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A.M."],"authorGivenName":["J","A.W.","A.M.W.","R.S.","A.S.","A.M."],"authorOrcid":["https://orcid.org/0009-0007-0389-9292","https://orcid.org/0000-0003-1819-3325","https://orcid.org/0000-0002-5150-1310","https://orcid.org/0000-0003-4735-6752"],"authorRor":["https://ror.org/01nrxwf90"],"availability":"Embargoed","catalogue":"eidc","dataFormat":["Comma-separated values (CSV)"],"description":"The data consist of coral bleaching data; coral elemental and isotopic data (of coral host tissue and algal symbionts); coral metric data (size and depth of coral colonies used in experiment); water nutrient data collected next to corals over the experimental period; diffuser weights of fertiliser bags (to help calculate diffusion rates of fertiliser loss) and temperature data (recorded over the experimental windows in-situ and using satellite data). \n\nThis dataset contains in-situ experimental information relating two separate nutrient enrichment experiments that were conducted over January - June 2022 and January 2023 - July 2024. The experiments were designed to understand the in-situ bleaching and nutrients responses of corals (Pocillopora spp.) to the interactive effect of elevated temperatures and elevated nutrient concentrations relative to controls. Slow-release agricultural fertilisers were used to elevate local concentrations. In 2022, two types of fertilisers were used (High N = 18-9-10 NPK or High P = 13-13-13 NPK). In 2023-24, the same fertiliser was used (24-7-14 NPK) but at two quantities, medium-N (50-75 g of fertiliser) and high-N (150-200 g of fertiliser) to better understand thresholds. Both experiments were conducted on lagoonal patch reefs in Laamu atoll, Maldives. \n\nThe work has been undertaken has been funded by the GCRF-UKRI South Asian Nitrogen Hub and enabled through the University of Edinburgh and Maldivian non-governmental organisation, Maldives Resilient Reefs.","documentType":"GEMINI_DOCUMENT","familyName":["Arnull","Tudhope","Wilson","Ganeshram","Hashim","Ziyadh"],"fullName":["Jessica Arnull","Arnull, J.","Tudhope, A.W.","Wilson, A.M.W.","Ganeshram, R.S.","Hashim, A.S.","Ziyadh, A.M."],"funder":["Natural Environment Research Council"],"givenName":["J","A.W.","A.M.W.","R.S.","A.S.","A.M."],"grant":["NE/S009019/1"],"identifier":"c176bbd1-7ad6-43e7-b82b-7c707e95522f","incomingCitationCount":0,"keyword":["Pollution","Water quality","Biodiversity","coral reef","enrichment","experimental study","coastal pollution","isotope","nitrogen","Indian Ocean"],"keywordsOther":["coral reef","enrichment","experimental study","coastal pollution","isotope","nitrogen","Indian Ocean"],"keywordsTheme":["Pollution","Water quality","Biodiversity"],"licence":"Non-Open government licence","lineage":"Coral bleaching data was generated through a visual assessment against University of Queensland coral bleaching cards for each coral during the experiments, where 1 = bleached, 6 = not bleached. The depth and size of each coral were collected at the start of each experiment.  \n\nCoral nubbins were collected and separated out into tissue host fraction and algal symbiont fraction. These separate fractions were then analysed for elemental and isotopic compositions (percent carbon, percent nitrogen, δ13C and δ15N).\nWater sampling was conducted throughout both experiments and analysed for dissolved inorganic nutrients to confirm enrichment.  \n\nTemperature was logged throughout the experiments using HOBO loggers. Any lapse in logger functionality was addressed using supplementary nearby logger data or satellite data. \n\nA record of the fertiliser bags ('diffusers') was kept throughout the experiment to work out weight loss between diffuser changes. \n\nManual checks have been performed on the data to look for any error in data entry or values reported outside the expected range. This data is heterogenous in nature. Any outliers were then investigated and corrected where appropriate.","locations":["POLYGON((73.378 1.81, 73.378 1.998, 73.585 1.998, 73.585 1.81, 73.378 1.81))"],"metadataDate":"2026-06-27T13:39:09.000Z","orcid":["https://orcid.org/0009-0007-0389-9292","https://orcid.org/0000-0003-1819-3325","https://orcid.org/0000-0002-5150-1310","https://orcid.org/0000-0003-4735-6752"],"organisation":["University of Edinburgh","Maldives Resilient Reefs","NERC EDS Environmental Information Data Centre"],"publicationDate":"2026-02-25T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/c176bbd1-7ad6-43e7-b82b-7c707e95522f","10.5285/c176bbd1-7ad6-43e7-b82b-7c707e95522f","doi:10.5285/c176bbd1-7ad6-43e7-b82b-7c707e95522f"],"resourceType":"Dataset","rightsHolder":["University of Edinburgh"],"ror":["https://ror.org/01nrxwf90","https://ror.org/04xw4m193"],"shortenedDescription":"The data consist of coral bleaching data; coral elemental and isotopic data (of coral host tissue and algal symbionts); coral metric data (size and depth of coral colonies used in experiment); water nutrient data collected next to corals over the experimental period;…","state":"published","title":"Coral bleaching and nutrient responses to elevated temperature and nutrient exposure, Laamu Atoll, Maldives, 2022-2024","topic":["0/Pollution/","0/Water quality/","0/Biodiversity/"],"version":1.0,"view":["public","katwri"]},{"authorAffiliation":["University of Edinburgh","Maldives Resilient Reefs"],"authorFamilyName":["Arnull","Tudhope","Wilson","Ganeshram","Hashim","Ziyadh"],"authorFullName":["Arnull, J.","Tudhope, A.W.","Wilson, A.M.W.","Ganeshram, R.S.","Hashim, A.S.","Ziyadh, A.M."],"authorGivenName":["J","A.W.","A.M.W.","R.S.","A.S.","A.M."],"authorOrcid":["https://orcid.org/0009-0007-0389-9292","https://orcid.org/0000-0003-1819-3325","https://orcid.org/0000-0002-5150-1310","https://orcid.org/0000-0003-4735-6752"],"authorRor":["https://ror.org/01nrxwf90"],"availability":"Available","catalogue":"eidc","dataFormat":["Comma-separated values (CSV)"],"description":"The data consist of leaf extension rates of seagrass growth as the primary response variable; elemental and isotopic compositions of seagrass above- and below-ground biomass; seagrass morphological parameters; site-characterisation environmental parameters and temperature recorded over the experimental windows. \n\nThis dataset contains in-situ experimental information relating two separate nutrient enrichment experiments that were conducted in January/February 2022 and January 2023 over 2-week periods. The experiments were designed to understand the growth response of seagrass to elevated nutrient concentrations relative to controls plots. We used agricultural fertilisers to elevate local concentrations.  In 2022, we used a slow-release fertiliser and compared growth response rates at two contrasting site types with 3 treatment levels (Control, Low N and High N). In 2023, we used an all-purpose granular fertiliser, the same 3 treatment levels but varied how the fertiliser was delivered to the seagrass, i.e., water-column diffusion vs below-ground diffusion. Both experiments were conducted on the same island of Gan, in Laamu atoll, Maldives. \n\nThe work has been undertaken has been funded by the GCRF-UKRI South Asian Nitrogen Hub and enabled through the University of Edinburgh and Maldivian non-governmental organisation, Maldives Resilient Reefs.","documentType":"GEMINI_DOCUMENT","familyName":["Arnull","Tudhope","Wilson","Ganeshram","Hashim","Ziyadh"],"fullName":["Jessica Arnull","Arnull, J.","Tudhope, A.W.","Wilson, A.M.W.","Ganeshram, R.S.","Hashim, A.S.","Ziyadh, A.M."],"funder":["Natural Environment Research Council"],"givenName":["J","A.W.","A.M.W.","R.S.","A.S.","A.M."],"grant":["NE/S009019/1"],"identifier":"8760a6d4-b9df-406d-b910-678ab0f6557f","incomingCitationCount":0,"keyword":["Ecosystem services","Pollution","Water quality","Biodiversity","Indian Ocean","experimental study","enrichment","isotope","nitrogen","seagrass","coastal pollution"],"keywordsOther":["Indian Ocean","experimental study","enrichment","isotope","nitrogen","seagrass","coastal pollution"],"keywordsTheme":["Ecosystem services","Pollution","Water quality","Biodiversity"],"licence":"Non-Open government licence","lineage":"Seagrass biomass was collected from each plot and then analysed for elemental and isotopic compositions (percent carbon, percent nitrogen δ13C and δ15N). \n\nSeagrass morphological parameters were recorded at the start and end of the experiment, including information on percent cover of seagrass and algae, canopy height and leaf density. Seagrass sheath density was calculated by randomly throwing 20 x 0.25m2 quadrats around the perimeter of the experimental sites and the number of sheaths counted. \n\nEnvironmental data about the experimental sites was collected at the start of the experiments to characterise the environment. This included water quality sampling, sediment organic nitrogen and carbon content, water depth, sediment depth and grain size analysis. Temperature was logged throughout the experiments using HOBO loggers. \n\nManual checks were performed on the data points to look for any error in data entry or values reported outside the expected range. Any outliers were then investigated and corrected where appropriate.","locations":["POLYGON((73.523 1.856, 73.523 1.961, 73.56 1.961, 73.56 1.856, 73.523 1.856))"],"metadataDate":"2026-06-29T16:21:32.000Z","orcid":["https://orcid.org/0009-0007-0389-9292","https://orcid.org/0000-0003-1819-3325","https://orcid.org/0000-0002-5150-1310","https://orcid.org/0000-0003-4735-6752"],"organisation":["University of Edinburgh","Maldives Resilient Reefs","NERC EDS Environmental Information Data Centre"],"publicationDate":"2026-02-17T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/8760a6d4-b9df-406d-b910-678ab0f6557f","10.5285/8760a6d4-b9df-406d-b910-678ab0f6557f","doi:10.5285/8760a6d4-b9df-406d-b910-678ab0f6557f"],"resourceType":"Dataset","rightsHolder":["University of Edinburgh"],"ror":["https://ror.org/01nrxwf90","https://ror.org/04xw4m193"],"shortenedDescription":"The data consist of leaf extension rates of seagrass growth as the primary response variable; elemental and isotopic compositions of seagrass above- and below-ground biomass; seagrass morphological parameters; site-characterisation environmental parameters and temperature…","state":"published","title":"Leaf growth, nutrient, and stable isotope responses of seagrass exposed to nutrient enrichment, Laamu Atoll, Maldives, 2022-2023","topic":["0/Ecosystem services/","0/Pollution/","0/Water quality/","0/Biodiversity/"],"version":1.0,"view":["public","katwri"]},{"authorAffiliation":["University of Edinburgh"],"authorFamilyName":["Stone"],"authorFullName":["Stone, G.N."],"authorGivenName":["G.N."],"authorRor":["https://ror.org/01nrxwf90"],"availability":"Available","catalogue":"eidc","dataFormat":["Comma-separated values (CSV)"],"description":"These data consist of quantitative and categorical scores for phenotypic attributes of 88 types of galls induced on oak trees (Quercus spp.) by cynipid gallwasps (Hymenoptera: Cynipidae: Cynipini). The recorded variables focus on attributes such as hardness, presence of surface spines or coatings of sticky resin, each of which are thought to contribute to protection of the gall inhabitants form attack by natural enemies such as parasitoid wasps and birds. Cynipid galls have separate sexual and asexual generation galls, each with different phenotypes. The dataset comprises values for 31 sexual generation galls