Connected with COVID-19 Pandemic – Read more
Covid-19 Pandemic-Insights and Challenges – Read more
The Hypothetical Role of Erythrocytes in COVID-19: Immediate Clinical Therapy – Read more
Recommendations for Individualized Rehabilitation of Syncope in Children and Adolescents during the COVID-19 Epidemic – Read more
Malignant Cerebral Ischemic Stroke Associated with COVID-19 Infection – Read more
Analysis of Reported Case Fatality Rate and Characteristics of COVID-19 Patients in Italy – Read more

High-quality, open environmental data sets are the foundation of accurate modeling in 2026 — from climate projections and hydrological cycles to biodiversity mapping and emissions tracking. This guide highlights ten essential resources, with special emphasis on authoritative data sets originating from or strongly maintained by Sweden and the Netherlands.

1. SMHI Open Data (Swedish Meteorological and Hydrological Institute – Sweden)

SMHI provides free, high-resolution meteorological, hydrological, and climate data — including reanalysis, forecasts, and long-term observations. Widely used for regional climate modeling, flood risk assessment, and Nordic ecosystem studies.

2. KNMI Climate Explorer (Royal Netherlands Meteorological Institute – Netherlands)

KNMI’s Climate Explorer offers interactive access to global and regional climate data, reanalysis products (ERA5), and statistical tools. Dutch researchers and international collaborators use it for extreme weather analysis, sea-level rise projections, and attribution studies.

3. Swedish National Data Service (SND) – Sweden

SND provides long-term archiving and access to environmental and ecological data sets, including biodiversity monitoring, soil, and water quality records. It supports FAIR data principles and is a key resource for Swedish-led international projects.

4. Deltares Open Data Portal – Netherlands

Deltares offers open data on water management, flood risk, coastal dynamics, and climate adaptation. It includes high-resolution hydrodynamic models and satellite-derived datasets — widely used for European and global delta research.

5. Swedish Biodiversity Data Infrastructure (SBDI) – Sweden

SBDI aggregates biodiversity occurrence data, species distributions, and ecological time series. It supports species distribution modeling, conservation planning, and climate impact assessments — a cornerstone for Swedish and Nordic ecology.

• 6. Copernicus Climate Data Store (EU/global, Netherlands leadership) — ERA5 reanalysis and climate indicators. https://cds.climate.copernicus.eu
• 7. Swedish Environmental Protection Agency Data (Naturvårdsverket) – Sweden — Air quality, emissions, and pollution data. https://www.naturvardsverket.se/en
• 8. Rijkswaterstaat Open Data (Netherlands) — Water levels, flood maps, and infrastructure data. https://www.rijkswaterstaat.nl
• 9. ICOS (Integrated Carbon Observation System) – Europe (Sweden/Netherlands nodes) — Greenhouse gas flux data. https://www.icos-cp.eu
• 10. Global Land Cover (GLC) Data – Global (Swedish contributions) — Land use/land cover time series. https://global-land-cover.com

Sweden and the Netherlands lead in providing open, high-resolution environmental data sets in 2026 — enabling advanced modeling, policy support, and international collaboration in climate and sustainability research.

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