and 58 asexual generation galls of a total of 69 cynipid species. The biological rationale for regarding these phenotypic traits as defences is explained in Bailey et al (2009). The purpose of these data is to include them as explanatory variables in statistical analyses that seek to quantify the effects of gall traits on the composition and abundance of parasitoid natural enemies in cynipid gall communities.","documentType":"GEMINI_DOCUMENT","familyName":["Stone"],"fullName":["Stone, G.N."],"funder":["Natural Environment Research Council"],"givenName":["G.N."],"grant":["NE/T000120/1"],"identifier":"bc10f720-2bb6-4ff4-ad63-257663fd41a3","incomingCitationCount":0,"keyword":["Hungary","Biodiversity","Cynipidae","Fagaceae","parasitoid","extended phenotype"],"keywordsOther":["Cynipidae","Fagaceae","parasitoid","extended phenotype"],"keywordsPlace":["Hungary"],"keywordsTheme":["Biodiversity"],"licence":"Open government licence","lineage":"The data were recorded for field samples of galls collected from 6 sites in Hungary in 2000-2003 as part of a study first published by Bailey et al (2009). There are 16 data columns, each providing information on a phenotypic properties scored as binary categorical (a particular trait is either present or absent), categorical (e.g. galls are allocated to a particular shape class), ordinal (for example, a ranked series of values of 1-4 is used to measure increasing gall hardness), or continuous (linear measurements of gall radius, height and volume). Scores for the ordinal variable ‘Tough’ were validated using continuous penetration scores recorded using a QTS-25 benchtop texture analyser (data not shown). Gall identifications were based on diagnostic features of external gall phenotypes by experienced field staff. Where necessary, gallwasp identifications were confirmed using DNA barcoding.","locations":["POLYGON((15.996 45.768, 15.996 48.763, 23.247 48.763, 23.247 45.768, 15.996 45.768))"],"metadataDate":"2026-06-29T17:15:14.000Z","organisation":["University of Edinburgh","NERC EDS Environmental Information Data Centre"],"publicationDate":"2025-06-02T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/bc10f720-2bb6-4ff4-ad63-257663fd41a3","10.5285/bc10f720-2bb6-4ff4-ad63-257663fd41a3","doi:10.5285/bc10f720-2bb6-4ff4-ad63-257663fd41a3"],"resourceType":"Dataset","rightsHolder":["University of Edinburgh"],"ror":["https://ror.org/01nrxwf90","https://ror.org/04xw4m193"],"shortenedDescription":"These data consist of quantitative and categorical scores for phenotypic attributes of 88 types of galls induced on oak trees (Quercus spp.) by cynipid gallwasps (Hymenoptera: Cynipidae: Cynipini). The recorded variables focus on attributes such as hardness, presence…","state":"published","supplementalDescription":["Bailey, R., Schönrogge, K., Cook, J. M., Melika, G., Csóka, G., Thuróczy, C., & Stone, G. N. (2009). Host Niches and Defensive Extended Phenotypes Structure Parasitoid Wasp Communities. PLoS Biology, 7(8), e1000179. "],"title":"Morphology phenotype data of 88 types of galls induced on oak trees by cynipid gallwasps from 6 sites in Hungary, 2000-2003","topic":["0/Biodiversity/"],"version":1.0,"view":["public","jashun"]},{"authorAffiliation":["University of Edinburgh","Universidade Eduardo Mondlane, Faculdade de Agronomia e Engenharia Florestal","Universidade Lúrio","Centro Polivalente Leão Dehon"],"authorFamilyName":["Woollen","Ryan","Nhaduco","Da Costa","Rodrigues","Armando","Baumert","Zorilla-Miras"],"authorFullName":["Woollen, E.","Ryan, C.M.","Nhaduco, O.","Da Costa, A.A.","Rodrigues, C.","Armando, F.","Baumert, S.","Zorilla-Miras, P."],"authorGivenName":["E.","C.M.","O.","A.A.","C.","F.","S.","P."],"authorOrcid":["https://orcid.org/0000-0002-6504-4835","https://orcid.org/0000-0002-1802-0128","https://orcid.org/0000-0003-2408-1303","https://orcid.org/0000-0002-5019-1015"],"authorRor":["https://ror.org/01nrxwf90","https://ror.org/05n8n9378","https://ror.org/03sbnrq14"],"availability":"Available","catalogue":"eidc","dataFormat":["Comma-separated values (CSV)"],"description":"This dataset comprises 259 smallholder agricultural field surveys collected from twenty-six villages across three Districts in Mozambique, Africa. Surveys were conducted in ten fields in each of six villages in Mabalane District, Gaza Province, ten villages in Marrupa District, Niassa Province, and ten villages in Gurue District, Zambezia Province. Data were collected in Mabalane between May-Sep 2014, Marrupa between May-Aug 2015, and Gurue between Sep-Dec 2015. Fields were selected based on their age, location, and status as an active field at the time of the survey (i.e. no fallow fields were sampled). Structured interviews using questionnaires were conducted with each farmer to obtain information about current management practices (e.g. use of inputs, tilling, fire and residue management), age of the field, crops planted, crop yields, fallow cycles, floods, erosion and other problems such as crop pests and wild animals. The survey also includes qualitative observations about the fields at the time of the interview, including standing live trees and cropping systems. This dataset was collected as part of the Ecosystem Services for Poverty Alleviation (ESPA) funded ACES project , which aims to understand how changing land use impacts on ecosystem services and human wellbeing of the rural poor in Mozambique. ","documentType":"GEMINI_DOCUMENT","familyName":["Woollen","Ryan","Nhaduco","Da Costa","Rodrigues","Armando","Baumert","Zorilla-Miras"],"fullName":["Woollen, E.","Ryan, C.M.","Nhaduco, O.","Da Costa, A.A.","Rodrigues, C.","Armando, F.","Baumert, S.","Zorilla-Miras, P."],"funder":["Natural Environment Research Council"],"givenName":["E.","C.M.","O.","A.A.","C.","F.","S.","P."],"grant":["NE/K010395/1"],"identifier":"78c5dcee-61c1-44be-9c47-8e9e2d03cb63","incomingCitationCount":0,"keyword":["Mozambique","Mabalane District","Gaza Province","Marrupa District","Niassa Province","Gurue District","Zambezia Province","crops","smallholder","agriculture","fertiliser","pest"],"keywordsOther":["crops","smallholder","agriculture","fertiliser","pest"],"keywordsPlace":["Mozambique","Mabalane District","Gaza Province","Marrupa District","Niassa Province","Gurue District","Zambezia Province"],"licence":"Open government licence","lineage":"All data were quality assured by the lead author. When in the field, all interviewers were trained before conducting interviews with farmers to ensure consistent robust interview techniques and recording of data. Data were continually checked for errors as it was collected. All interviewers were able to translate directly from the local language to Portuguese, and all data were recorded in Portuguese. All translations from Portuguese to English were done by the lead author. Wherever possible, pre-set answers or binary responses to questions were used to systematically record qualitative observations and avoid ambiguous results. \nAll quantitative estimates of crop yields must be used with caution, as data are based on recall data and unit conversions are uncertain and should be considered as rough estimates of yields. Unit conversions for yield data were based on local measurements of harvest units and weights where possible, or from government data. Other estimates are based on best available literature or rough estimates of weights and volume conversions. In cases where the volume or size of the local unit of harvest was not specified (e.g. sack or bucket), the most common volume or size of the unit reported in household surveys in each village were used.\n","locations":["POLYGON((29.68 -27.479, 29.68 -10.347, 42.248 -10.347, 42.248 -27.479, 29.68 -27.479))"],"metadataDate":"2026-06-29T16:15:53.000Z","orcid":["https://orcid.org/0000-0002-6504-4835","https://orcid.org/0000-0002-1802-0128","https://orcid.org/0000-0003-2408-1303","https://orcid.org/0000-0002-5019-1015"],"organisation":["University of Edinburgh","Universidade Eduardo Mondlane, Faculdade de Agronomia e Engenharia Florestal","Universidade Lúrio","Centro Polivalente Leão Dehon","NERC EDS Environmental Information Data Centre","NERC Environmental Information Data Centre"],"publicationDate":"2017-12-18T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/78c5dcee-61c1-44be-9c47-8e9e2d03cb63","10.5285/78c5dcee-61c1-44be-9c47-8e9e2d03cb63","doi:10.5285/78c5dcee-61c1-44be-9c47-8e9e2d03cb63"],"resourceType":"Dataset","rightsHolder":["University of Edinburgh"],"ror":["https://ror.org/01nrxwf90","https://ror.org/05n8n9378","https://ror.org/03sbnrq14","https://ror.org/04xw4m193"],"shortenedDescription":"This dataset comprises 259 smallholder agricultural field surveys collected from twenty-six villages across three Districts in Mozambique, Africa. Surveys were conducted in ten fields in each of six villages in Mabalane District, Gaza Province, ten villages in Marrupa…","state":"published","title":"Rural smallholder agricultural field management surveys across Mozambique","version":1.0,"view":["public","hajd"]},{"authorAffiliation":["University College London","An-Najah National University","Global Earthquake Model (GEM) Foundation","People in Need","National Society for Earthquake Technology","Chittagong University of Engineering and Technology","Chittagong University of Engineering & Technology","Lund University","Boğaziçi University","Ardhi University"],"authorFamilyName":["Cremen","Gentile","Dabeek","Aljawhari","Manandhar","Rawal","Nocera","Rana","Zisan","Leandro","Çaktı","Kombe"],"authorFullName":["Cremen, G.","Gentile, R.","Dabeek, J.","Aljawhari, K.","Manandhar, V.","Rawal, P.","Nocera, F.","Rana, S.","Zisan, B.","Leandro, I.","Çaktı, E.","Kombe, W."],"authorGivenName":["G.","r.","J.","K","V.","P.","F","S.","B.","I.","E.","W."],"authorOrcid":["https://orcid.org/0000-0002-6699-7312","https://orcid.org/0000-0002-7682-4490","https://orcid.org/0000-0001-8369-4105","https://orcid.org/0000-0003-4891-8702","https://orcid.org/0000-0001-8274-1416","https://orcid.org/0000-0001-7940-8014","https://orcid.org/0000-0002-3383-7662","https://orcid.org/0000-0002-5343-9215","https://orcid.org/0000-0002-6959-0235","https://orcid.org/0000-0002-1946-3940","https://orcid.org/0000-0003-1381-1833","https://orcid.org/0000-0001-9117-9496"],"authorRor":["https://ror.org/02jx3x895","https://ror.org/0046mja08","https://ror.org/02xh1tf34","https://ror.org/058m30p27","https://ror.org/052qsay17","https://ror.org/012a77v79","https://ror.org/03z9tma90","https://ror.org/05k903r09"],"availability":"Available","catalogue":"eidc","dataFormat":["GeoJSON","Comma-separated values (CSV)"],"description":"This dataset comprises spatially explicit risk analysis outputs for 10 study areas, representing potential disaster impacts across various future urban development scenarios, that are created by different community groups within each study area. Study areas include Istanbul (Türkiye), Nablus (Palestine), Chattogram (Bangladesh), Cox's Bazaar (Bangladesh), Nairobi (Kenya), Nakuru (Kenya), Quito (Ecuador), Kokhana (Nepal), Rapti (Nepal) and Darussalam (Tanzania). The data quantify the physical, social, and economic risks resulting from seismic activity or floods or landslides interacting with projected land-use plans and building typologies.\n\nKey components of the dataset include attributes on damage states for each building and eight metrics related to socio-demographic characteristics: \n-\tNumber of workers unemployed,  \n-\tNumber of children with no Access to education\n-\tNumber of households with no Access to hospital\n-\tNumber of individuals with no Access to hospital\n-\tNumber of households displaced\n-\tNumber of homeless individuals\n-\tPopulation displacement\n-\tNumber of casualties\n\nDetails on the computation of each metric is provided in the readme file.\nThis dataset was created as case studies for the Tomorrows Cities: Tomorrowville virtual testbed. It is supported by NERC as part of the GCRF Urban Disaster Risk Hub (NE/S009000/1).","documentType":"GEMINI_DOCUMENT","familyName":["Cremen","Gentile","Dabeek","Aljawhari","Manandhar","Rawal","Nocera","Rana","Zisan","Leandro","Çaktı","Kombe"],"fullName":["Cremen, G.","Gentile, R.","Dabeek, J.","Aljawhari, K.","Manandhar, V.","Rawal, P.","Nocera, F.","Rana, S.","Zisan, B.","Leandro, I.","Çaktı, E.","Kombe, W."],"funder":["Natural Environment Research Council"],"givenName":["G.","r.","J.","K","V.","P.","F","S.","B.","I.","E.","W."],"grant":["NE/S009000/1"],"identifier":"30a025cc-4482-48a0-a0f9-9f5b71d7ef83","incomingCitationCount":0,"keyword":["Modelling","disaster","risk","loss","environmental impact","hazard","urbanisation","GCRF Urban Disaster Risk Hub","Tomorrow's Cities"],"keywordsOther":["disaster","risk","loss","environmental impact","hazard","urbanisation","GCRF Urban Disaster Risk Hub","Tomorrow's Cities"],"keywordsTheme":["Modelling"],"licence":"Open government licence","lineage":"The dataset was generated using the Tomorrow's Cities Decision Support Environment (TCDSE) workflow, designed to assess disaster risks in future urban planning scenarios. The process involved the integration of three primary components:\n1. Hazard Models: Physics-based simulations or probabilistic models for relevant hazards (e.g., earthquakes, floods, landslides) specific to the project location.\n2. Future Exposure Scenarios: Spatially explicit projections of future urban growth, land use, and building typologies, co-developed with local stakeholders and planning authorities.\n3. Vulnerability Functions: Engineering-based curves defining the susceptibility of proposed infrastructure to specific hazard intensities.\nThese components were processed through a computational risk engine (served under https://webapp.tomorrowscities.org) to calculate potential impacts (e.g., physical damage, displacement, economic loss) for various future development trajectories.\nQuality Assurance (QA) Steps:\n1. Input Validation: Hazard models and exposure data were validated by local domain experts and compared against historical baseline data where applicable.\n2. Internal Consistency Checks: The computational workflow underwent code reviews and unit testing to ensure data integrity during the integration of hazard and exposure layers.\n3. Output Verification: Preliminary risk results were reviewed in stakeholder workshops to ensure plausibility and alignment with local knowledge before finalization.","locations":["POLYGON((-82.26 -13.582, -82.26 44.214, 77.696 44.214, 77.696 -13.582, -82.26 -13.582))"],"metadataDate":"2026-06-29T18:14:16.000Z","orcid":["https://orcid.org/0000-0002-6699-7312","https://orcid.org/0000-0002-7682-4490","https://orcid.org/0000-0001-8369-4105","https://orcid.org/0000-0003-4891-8702","https://orcid.org/0000-0001-8274-1416","https://orcid.org/0000-0001-7940-8014","https://orcid.org/0000-0002-3383-7662","https://orcid.org/0000-0002-5343-9215","https://orcid.org/0000-0002-6959-0235","https://orcid.org/0000-0002-1946-3940","https://orcid.org/0000-0003-1381-1833","https://orcid.org/0000-0001-9117-9496"],"organisation":["University College London","An-Najah National University","Global Earthquake Model (GEM) Foundation","People in Need","National Society for Earthquake Technology","Chittagong University of Engineering and Technology","Chittagong University of Engineering & Technology","Lund University","Boğaziçi University","Ardhi University","NERC EDS Environmental Information Data Centre"," University of Edinburgh"],"publicationDate":"2026-04-09T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/30a025cc-4482-48a0-a0f9-9f5b71d7ef83","10.5285/30a025cc-4482-48a0-a0f9-9f5b71d7ef83","doi:10.5285/30a025cc-4482-48a0-a0f9-9f5b71d7ef83"],"resourceType":"Dataset","rightsHolder":[" University of Edinburgh"],"ror":["https://ror.org/02jx3x895","https://ror.org/0046mja08","https://ror.org/02xh1tf34","https://ror.org/058m30p27","https://ror.org/052qsay17","https://ror.org/012a77v79","https://ror.org/03z9tma90","https://ror.org/05k903r09","https://ror.org/04xw4m193","https://ror.org/01nrxwf90"],"shortenedDescription":"This dataset comprises spatially explicit risk analysis outputs for 10 study areas, representing potential disaster impacts across various future urban development scenarios, that are created by different community groups within each study area. Study areas include…","state":"published","supplementalDescription":["Cremen, G., Galasso, C., McCloskey, J., Barcena, A., Creed, M., Filippi, M. E., Gentile, R., Jenkins, L. T., Kalaycioglu, M., Mentese, E. Y., Muthusamy, M., Tarbali, K., & Trogrlić, R. Š. (2023). A state-of-the-art decision-support environment for risk-sensitive and pro-poor urban planning and design in Tomorrow's cities. International Journal of Disaster Risk Reduction, 85, 103400.","Cremen, G., Galasso, C., & McCloskey, J. (2022). A Simulation‐Based Framework for Earthquake Risk‐Informed and People‐Centered Decision Making on Future Urban Planning. Earth's Future, 10(1)."],"title":"Multi-hazard disaster impact analysis outputs from synthetic future urban scenarios in 10 cities","topic":["0/Modelling/"],"version":1.0,"view":["public","jashun"]},{"authorAffiliation":["University of Edinburgh","Kalinga Institute of Industrial Technology (KIIT) University","Bangabandhu Sheikh Mujibur Rahman Agricultural University ","Sustainable India Trust","TERI School of Advanced Studies","The Maldives National University","University of Peradeniya","University of Edinburgh ","Kathmandu University","New York University","Youth Alliance for Environment (YAE)","Guru Gobind Singh Indraprastha University","Bangabandhu Sheikh Mujibur Rahman Agricultural University","University of Agriculture Faisalabad"],"authorFamilyName":["Yang","Adhya","Anik","Bansal","Das","Hassan","Jayaweera","Jeffery","Joshi","Kanter","Kaushik","Nissanka","Panda","Pokharel","Porter","Raghuram","Sharna","Shazly","Shifa","Watto"],"authorFullName":["Yang, A.L.","Adhya, T.K.","Anik, A.R.","Bansal, S.","Das, S.","Hassan, R.","Jayaweera, A.","Jeffery, R.","Joshi, R.","Kanter, D.","Kaushik, H.","Nissanka, S.P.","Panda, A.N.","Pokharel, A.","Porter, S.D.","Raghuram, N.","Sharna, S.C.","Shazly, A.","Shifa, S.","Watto, M.A."],"authorGivenName":["A.L.","T.K.","A.R.","S.","R.","A.","D.","H.","S.P.","A.N.","S.D.","N.","S.C.","M.A."],"authorOrcid":["https://orcid.org/0000-0002-8947-2383","https://orcid.org/0000-0002-8267-1793","https://orcid.org/0000-0002-0461-6094","https://orcid.org/0000-0003-2211-7720","https://orcid.org/0000-0003-0723-3950","https://orcid.org/0000-0003-1702-7253","https://orcid.org/0000-0003-4332-4833","https://orcid.org/0000-0002-6606-0001","https://orcid.org/0000-0003-3752-3457","https://orcid.org/0000-0002-1013-8754","https://orcid.org/0000-0002-9486-754X","https://orcid.org/0000-0002-2137-0030","https://orcid.org/0000-0003-0807-9262"],"availability":"Available","catalogue":"eidc","dataFormat":["Comma-separated values (CSV)"],"description":"The database includes the classification of 966 active nitrogen-relevant policies from South Asia (including Afghanistan, Pakistan, India, Nepal, Bhutan, Bangladesh, the Maldives and Sri Lanka). The collection during 2020 and 2021 focuses on national level policies; some subnational policies were also collected. \n\nData collection involved building on an existing open access global database developed by Kanter et al., 2020 that contained 51 policies for South Asia established to 2017 sourced by the environmental law ECOLEX database. Further policies were collected mostly from online sources: such as international policy databases: FAOLEX and national government and ministry websites. A protocol for policy collection and classification was established and followed to ensure consistent and thorough collections across the eight countries. Policies were classified according to a variety of parameters including the sink (air, water etc.) and sector (agriculture, industry etc.) they address and by type of policy. Policies were clustered if they had a central node policy in place and if a ‘subordinate policy’ (including amendments) did not offer anything new in terms of content related to Nitrogen management.\n\nThis data was collected as part of a collective partnership that brings together leading organisations from across South Asia and the UK to reduce the adverse global impacts of nitrogen pollution on the environment, health, and wellbeing. More specifically providing a resource for both SANH partners and the wider scientific and policy community to understand the nitrogen policy landscape in the south Asian region. Furthermore, this research contributes to efforts in building a nitrogen policy arena promoting sustainable management of nitrogen, mitigating adverse effects.\n\nThe dataset provides a thorough overview of available nitrogen related policies in South Asia but does not provide a complete set of all the nitrogen relevant policies available in each country. In some cases, this was due to our dependency on policy availability online, and some websites were not maintained. In addition, we excluded policies established post 2020 to avoid policy responses to COVID19 and to align more closely with the original global study. Repealed policies were omitted from the database.","documentType":"GEMINI_DOCUMENT","familyName":["Yang","Adhya","Anik","Bansal","Das","Hassan","Jayaweera","Jeffery","Joshi","Kanter","Kaushik","Nissanka","Panda","Pokharel","Porter","Raghuram","Sharna","Shazly","Shifa","Watto"],"fullName":["Yang, A.L.","Adhya, T.K.","Anik, A.R.","Bansal, S.","Das, S.","Hassan, R.","Jayaweera, A.","Jeffery, R.","Joshi, R.","Kanter, D.","Kaushik, H.","Nissanka, S.P.","Panda, A.N.","Pokharel, A.","Porter, S.D.","Raghuram, N.","Sharna, S.C.","Shazly, A.","Shifa, S.","Watto, M.A."],"funder":["Natural Environment Research Council"],"givenName":["A.L.","T.K.","A.R.","S.","R.","A.","D.","H.","S.P.","A.N.","S.D.","N.","S.C.","M.A."],"grant":["NE/S009019/2"],"identifier":"e2f248d5-79a1-4af9-bdd4-f739fb12ce9a","incomingCitationCount":2,"keyword":["South Asia","Afghanistan","Pakistan","India","Nepal","Bhutan","Bangladesh","Maldives","Sri Lanka","nitrogen"],"keywordsOther":["nitrogen"],"keywordsPlace":["South Asia","Afghanistan","Pakistan","India","Nepal","Bhutan","Bangladesh","Maldives","Sri Lanka"],"licence":"Open government licence","lineage":"The data generated built on an existing open access global nitrogen policy database developed by Kanter et al. (2020) that contains 51 policies for South Asia established up until 2017 sourced by the environmental law ECOLEX database.\n\nThe next step for data collection included the establishment of an adjusted policy collection protocol providing guidance on nitrogen relevant policies established up until December 2019, identifying potential policy sources. A further 915 policies were collected from mostly online sources: such as the international policy database FAOLEX, national government and ministry websites, and the ECOLEX database. The descriptive policy information compiled into the database included: policy title, related URL, data of establishment, policy end date (if applicable), country name, policy coverage (national or sub-national), language and ministry responsible. The identification of policy text type (i.e. legislation, policy, regulation miscellaneous) and source type (1 = ECOLEX/FAOLEX, 2 = other) involved a context-based classification. Please note all policies from ECOLEX were originally sourced by FAOLEX.\n\nAccording to the protocols specified criteria policies were checked and filtered. A coordinator conducted further internal checks to ensure consistency and identify any search gaps (e.g. missing sectors) before moving onto the next steps.\n\nThe next step was to conduct a content-based classification of the policies according to the policies objectives and proposals. Following a similar approach designed by Kanter et al. (2020) policies are classified according to policy type, sector focus, and environmental objectives. Additional classifications are applied, including: impact direction, pollution target source, relevance and impact scope. Internal and external checks were provided to ensure that policies were classified consistently.\n\nData limitations are acknowledged for both the collection and classification processes. The collection of nitrogen relevant policies are recognised to not be 100% complete due to the dependency on online availability of policy texts and gaps in existing databases. The classifications could also be subjective. Random internal and external checks, along the different data processing steps, aimed to mitigate this risk. The relevance and impact of certain policies could vary according to country context therefore there was inevitability some variability in analysts judgements between countries. ","locations":["POLYGON((61.021 5.179, 61.021 39.437, 93.911 39.437, 93.911 5.179, 61.021 5.179))"],"metadataDate":"2026-06-29T18:20:04.000Z","orcid":["https://orcid.org/0000-0002-8947-2383","https://orcid.org/0000-0002-8267-1793","https://orcid.org/0000-0002-0461-6094","https://orcid.org/0000-0003-2211-7720","https://orcid.org/0000-0003-0723-3950","https://orcid.org/0000-0003-1702-7253","https://orcid.org/0000-0003-4332-4833","https://orcid.org/0000-0002-6606-0001","https://orcid.org/0000-0003-3752-3457","https://orcid.org/0000-0002-1013-8754","https://orcid.org/0000-0002-9486-754X","https://orcid.org/0000-0002-2137-0030","https://orcid.org/0000-0003-0807-9262"],"organisation":["University of Edinburgh","Kalinga Institute of Industrial Technology (KIIT) University","Bangabandhu Sheikh Mujibur Rahman Agricultural University ","Sustainable India Trust","TERI School of Advanced Studies","The Maldives National University","University of Peradeniya","University of Edinburgh ","Kathmandu University","New York University","Youth Alliance for Environment (YAE)","Guru Gobind Singh Indraprastha University","Bangabandhu Sheikh Mujibur Rahman Agricultural University","University of Agriculture Faisalabad","NERC EDS Environmental Information Data Centre"],"publicationDate":"2021-11-09T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/e2f248d5-79a1-4af9-bdd4-f739fb12ce9a","10.5285/e2f248d5-79a1-4af9-bdd4-f739fb12ce9a","doi:10.5285/e2f248d5-79a1-4af9-bdd4-f739fb12ce9a"],"resourceType":"Dataset","rightsHolder":["University of Edinburgh"],"ror":["https://ror.org/04xw4m193"],"shortenedDescription":"The database includes the classification of 966 active nitrogen-relevant policies from South Asia (including Afghanistan, Pakistan, India, Nepal, Bhutan, Bangladesh, the Maldives and Sri Lanka). The collection during 2020 and 2021 focuses on national level policies;…","state":"published","supplementalDescription":["ECOLEX is operated jointly by FAO, IUCN and UNEP. All policies sourced from ECOLEX were originally sourced by FAOLEX.\n","FAOLEX is operated by the Food and Agriculture Organization of the United Nations (FAO). © FAO. FAOLEX Database. Complete collection. License: CC BY-NC-SA 3.0 IGO."],"title":"Nitrogen-relevant policies from South Asia collected by the South Asian Nitrogen Hub (SANH) 2020-2021 ","version":1.0,"view":["public","tinzha"]},{"authorAffiliation":["University of Edinburgh"],"authorFamilyName":["Phillimore","Macphie","Samplonius","Shutt","Hadfield"],"authorFullName":["Phillimore, A.B.","Macphie, K.M.","Samplonius, J.M.","Shutt, J.D.","Hadfield, J.D."],"authorGivenName":["A.B.","K.M.","J.M.","J.D."],"authorOrcid":["https://orcid.org/0000-0002-6553-1553","https://orcid.org/0000-0002-4146-8748","https://orcid.org/0000-0002-7990-2677"],"availability":"Available","catalogue":"eidc","dataFormat":["Comma-separated values (CSV)"],"description":"This dataset contains data on temperature and tritrophic phenology collected across 44 sites in Scotland for the period 2014 – 2021. Each site was visited every two days through the spring. The phenology of first budburst and leaf out of approx. 700 marked trees was recorded. Every four days marked branches were beaten and data was collected on the number of caterpillars (and spiders and beetles). Data on the breeding phenology (first egg date, hatch date) and breeding success of blue tits was recorded at 4-8 nestboxes per site. \n\nThis work was supported by Natural Environment Research Council grant  NE/P011802/1.","documentType":"GEMINI_DOCUMENT","familyName":["Phillimore","Macphie","Samplonius","Shutt","Hadfield"],"fullName":["Phillimore, A.B.","Macphie, K.M.","Samplonius, J.M.","Shutt, J.D.","Hadfield, J.D.","Phillimore, A."],"funder":["Natural Environment Research Council"],"givenName":["A.B.","K.M.","J.M.","J.D.","Albert"],"grant":["NE/P011802/1"],"identifier":"b63d53ae-2fe7-4ce9-82a2-2325098489e3","incomingCitationCount":0,"keyword":["Phenology","Tritrophic","Scotland"],"keywordsOther":["Tritrophic","Scotland"],"keywordsTheme":["Phenology"],"licence":"Open government licence","lineage":"Hourly temperature data are from two temperature data per site. All temperature profiles are visualized and any unreliable records have been removed in a quality control step.\n\nTree phenology data are from visits on alternate days through the spring.","locations":["POLYGON((-4.45 55.97, -4.45 57.89, -3.36 57.89, -3.36 55.97, -4.45 55.97))"],"metadataDate":"2026-06-29T18:19:05.000Z","orcid":["https://orcid.org/0000-0002-6553-1553","https://orcid.org/0000-0002-4146-8748","https://orcid.org/0000-0002-7990-2677"],"organisation":["University of Edinburgh","NERC EDS Environmental Information Data Centre"],"publicationDate":"2022-06-22T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/b63d53ae-2fe7-4ce9-82a2-2325098489e3","10.5285/b63d53ae-2fe7-4ce9-82a2-2325098489e3","doi:10.5285/b63d53ae-2fe7-4ce9-82a2-2325098489e3"],"resourceType":"Dataset","rightsHolder":["University of Edinburgh"],"ror":["https://ror.org/04xw4m193","https://ror.org/01nrxwf90"],"shortenedDescription":"This dataset contains data on temperature and tritrophic phenology collected across 44 sites in Scotland for the period 2014 – 2021. Each site was visited every two days through the spring. The phenology of first budburst and leaf out of approx. 700 marked trees was…","state":"published","title":"Tritrophic phenology and associated data from 44 sites in Scotland, 2014-2021","topic":["0/Phenology/"],"version":1.0,"view":["public","clwe"]},{"authorAffiliation":["Rhodes University","University of Sheffield","University of Michigan","University of Cape Town","Royal Botanic Garden Edinburgh"],"authorFamilyName":["Ripley","Simpson","Raubenheimer","Singini","Jones","Burgess","Carkeek","Cramer","Dixon","Field","Hawkins","Nell","Ngqiyaza","Pallett","Reynolds","Telford","Vetter","Lehmann","Osborne"],"authorFullName":["Ripley, B.","Simpson, K.","Raubenheimer, S.","Singini, E.","Jones, E.","Burgess, T.","Carkeek, R.","Cramer, M.","Dixon, R.","Field, K.","Hawkins, H.","Nell, R.","Ngqiyaza, N.","Pallett, N.","Reynolds, L.","Telford, E.","Vetter, S.","Lehmann, C.","Osborne, C."],"authorGivenName":["Brad","Kimberley","Sarah","Edith","Emma","Tebadi","Richard","Michael","Russell","Katie","Heidi","Rhys","Nozuko","Nita","Liam","Elizabeth","Susanne","Caroline","Colin"],"authorOrcid":["https://orcid.org/0000-0002-4546-2618","https://orcid.org/0000-0001-6673-227X","https://orcid.org/0000-0001-7219-4631","https://orcid.org/0000-0002-6077-6623","https://orcid.org/0000-0003-0989-3266","https://orcid.org/0000-0002-5196-2360","https://orcid.org/0000-0001-9334-0669","https://orcid.org/0000-0001-6894-4137","https://orcid.org/0000-0002-1511-1083","https://orcid.org/0000-0002-2063-5615","https://orcid.org/0000-0002-6825-124X","https://orcid.org/0000-0002-7423-3718"],"authorRor":["https://ror.org/016sewp10","https://ror.org/05krs5044","https://ror.org/00jmfr291","https://ror.org/03p74gp79","https://ror.org/0349vqz63"],"availability":"Embargoed","catalogue":"eidc","dataFormat":["Comma-separated values (CSV)"],"description":"This dataset provides physiological, morphological, and functional trait measurements for twelve African savanna tree species belonging to the Vachellia and Senegalia genera (Fabaceae family). The data encompasses six species classified as encroaching (increasing in density in African savannas) and six non-encroaching species, facilitating comparative analysis of traits facilitating encroachment ability. The variables capture sapling responses to a factorial combination of environmental conditions, specifically atmospheric carbon dioxide concentration, water availability, and interspecific grass competition.\n\nThe dataset details plant performance under elevated CO2 versus ambient CO2 and contrasts well-watered and water-limited conditions. Furthermore, the data includes comparative metrics for trees grown with and without competition from the grass species Themeda triandra. All measurements were derived from saplings grown for 11 months in large pots containing local savanna soil within open-top chambers (Rhodes University Elevated CO2 Facility, Makhanda, South Africa), culminating in physiological assessments and destructive harvesting for morphological analysis.\n\nThe work was supported by the Natural Environment Research Council (Grant NE/T000759/1).","documentType":"GEMINI_DOCUMENT","familyName":["Ripley","Simpson","Raubenheimer","Singini","Jones","Burgess","Carkeek","Cramer","Dixon","Field","Hawkins","Nell","Ngqiyaza","Pallett","Reynolds","Telford","Vetter","Lehmann","Osborne"],"fullName":["Kimberley Simpson","Ripley, B.","Simpson, K.","Raubenheimer, S.","Singini, E.","Jones, E.","Burgess, T.","Carkeek, R.","Cramer, M.","Dixon, R.","Field, K.","Hawkins, H.","Nell, R.","Ngqiyaza, N.","Pallett, N.","Reynolds, L.","Telford, E.","Vetter, S.","Lehmann, C.","Osborne, C."],"funder":["Natural Environment Research Council"],"givenName":["Brad","Kimberley","Sarah","Edith","Emma","Tebadi","Richard","Michael","Russell","Katie","Heidi","Rhys","Nozuko","Nita","Liam","Elizabeth","Susanne","Caroline","Colin"],"grant":["NE/T000759/1"],"identifier":"f7b8e72f-9bbe-4a03-8140-fada73e95b8c","incomingCitationCount":0,"keyword":["Climate and climate change","Savanna encroachment","Woody thickening","Elevated CO2","Functional traits","Drought","Tree-grass competition"],"keywordsOther":["Savanna encroachment","Woody thickening","Elevated CO2","Functional traits","Drought","Tree-grass competition"],"keywordsTheme":["Climate and climate change"],"licence":"Non-Open government licence","lineage":"Data Generation Process\n\nThe data were generated through a controlled split-plot experiment conducted at the Rhodes University Elevated CO2 Facility (RUECF) in Makhanda, South Africa.\n\nExperimental Setup and Environmental Monitoring \nData generation began with the establishment of pots in sixteen open-top chambers (OTCs) designed to impose specific environmental treatments. These treatments included manipulated atmospheric CO2 concentrations (ambient vs. elevated to ~550 ppm), water availability (automated daily irrigation vs. ambient rainfall), and interspecific competition (pots containing established Themeda triandra grass swards vs. bare soil). \n\nCultivation of Biological Material\nThe biological data component originated from twelve indigenous legume species (Vachellia and Senegalia spp.) selected based on their encroachment status. Seeds were heat-shocked to break dormancy, germinated and transplanted into the experimental OTCs. These saplings were grown under the assigned factorial treatment conditions for a period of 11 months (December 2021 - November 2022).\n\nData Acquisition\nFinal data collection was performed in two stages. In the month preceding harvest, physiological trait data were captured in situ. Subsequently, the experiment concluded with the destructive harvesting of all individuals. Morphological and functional trait data were then generated through the physical measurement and analysis of the harvested biomass.","locations":["POLYGON((-18.281 -36.315, -18.281 22.594, 52.385 22.594, 52.385 -36.315, -18.281 -36.315))"],"metadataDate":"2026-06-27T19:46:35.000Z","orcid":["https://orcid.org/0000-0002-4546-2618","https://orcid.org/0000-0001-6673-227X","https://orcid.org/0000-0001-7219-4631","https://orcid.org/0000-0002-6077-6623","https://orcid.org/0000-0003-0989-3266","https://orcid.org/0000-0002-5196-2360","https://orcid.org/0000-0001-9334-0669","https://orcid.org/0000-0001-6894-4137","https://orcid.org/0000-0002-1511-1083","https://orcid.org/0000-0002-2063-5615","https://orcid.org/0000-0002-6825-124X","https://orcid.org/0000-0002-7423-3718"],"organisation":["University of Sheffield","Rhodes University","University of Michigan","University of Cape Town","Royal Botanic Garden Edinburgh","University of Edinburgh","NERC EDS Environmental Information Data Centre"],"publicationDate":"2026-02-04T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/f7b8e72f-9bbe-4a03-8140-fada73e95b8c","10.5285/f7b8e72f-9bbe-4a03-8140-fada73e95b8c","doi:10.5285/f7b8e72f-9bbe-4a03-8140-fada73e95b8c"],"resourceType":"Dataset","rightsHolder":["University of Sheffield","Rhodes University","University of Edinburgh"],"ror":["https://ror.org/016sewp10","https://ror.org/05krs5044","https://ror.org/00jmfr291","https://ror.org/03p74gp79","https://ror.org/0349vqz63","https://ror.org/04xw4m193"],"shortenedDescription":"This dataset provides physiological, morphological, and functional trait measurements for twelve African savanna tree species belonging to the Vachellia and Senegalia genera (Fabaceae family). The data encompasses six species classified as encroaching (increasing in…","state":"published","title":"Physiological, morphological and functional traits of encroaching and non-encroaching savanna trees under contrasting CO2 concentrations, water stress, and grass competition, South Africa, 2022","topic":["0/Climate and climate change/"],"version":1.0,"view":["public","katwri"]},{"authorAffiliation":["University of Edinburgh","The James Hutton Institute ","The James Hutton Institute"],"authorFamilyName":["Street","Mitchell","Cameron"],"authorFullName":["Street, L.E.","Mitchell, R.J.","Cameron, C.M."],"authorGivenName":["L.E.","R.J.","C.M."],"authorOrcid":["https://orcid.org/0000-0001-9570-7479","https://orcid.org/0000-0001-8151-2769","https://orcid.org/0000-0002-4475-7318"],"authorRor":["https://ror.org/01nrxwf90","https://ror.org/03rzp5127"],"availability":"Available","catalogue":"eidc","dataFormat":["Comma-separated values (CSV)"],"description":"This dataset contains 13C and 15N data for organic soil profiles (organic horizons to top of E horizon) at two of the MOORCO experimental tree planting sites in North East Scotland (Glensaugh and Ballogie). Data also includes total soil carbon and nitrogen stocks and bulk density.","documentType":"GEMINI_DOCUMENT","familyName":["Street","Mitchell","Cameron"],"fullName":["Street, L.E.","Mitchell, R.J.","Cameron, C.M."],"funder":["Natural Environment Research Council"],"givenName":["L.E.","R.J.","C.M."],"grant":["NE/N015460/1"],"identifier":"00acbdb2-1eba-4016-9e50-e3126933a541","incomingCitationCount":0,"keyword":["Soil","carbon","nitrogen","upland","MOORCO","stable isotopes","13C","15N"],"keywordsOther":["carbon","nitrogen","upland","MOORCO","stable isotopes","13C","15N"],"keywordsTheme":["Soil"],"licence":"Open government licence","lineage":"Data are obtained from sieved and dried soil cores, which were then homogenised and analysed for %C, %N (via elemental analysis), d13C and d15N content (via IRMS). \n\nQC on all variables involved checking max and minimum values to ensure these are within the range of ecologically realistic values, and plotting histograms of data to identify obvious outliers. No outliers or unrealistic values were identified so all data are included.\n","locations":["POLYGON((-2.743 56.91, -2.743 57.027, -2.534 57.027, -2.534 56.91, -2.743 56.91))"],"metadataDate":"2026-06-29T18:24:54.000Z","orcid":["https://orcid.org/0000-0001-9570-7479","https://orcid.org/0000-0001-8151-2769","https://orcid.org/0000-0002-4475-7318"],"organisation":["University of Edinburgh","The James Hutton Institute ","The James Hutton Institute","NERC EDS Environmental Information Data Centre"],"publicationDate":"2024-08-22T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/00acbdb2-1eba-4016-9e50-e3126933a541","10.5285/00acbdb2-1eba-4016-9e50-e3126933a541","doi:10.5285/00acbdb2-1eba-4016-9e50-e3126933a541"],"resourceType":"Dataset","rightsHolder":["University of Edinburgh","The James Hutton Institute"],"ror":["https://ror.org/01nrxwf90","https://ror.org/03rzp5127","https://ror.org/04xw4m193"],"shortenedDescription":"This dataset contains 13C and 15N data for organic soil profiles (organic horizons to top of E horizon) at two of the MOORCO experimental tree planting sites in North East Scotland (Glensaugh and Ballogie). Data also includes total soil carbon and nitrogen stocks and…","state":"published","title":"Carbon and nitrogen stable isotopes in soil profiles from experimental tree-planting plots at two sites in Northeast Scotland (Glensaugh and Ballogie), November 2021, from the Moorland Colonisation Experiment (MOORCO)","topic":["0/Soil/"],"version":1.0,"view":["public","clwe"]},{"authorAffiliation":["University of Edinburgh","Centre for Ecology & Hydrology"],"authorFamilyName":["Davies","Skiba"],"authorFullName":["Davies, C.A.","Skiba, U."],"authorGivenName":["C.A.","U."],"authorOrcid":["https://orcid.org/0000-0001-8659-6092"],"authorRor":["https://ror.org/01nrxwf90","https://ror.org/00pggkr55"],"availability":"Available","catalogue":"eidc","dataFormat":["Comma-separated values (CSV)"],"description":"The dataset comprises nitrous oxide (N2O) flux data, collected from static chambers as part of a study to determine how land management affected nitrogen cycling by nitrifiers and denitrifiers in an upland agricultural grassland soil and to determine the effects of changing environmental conditions on nitric and nitrous oxide production and emission as a result of land management.  \nData were collected during a project funded under the NERC Soil Biodiversity Programme, established in 1999 and centred upon the intensive study of a large field experiment located at the Macaulay Land Use Research Institute (now the James Hutton Institute) farm at Sourhope in the Scottish Borders (Grid reference: NT8545019630). During the experiment, the site was monitored to assess changes in above-ground biomass production (productivity), species composition and relative abundance (diversity).","documentType":"GEMINI_DOCUMENT","familyName":["Sier","Davies","Skiba"],"fullName":["Sier, A.","Davies, C.A.","Skiba, U."],"funder":["Natural Environment Research Council"],"givenName":["Andy","C.A.","U."],"identifier":"46b23af7-0f63-4416-ad71-c08ee028c3b2","incomingCitationCount":0,"keyword":["Gas chromatograph","GC","Gas flux chamber ","Sourhope ","Scottish borders","Gas fluxes","Nitrous oxide"],"keywordsInstrument":["Gas chromatograph","GC","Gas flux chamber "],"keywordsPlace":["Sourhope ","Scottish borders"],"keywordsTheme":["Gas fluxes","Nitrous oxide"],"licence":"Open government licence","lineage":"Data were collected as part of the NERC Soil Biodiversity Thematic Programme, which was established in 1999 and was centred upon the intensive study of a large field experiment located at the Macaulay Land Use Research Institute (MLURI) (now the James Hutton Institute) farm at Sourhope in the Scottish Borders (Grid reference: NT 8545 1963). Gas samples were collected by students and staff at the experimental site before being processed according to standard protocols, with the data then being transferred to the programme data manager at the Centre for Ecology & Hydrology.","locations":["POLYGON((-2.242 55.469, -2.242 55.48, -2.221 55.48, -2.221 55.469, -2.242 55.469))"],"metadataDate":"2026-06-29T16:54:38.000Z","orcid":["https://orcid.org/0000-0001-8659-6092"],"organisation":["UK Centre for Ecology & Hydrology","University of Edinburgh","Centre for Ecology & Hydrology","NERC EDS Environmental Information Data Centre","NERC Environmental Information Data Centre"],"publicationDate":"2018-03-13T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/46b23af7-0f63-4416-ad71-c08ee028c3b2","10.5285/46b23af7-0f63-4416-ad71-c08ee028c3b2","doi:10.5285/46b23af7-0f63-4416-ad71-c08ee028c3b2"],"resourceType":"Dataset","rightsHolder":["University of Edinburgh"],"ror":["https://ror.org/00pggkr55","https://ror.org/01nrxwf90","https://ror.org/04xw4m193"],"shortenedDescription":"The dataset comprises nitrous oxide (N2O) flux data, collected from static chambers as part of a study to determine how land management affected nitrogen cycling by nitrifiers and denitrifiers in an upland agricultural grassland soil and to determine the effects of…","state":"published","supplementalDescription":["Usher, M.B., Sier, A.R., Hornung, M. and Millard, P., 2006. Understanding biological diversity in soil: the UK's Soil Biodiversity Research Programme. Applied Soil Ecology, 33(2), pp.101-113.","\n"],"supplementalName":["Soil Biodiversity website"],"title":"Static chamber measurements of nitrous oxide flux from Sourhope field experiment site, Scotland, 2000-2001 [NERC Soil Biodiversity Programme]","version":1.0,"view":["public","clamw"]},{"authorAffiliation":["Charles University","University of St Andrews","Instituto de Investigaciones de la Amazonía Peruana","University of Edinburgh","University of Leeds","Servicio Nacional Forestal y de Fauna Silvestre","University of Liverpool","Center for International Forestry Research (CIFOR)","Karlsruhe Institute for Technology","Sam Houston State University Natural History Museum","Unaffiliated","University of Leicester","San Diego Zoo"],"authorFamilyName":["Hastie","Honorio Coronado","Reyna Huaymacari","Mitchard","Åkesson","Baker","Cole","Cordova Oroche","Dargie","Dávila","De Grandi","del Aguila-Pasquel","Del Castillo Torres","De la Cruz Paiva","Draper","Flores","Grandez Ríos","Hergoualc’h","Householder","Janovec","Lähteenoja","Reyna","Rodríguez-Veiga","Roucoux","Tobler","Wheeler","Williams","Lawson"],"authorFullName":["Hastie, A.","Honorio Coronado, E.H.","Reyna Huaymacari, J.","Mitchard, E.T.","Åkesson, C.","Baker, T.R.","Cole, L.E.S.","Cordova Oroche, C.J.","Dargie, G.C.","Dávila, N.","De Grandi, E.C.","del Aguila-Pasquel, J.","Del Castillo Torres, D.","De la Cruz Paiva, R.","Draper, F.C.","Flores, G.","Grandez Ríos, J.","Hergoualc’h, K.","Householder, J.E.","Janovec, J.P.","Lähteenoja, O.","Reyna, D.","Rodríguez-Veiga, P.","Roucoux, K.H.","Tobler, M.","Wheeler, C.E.","Williams, M.","Lawson, I.T."],"authorGivenName":["A.","E.H.","J.","E.T.","C.","T.R.","L.E.S.","C.J.","G.C.","N.","E.C.","D.","R.","F.C.","G.","K.","J.E.","J.P.","O.","P.","K.H.","M.","C.E.","I.T."],"authorOrcid":["https://orcid.org/0000-0003-2098-3510","https://orcid.org/0000-0002-3251-1679","https://orcid.org/0000-0002-0692-3186","https://orcid.org/0000-0002-3547-2425"],"authorRor":["https://ror.org/024d6js02","https://ror.org/02wn5qz54","https://ror.org/010ywy128","https://ror.org/01nrxwf90","https://ror.org/024mrxd33","https://ror.org/04xs57h96","https://ror.org/01jbzz330","https://ror.org/04t3en479","https://ror.org/00yh3cz06","https://ror.org/04h699437"],"availability":"Available","catalogue":"eidc","dataFormat":["TIFF"],"description":"Spatial datasets of predicted land cover, peatland extent, peat thickness and peatland carbon storage for the Lowland Peruvian Amazon. ","documentType":"GEMINI_DOCUMENT","familyName":["Hastie","Honorio Coronado","Reyna Huaymacari","Mitchard","Åkesson","Baker","Cole","Cordova Oroche","Dargie","Dávila","De Grandi","del Aguila-Pasquel","Del Castillo Torres","De la Cruz Paiva","Draper","Flores","Grandez Ríos","Hergoualc’h","Householder","Janovec","Lähteenoja","Reyna","Rodríguez-Veiga","Roucoux","Tobler","Wheeler","Williams","Lawson"],"fullName":["Hastie, A.","Honorio Coronado, E.H.","Reyna Huaymacari, J.","Mitchard, E.T.","Åkesson, C.","Baker, T.R.","Cole, L.E.S.","Cordova Oroche, C.J.","Dargie, G.C.","Dávila, N.","De Grandi, E.C.","del Aguila-Pasquel, J.","Del Castillo Torres, D.","De la Cruz Paiva, R.","Draper, F.C.","Flores, G.","Grandez Ríos, J.","Hergoualc’h, K.","Householder, J.E.","Janovec, J.P.","Lähteenoja, O.","Reyna, D.","Rodríguez-Veiga, P.","Roucoux, K.H.","Tobler, M.","Wheeler, C.E.","Williams, M.","Lawson, I.T."],"givenName":["A.","E.H.","J.","E.T.","C.","T.R.","L.E.S.","C.J.","G.C.","N.","E.C.","D.","R.","F.C.","G.","K.","J.E.","J.P.","O.","P.","K.H.","M.","C.E.","I.T."],"identifier":"db3de2d7-b094-4d15-a40b-edb618ede889","incomingCitationCount":0,"keyword":["peat","Peru","mapping","Random Forest","Regression","remote sensing","carbon"],"keywordsOther":["peat","Peru","mapping","Random Forest","Regression","remote sensing","carbon"],"licence":"Open government licence","lineage":"A total of 1,128 ground reference points of vegetation type, peat presence/absence and (where applicable) peat thickness from the lowland Peruvian Amazon (LPA) were used to train (50% of the data) and validate (the remaining 50% of the data) predictive models of land cover, peatland extent, peat thickness and (in conjunction with laboratory measurements on peat samples) peat carbon storage. Input data to the model included a stack of seven remote-sensing layers, including two Sentinel-2 indices, three ALOS PALSAR-2 bands, SRTM digital elevation data, and a previous land-cover map. ","locations":["POLYGON((-77.78 -13.65, -77.78 -0.04, -68.65 -0.04, -68.65 -13.65, -77.78 -13.65))"],"metadataDate":"2026-06-29T16:52:05.000Z","orcid":["https://orcid.org/0000-0003-2098-3510","https://orcid.org/0000-0002-3251-1679","https://orcid.org/0000-0002-0692-3186","https://orcid.org/0000-0002-3547-2425"],"organisation":["Charles University","University of St Andrews","Instituto de Investigaciones de la Amazonía Peruana","University of Edinburgh","University of Leeds","Servicio Nacional Forestal y de Fauna Silvestre","University of Liverpool","Center for International Forestry Research (CIFOR)","Karlsruhe Institute for Technology","Sam Houston State University Natural History Museum","Unaffiliated","University of Leicester","San Diego Zoo","NERC EDS Environmental Information Data Centre","University of St Andrews "],"publicationDate":"2024-01-11T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/db3de2d7-b094-4d15-a40b-edb618ede889","10.5285/db3de2d7-b094-4d15-a40b-edb618ede889","doi:10.5285/db3de2d7-b094-4d15-a40b-edb618ede889"],"resourceType":"Dataset","rightsHolder":["University of St Andrews ","University of Edinburgh"],"ror":["https://ror.org/024d6js02","https://ror.org/02wn5qz54","https://ror.org/010ywy128","https://ror.org/01nrxwf90","https://ror.org/024mrxd33","https://ror.org/04xs57h96","https://ror.org/01jbzz330","https://ror.org/04t3en479","https://ror.org/00yh3cz06","https://ror.org/04h699437","https://ror.org/04xw4m193"],"shortenedDescription":"Spatial datasets of predicted land cover, peatland extent, peat thickness and peatland carbon storage for the Lowland Peruvian Amazon. ","state":"published","title":"Peatland distribution maps for lowland Peruvian Amazonia, 2022","version":1.0,"view":["public","margla"]},{"authorAffiliation":["SRUC/The Roslin Institute","R(D)SVS/The Roslin Institute","SRUC","The Roslin Institute"],"authorFamilyName":["Pollock","Corbishley","Hutchings","Gally"],"authorFullName":["Pollock, J.","Corbishley, A.","Hutchings, M.R.","Gally, D.L."],"authorGivenName":["J.","A.","M.R.","D.L."],"authorOrcid":["https://orcid.org/0000-0002-2260-592X"],"authorRor":["https://ror.org/01920rj20"],"availability":"Available","catalogue":"eidc","dataFormat":["Comma-separated values (CSV)"],"description":"The data presented are quantitative polymerase chain reaction (qPCR) read outs from antimicrobial resistance gene (AMRG) assays and associated metadata from this project.  In this dataset, the mean gene copy numbers per microlitre of DNA extract are shown.\n\nThe data were collected from faecal and environmental samples which were obtained from a single British commercial pig unit.  The former were collected from the sow housing barn, pig growing houses and slurry tanks within the farm unit and the latter were obtained through random stratified sampling of the farm and the surrounding land.  These samples were taken from what will be referred to as the 'main study'.  A further study was carried out to obtain samples after a partial depopulation which took place on this farm.  Faecal samples were obtained from the sow housing barn, pig growing houses and slurry tanks and will be referred to as the 'depopulation (depop) study'.\n\nFor the main study, the samples were collected between October 19th 2016 and April 5th 2017.  For the depop study, the samples were collected between 19th June 2017 and 13th November 2017.  The data associated with all samples were generated between August 1st 2017 and May 1st 2018.","documentType":"GEMINI_DOCUMENT","familyName":["Pollock","Corbishley","Hutchings","Gally"],"fullName":["Pollock, J.","Corbishley, A.","Hutchings, M.R.","Gally, D.L."],"funder":["Natural Environment Research Council"],"givenName":["Jolinda","J.","A.","M.R.","D.L."],"identifier":"e548dc5d-49e3-467d-9435-c199da40e7be","incomingCitationCount":0,"keyword":["Agriculture","resistance (biological)","livestock farming"],"keywordsOther":["resistance (biological)","livestock farming"],"keywordsTheme":["Agriculture"],"licence":"Open government licence","lineage":"Faecal and soil samples were collected from the study farm weekly using spooned universal tubes and were stored at -20 deg C, batch transported on dry ice to the laboratory where they were stored at -80 deg C until DNA extraction was carried out.  DNA extracts were quantified and assessed using a NanoDrop spectrophotometer and split into aliquots for storage.  DNA extracts were then screened in triplicate by qPCR and the number of gene copies assessed through the use of a standard curve generated by the inclusion of standards with known copy numbers of each target gene.  Non-template controls were also included to ensure that non-specific binding or contamination were not occurring.  The qPCR machine software (i.e. MxPro) was then used to calculate the number of gene copies in each of the collected samples and the mean was calculated using the three replicates.  These values are included in the data set provided.","locations":["POLYGON((-6.628 52.239, -6.628 56.4, 1.592 56.4, 1.592 52.239, -6.628 52.239))"],"metadataDate":"2026-06-29T17:23:40.000Z","orcid":["https://orcid.org/0000-0002-2260-592X"],"organisation":["The Roslin Institute","SRUC/The Roslin Institute","R(D)SVS/The Roslin Institute","SRUC","NERC Environmental Information Data Centre","NERC EDS Environmental Information Data Centre","University of Edinburgh"],"publicationDate":"2018-08-10T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/e548dc5d-49e3-467d-9435-c199da40e7be","10.5285/e548dc5d-49e3-467d-9435-c199da40e7be","doi:10.5285/e548dc5d-49e3-467d-9435-c199da40e7be"],"resourceType":"Dataset","rightsHolder":["University of Edinburgh"],"ror":["https://ror.org/01920rj20","https://ror.org/04xw4m193","https://ror.org/01nrxwf90"],"shortenedDescription":"The data presented are quantitative polymerase chain reaction (qPCR) read outs from antimicrobial resistance gene (AMRG) assays and associated metadata from this project.  In this dataset, the mean gene copy numbers per microlitre of DNA extract are shown.\n\nThe data…","state":"published","title":"Quantification of selected antimicrobial resistance genes in pig faeces on a British commercial pig farm during a typical production cycle","topic":["0/Agriculture/"],"version":1.0,"view":["kath","public","dgwr"]},{"authorAffiliation":["University of Edinburgh"],"authorFamilyName":["Twyford","Becher"],"authorFullName":["Twyford, A.D.","Becher, H."],"authorGivenName":["A.D.","H."],"authorOrcid":["https://orcid.org/0000-0002-8746-6617","https://orcid.org/0000-0003-3700-2942"],"availability":"Available","catalogue":"eidc","dataFormat":["Comma-separated values (CSV)"],"description":"This dataset includes information on native eyebright plants (Euphrasia, Orobanchaceae) studied and measured at a range of sites across Britain and Ireland, with a special sampling focus on Fair Isle (Shetland, Scotland). \nAttributes measured are location information (Euphrasia species, coordinates and population description), individual plant trait data (including measures of floral and vegetative traits) and genome sizes. \n","documentType":"GEMINI_DOCUMENT","familyName":["Twyford","Becher"],"fullName":["Twyford, A.D.","Becher, H."],"funder":["Natural Environment Research Council"],"givenName":["A.D.","H."],"grant":["NE/R010609/1"],"identifier":"0a77d3b5-03ce-4a14-ab2d-acc4aa7bd0ef","incomingCitationCount":0,"keyword":["Euphrasia","species differences","Fair Isle","genome size","plant"],"keywordsOther":["Euphrasia","species differences","Fair Isle","genome size","plant"],"licence":"Open government licence","lineage":"Population location information was recorded on site and retained in a local database. Trait data was recorded both in the field and in a common garden experiment using wild collected seeds planted under standardised condition in the nursery at the Royal Botanic Garden Edinburgh (RBGE). Traits were measured in the field at a single defined sampling date and in the common garden on the date of first flowering and at the end of the flowering season. Genome size estimates were made from wild collected tissue samples sent to RBGKew, where genome sizes were estimated with flow cytometry using propidium iodide (PI)-stained nuclei and with the internal standard Oryza sativa ‘IR36’, and stored in a local database. ","locations":["POLYGON((-8.648 49.864, -8.648 60.861, 1.768 60.861, 1.768 49.864, -8.648 49.864))"],"metadataDate":"2026-06-29T16:51:10.000Z","orcid":["https://orcid.org/0000-0002-8746-6617","https://orcid.org/0000-0003-3700-2942"],"organisation":["University of Edinburgh","NERC EDS Environmental Information Data Centre"],"publicationDate":"2022-11-09T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/0a77d3b5-03ce-4a14-ab2d-acc4aa7bd0ef","10.5285/0a77d3b5-03ce-4a14-ab2d-acc4aa7bd0ef","doi:10.5285/0a77d3b5-03ce-4a14-ab2d-acc4aa7bd0ef"],"resourceType":"Dataset","rightsHolder":["University of Edinburgh"],"ror":["https://ror.org/04xw4m193"],"shortenedDescription":"This dataset includes information on native eyebright plants (Euphrasia, Orobanchaceae) studied and measured at a range of sites across Britain and Ireland, with a special sampling focus on Fair Isle (Shetland, Scotland). \nAttributes measured are location information…","state":"published","title":"Genome size, phenotype and population location data for British native eyebrights (Euphrasia) ","version":1.0,"view":["public","glenn"]},{"altTitle":["Abrupt Changes in Ecosystem Services and Wellbeing in Mozambican Woodlands (ACES) project","Ecosystem Services for Poverty Alleviation (ESPA) programme"],"authorAffiliation":["Icatalist, S.L.","IUCN Mozambique","University of Diffa","International Institute for Environment and Development (IIED)","Unaffiliated","University of Edinburgh"],"authorFamilyName":["Zorrilla-Miras","Matediane","Mahamane","Nhantumbo","Varela","Metzger","Patenaude"],"authorFullName":["Zorrilla-Miras, P.","Matediane, J.","Mahamane, M.","Nhantumbo, I.","Varela, R.","Metzger, M.J.","Patenaude, G."],"authorGivenName":["Pedro","J.","M.","I.","R.","M.J.","G."],"authorOrcid":["https://orcid.org/0000-0002-5019-1015","https://orcid.org/0000-0002-5119-5894","https://orcid.org/0000-0001-7552-7470"],"authorRor":["https://ror.org/02srvn192","https://ror.org/01nrxwf90"],"availability":"Available","catalogue":"eidc","dataFormat":["Rich text format"],"description":"Data comprise causal diagrams which show links between aspects that influence the well-being of rural inhabitants (e.g. good quality of food, good family relationships, education, etc) with ecosystem services (e.g. food from trees, wood sticks for construction, firewood, wood for charcoal production, etc.) and their causes (e.g. change in land use) in rural Mozambique.\n\nInformation was gathered at 20 workshops held in Maputo, Xai Xai, Lichinga, Quelimane, and at village level in the districts of Mabalane, Marrupa and Gurue in 2014 and 2015. The objective of the workshops was to examine aspects that influence well-being and their causes in the miombo woodland area of rural Mozambique. One of the objectives of the project was to construct Bayesian belief networks (BBNs) to model future land use change scenarios in rural Mozambique using a participatory approach, to evaluate the consequences of deforestation in the well-being of the rural population.\n \nThe data were collected as part of the Abrupt Changes in Ecosystem Services and Wellbeing in Mozambican Woodlands (ACES) project and were funded by the Ecosystem Services for Poverty Alleviation (ESPA) programme, funded by NERC, the Economic & Social Research Council (ESRC) and the Department for International Development (DfID), the three are government organizations from UK. The project was led by the University of Edinburgh, with the collaboration of the Universidad Mondlane, the IIED, and other organizations. ","documentType":"GEMINI_DOCUMENT","familyName":["Zorrilla-Miras","Matediane","Mahamane","Nhantumbo","Varela","Metzger","Patenaude"],"fullName":["Zorrilla-Miras, P.","Matediane, J.","Mahamane, M.","Nhantumbo, I.","Varela, R.","Metzger, M.J.","Patenaude, G."],"funder":["Natural Environment Research Council"],"givenName":["Pedro","J.","M.","I.","R.","M.J.","G."],"grant":["NE/K010395/1"],"identifier":"14622c4b-8bd4-4624-8ea6-35da7da211cd","incomingCitationCount":0,"keyword":["Mozambique","miombo woodland","ACES","ESPA programme","Ecosystem services"],"keywordsPlace":["Mozambique","miombo woodland"],"keywordsProject":["ACES","ESPA programme"],"keywordsTheme":["Ecosystem services"],"licence":"Open government licence","lineage":"The data were collected during the development of 20 workshops. Four of them were in cities, and the rest in rural villages. The first type of workshops were divided in two parts, one devoted to Bayesian belief networks (BBN) and the second to scenario construction. \n\nThe data was collected in different ways and formats: 1) one to three persons took notes during the workshops; 2) we recorded most of the discussions after obtaining the acceptance from the participants for doing so; 3) we took pictures of the materials generated, with the necessary quality to read and interpret the content. \n\nTwo persons were in charge of writing down the results from the workshops in the presented documents: one of them wrote a first version, which was then reviewed by a second person. Both persons had been present during the workshops. Both of them did a final review of the documents, and then were approved as official results from the project. ","locations":["POLYGON((30.21 -26.92, 30.21 -10.33, 41.05 -10.33, 41.05 -26.92, 30.21 -26.92))"],"metadataDate":"2026-06-29T16:25:49.000Z","orcid":["https://orcid.org/0000-0002-5019-1015","https://orcid.org/0000-0002-5119-5894","https://orcid.org/0000-0001-7552-7470"],"organisation":["Icatalist, S.L.","IUCN Mozambique","University of Diffa","International Institute for Environment and Development (IIED)","Unaffiliated","University of Edinburgh","NERC EDS Environmental Information Data Centre","NERC Environmental Information Data Centre"],"publicationDate":"2018-11-06T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/14622c4b-8bd4-4624-8ea6-35da7da211cd","10.5285/14622c4b-8bd4-4624-8ea6-35da7da211cd","doi:10.5285/14622c4b-8bd4-4624-8ea6-35da7da211cd"],"resourceType":"Dataset","rightsHolder":["University of Edinburgh"],"ror":["https://ror.org/02srvn192","https://ror.org/01nrxwf90","https://ror.org/04xw4m193"],"shortenedDescription":"Data comprise causal diagrams which show links between aspects that influence the well-being of rural inhabitants (e.g. good quality of food, good family relationships, education, etc) with ecosystem services (e.g. food from trees, wood sticks for construction, firewood,…","state":"published","supplementalDescription":["Understanding Land Use, Land Cover and Woodland-Based Ecosystem Services Change, Mabalane, Mozambique. 2017 Mansour Mahamane, Pedro Zorrilla-Miras, Peter Verweij, Casey Ryan, Genevieve Patenaude, Isla Grundy, Isilda Nhantumbo, Marc Metzger, Natasha Ribeiro, Sophia Baumert, Frank Vollmer. Energy and Environment Research; Vol. 7, No. 1, doi:10.5539/eer.v7n1p1 ","Environmental Conservation and Social Benefits of Charcoal Production in Mozambique. 2017. Pedro Zorrilla-Miras, Mansour Mahamane, Marc J. Metzger, Sophia Baumert, Frank Vollmer, Ana Catarina Luz, Emily Woollen, Almeida A. Sitoe, Genevieve Patenaude, Isilda Nhantumbo, Casey M.Ryan, James Paterson, Maria Juliet Matediane, Natasha Sofian Ribeiro, Isla M.Grundy. Ecological Economics Volume 144, February 2018, Pages 100-111\n","Making the links between woodlands and wellbeing: a multi-stakeholder approach. Isilda Nhantumbo, Pedro Zorrilla Miras, Maria Julieta Matediane, Genevieve Patenaude, Marc Metzger, James Paterson, Luis Artur, Mansour Mahamane, Almeida Sitoe"],"supplementalName":["Ecosystems Services for Poverty Alleviation (ESPA) programme","ACES project: livelihoods and land use change in Mozambique Abrupt Changes in Ecosystem Services and Wellbeing in Mozambican Woodlands?"],"title":"Causal diagrams linking rural well-being with forest ecosystem services in Mozambique (2014 and 2015)","topic":["0/Ecosystem services/"],"version":1.0,"view":["public","jgar"]},{"altTitle":["Ecosystem Services for Poverty Alleviation (ESPA) programme"],"authorAffiliation":["Icatalist, S.L.","IUCN Mozambique","University of Diffa, Niger","International Institute for Environment and Development (IIED)","Unaffiliated","University of Edinburgh"],"authorFamilyName":["Zorrilla-Miras","Matediane","Mahamane","Nhantumbo","Varela","Metzger","Patenaude"],"authorFullName":["Zorrilla-Miras, P.","Matediane, J.","Mahamane, M.","Nhantumbo, I.","Varela, R.","Metzger, M.J.","Patenaude, G."],"authorGivenName":["Pedro","J.","M.","I.","R.","M.J.","G."],"authorOrcid":["https://orcid.org/0000-0002-5019-1015","https://orcid.org/0000-0002-5119-5894","https://orcid.org/0000-0001-7552-7470"],"authorRor":["https://ror.org/02srvn192","https://ror.org/01nrxwf90"],"availability":"Available","catalogue":"eidc","dataFormat":["Rich text format"],"description":"Data comprise scenarios of how land use can be in the future and how will it affect ecosystem services in rural Mozambique. The scenarios were constructed from information gathered at five workshops held in Maputo, Xai Xai, Quelimane and Lichinga in 2014 and 2015. The objective of the workshops was to examine aspects that influence well-being (e.g. ecosystem services) and their causes (e.g. change in land use) in the Miombo woodland area of rural Mozambique and identify actions that could contribute to poverty alleviation and biodiversity conservation. The final objective was to construct scenarios of how the land use can be in Mozambique in the future (2035). \n\nThe data were collected as part of the Abrupt Changes in Ecosystem Services and Wellbeing in Mozambican Woodlands (ACES) project and were funded by the Ecosystem Services for Poverty Alleviation (ESPA) programme, funded by NERC, the Economic & Social Research Council (ESRC) and the Department for International Development (DfID), the three are government organizations from UK. The project was led by the University of Edinburgh, with the collaboration of the Universidad Mondlane, the IIED, and other organizations. ","documentType":"GEMINI_DOCUMENT","familyName":["Zorrilla-Miras","Matediane","Mahamane","Nhantumbo","Varela","Metzger","Patenaude"],"fullName":["Zorrilla-Miras, P.","Matediane, J.","Mahamane, M.","Nhantumbo, I.","Varela, R.","Metzger, M.J.","Patenaude, G."],"funder":["Natural Environment Research Council"],"givenName":["Pedro","J.","M.","I.","R.","M.J.","G."],"grant":["NE/K010395/1"],"identifier":"97c65c35-1db5-49d5-8ee0-ae5c7b699634","incomingCitationCount":1,"keyword":["Mozambique","Xai Xai","Maputo","scenario","ACES","ESPA programme"],"keywordsPlace":["Mozambique","Xai Xai","Maputo"],"keywordsProject":["scenario","ACES","ESPA programme"],"licence":"Open government licence","lineage":"The data were collected during the development of 5 workshops. The workshops were divided in two parts, one devoted to Bayesian belief networks (BBN) and the second to scenario construction. \n\nThe data was collected in different ways and formats: 1) one to three persons took notes during the workshops; 2) we recorded most of the discussions after obtaining the acceptance from the participants for doing so; 3) we took pictures of the materials generated, with the necessary quality to read and interpret the content.\n\nTwo persons were in charge of writing down the results from the workshops in the presented documents: one of them wrote a first version, which was then reviewed by a second person. Both persons had been present during the workshops. Both of them did a final review of the documents, and then were approved as official results from the project. \n\n","locations":["POLYGON((30.21 -26.92, 30.21 -10.33, 41.05 -10.33, 41.05 -26.92, 30.21 -26.92))"],"metadataDate":"2026-06-27T19:54:13.000Z","orcid":["https://orcid.org/0000-0002-5019-1015","https://orcid.org/0000-0002-5119-5894","https://orcid.org/0000-0001-7552-7470"],"organisation":["Icatalist, S.L.","IUCN Mozambique","University of Diffa, Niger","International Institute for Environment and Development (IIED)","Unaffiliated","University of Edinburgh","NERC Environmental Information Data Centre","NERC EDS Environmental Information Data Centre"],"publicationDate":"2018-11-06T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/97c65c35-1db5-49d5-8ee0-ae5c7b699634","10.5285/97c65c35-1db5-49d5-8ee0-ae5c7b699634","doi:10.5285/97c65c35-1db5-49d5-8ee0-ae5c7b699634"],"resourceType":"Dataset","rightsHolder":["University of Edinburgh"],"ror":["https://ror.org/02srvn192","https://ror.org/01nrxwf90","https://ror.org/04xw4m193"],"shortenedDescription":"Data comprise scenarios of how land use can be in the future and how will it affect ecosystem services in rural Mozambique. The scenarios were constructed from information gathered at five workshops held in Maputo, Xai Xai, Quelimane and Lichinga in 2014 and 2015. The…","state":"published","supplementalDescription":["Making the links between woodlands and wellbeing: a multi-stakeholder approach. Isilda Nhantumbo, Pedro Zorrilla Miras, Maria Julieta Matediane, Genevieve Patenaude, Marc Metzger, James Paterson, Luis Artur, Mansour Mahamane, Almeida Sitoe"],"supplementalName":["ACES project: livelihoods and land use change in Mozambique. Abrupt Changes in Ecosystem Services and Wellbeing in Mozambican Woodlands?","ACES: LIVELIHOODS AND LAND USE CHANGE IN MOZAMBIQUE."],"title":"Scenarios of future land use change in Mozambique (2014 and 2015)","version":1.0,"view":["public","jgar"]},{"authorAffiliation":["University of Edinburgh"],"authorFamilyName":["Vale","Kutzer"],"authorFullName":["Vale, P.","Kutzer, M."],"authorGivenName":["P.","M."],"authorOrcid":["https://orcid.org/0000-0003-4558-9202","https://orcid.org/0000-0002-8696-6978"],"authorRor":["https://ror.org/01nrxwf90"],"availability":"Available","catalogue":"eidc","dataFormat":["Comma-separated values (CSV)"],"description":"The resource contains experimental data collected at the Institute of Ecology and Evolution, University of Edinburgh between Jan-Oct 2023. Sixty (60) lines from the Drosophila Genetic Reference Panel (DGRP) were exposed to an orally acquired infection of the bacterial pathogen Pseudomonas aeruginosa. Six to ten replicate flies for each line (60) and sex (2) were exposed. Total number of activity events were measured for each fly individually using Drosophila Activity Monitor (DAM), measured at 1 min resolution until death. Mortality was recorded as the last detected movement in DAM. Pathogen shedding was measured for each individual fly as the number of viable P. aeruginosa colony-forming units defecated by an infected fly for 24h following oral infection.","documentType":"GEMINI_DOCUMENT","familyName":["Vale","Kutzer"],"fullName":["Vale, P.","Kutzer, M."],"funder":["Natural Environment Research Council"],"givenName":["P.","M."],"grant":["NE/X009904/1"],"identifier":"65c7085a-7bcf-481a-884a-8e1c9cfc395b","incomingCitationCount":0,"keyword":["Animal behaviour","Drosophila","transmission","super-shedding","activity","heterogeneity","infection","pathogen","mortality","Pseudomonas aeruginosa"],"keywordsOther":["Drosophila","transmission","super-shedding","activity","heterogeneity","infection","pathogen","mortality","Pseudomonas aeruginosa"],"keywordsTheme":["Animal behaviour"],"licence":"Open government licence","lineage":"Sixty (60) lines from the DGRP were exposed to an orally acquired infection of the bacterial pathogen Pseudomonas aeruginosa. Six to ten replicate flies for each line (60) and sex (2) were exposed individually to infection overnight. Each treatment was replicated 5-10 times (707 samples in total). The experiment was split among 5 experimental blocks with a variable number of replicates tested in each, as described in the data file. \n\nFollowing infection (see above) pathogen shedding was measured by placing each individual fly inside a sterile Eppendorf and then quantifying the number of viable P. aeruginosa colony-forming units defecated each infected fly for 24h following oral infection. CFU (colony forming unit) plating was carried out on Pseudomonas sp. selective media (PIM) to select for P. aeruginosa CFUs only. \n\nEach fly was then transferred to Drosophila Activity Monitor (DAM) and the total number of activity events were measured for each fly individually measured at 1 min resolution until death (2500-~20,000 minutes). Data generated in the DAM included the total number of activity bouts recoded for each minute for the duration of the experiment (2500-~20,000 minutes). The values reported in the resource are the total number of activity bouts recoded per fly until death or until the end of the experiment. Mortality was recorded as the last detected movement in DAM.","metadataDate":"2026-06-29T16:59:16.000Z","orcid":["https://orcid.org/0000-0003-4558-9202","https://orcid.org/0000-0002-8696-6978"],"organisation":["University of Edinburgh","NERC EDS Environmental Information Data Centre"],"publicationDate":"2024-05-08T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/65c7085a-7bcf-481a-884a-8e1c9cfc395b","10.5285/65c7085a-7bcf-481a-884a-8e1c9cfc395b","doi:10.5285/65c7085a-7bcf-481a-884a-8e1c9cfc395b"],"resourceType":"Non-geographic dataset","rightsHolder":["University of Edinburgh"],"ror":["https://ror.org/01nrxwf90","https://ror.org/04xw4m193"],"shortenedDescription":"The resource contains experimental data collected at the Institute of Ecology and Evolution, University of Edinburgh between Jan-Oct 2023. Sixty (60) lines from the Drosophila Genetic Reference Panel (DGRP) were exposed to an orally acquired infection of the bacterial…","state":"published","title":"Drosophila activity, survival and pathogen shedding after oral infection with the bacterial pathogen Pseudomonas aeruginosa","topic":["0/Animal behaviour/"],"version":1.0,"view":["public","glenn"]},{"authorAffiliation":["University of Edinburgh","James Hutton Institute","Moredun Research Institute"],"authorFamilyName":["Nussey","Sweeny","Pakeman","McNeilly"],"authorFullName":["Nussey, D.H.","Sweeny, A.R.","Pakeman, R.","McNeilly, T."],"authorGivenName":["Daniel H.","A.R","Robin","Tom"],"authorRor":["https://ror.org/01nrxwf90"],"availability":"Available","catalogue":"eidc","dataFormat":["Comma-separated values (CSV)"],"description":"This is data collected as part of a four-year study of of wild Soay sheep. It includes data collected from individually monitored sheep including measures of gut bacteria community structure, parasites, immunology, morphology, health and fitness. We also collected data on local weather conditions and vegetation in the area the sheep live. The study took place in the Village Bay area of the island of Hirta in the St Kilda archipelago, off North-West Scotland. Data was collected between 2019 and 2022 inclusive. Data and samples from individual sheep was collected using well-established fieldwork methods that have been used on this population continuously since 1985 as part of a long-term study. Sheep are caught and uniquely marked for identification at birth and then closely monitored throughout the year. Many of the study area animals are caught and measured and blood and faecal samples are taken each summer. Additionally, as part of this project, around 200 animals were faecal sampled regularly across the year by following and collecting samples off the pasture without capture. We used well-established 16S meta-barcoding methods to measure the bacterial community structure from faecal samples, and used methods described in the supplementary info document to measure parasite burden and immune phenotypes in faecal and blood samples, respectively. This data will allow us to test how variation in the gut bacterial community is shaped by genetics and environment, and in turn influences health and fitness, in animals experiencing natural conditions. It was conducted by a collaborative team based at the Universities of Edinburgh, Liverpool, Sheffield and Aberystwyth, the Moredun Research Institute and the James Hutton Institute.","documentType":"GEMINI_DOCUMENT","familyName":["Nussey","Sweeny","Pakeman","McNeilly"],"fullName":["Daniel Nussey","Nussey, D.H.","Sweeny, A.R.","Pakeman, R.","McNeilly, T."],"funder":["Natural Environment Research Council"],"givenName":["Daniel H.","A.R","Robin","Tom"],"grant":["NE/R016801/1"],"identifier":"54f192dd-a9ca-4ecb-9540-a29a17669418","incomingCitationCount":0,"keyword":["Evolutionary ecology","animal ecology","bacteria","parasites","immunology","morphology","Soay sheep"],"keywordsOther":["animal ecology","bacteria","parasites","immunology","morphology","Soay sheep"],"keywordsTheme":["Evolutionary ecology"],"licence":"Open government licence","lineage":"Sheep life history and morphology data is logged in an application in the field and then fed directly into a bespoke database for internal processing. Faecal samples were initially prepared and frozen in the field and transported back to laboratories in Edinburgh. parasite counts are performed and DNA extracted from these samples via established methodologies which were then sent for meta-barcoding sequencing to measure the nematode parasite and bacterial community structure evident in the sample. Informatic pipelines were developed and applied prior to the data being placed on public genetic data repositories. Blood samples were prepared and frozen in the field and then assayed for immunological measures using established protocols at the Moredun Research Institute. Weather data was downloaded directly from weather stations and collated. Vegetation was initially collected onto spreadsheets prior to collation.","locations":["POLYGON((-8.585 57.8, -8.585 57.818, -8.541 57.818, -8.541 57.8, -8.585 57.8))"],"metadataDate":"2026-06-29T18:13:04.000Z","organisation":["University of Edinburgh","James Hutton Institute","Moredun Research Institute","NERC EDS Environmental Information Data Centre"],"publicationDate":"2026-05-21T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/54f192dd-a9ca-4ecb-9540-a29a17669418","10.5285/54f192dd-a9ca-4ecb-9540-a29a17669418","doi:10.5285/54f192dd-a9ca-4ecb-9540-a29a17669418"],"resourceType":"Dataset","rightsHolder":["University of Edinburgh"],"ror":["https://ror.org/01nrxwf90","https://ror.org/04xw4m193"],"shortenedDescription":"This is data collected as part of a four-year study of of wild Soay sheep. It includes data collected from individually monitored sheep including measures of gut bacteria community structure, parasites, immunology, morphology, health and fitness. We also collected data…","state":"published","title":"Gut bacterial community, parasite, immunology, morphology, health and fitness data from wild Soay sheep and associated local vegetation and weather data, St Kilda, Scotland, 2019-2022","topic":["0/Evolutionary ecology/"],"version":1.0,"view":["public","glenn"]},{"authorAffiliation":["University of Edinburgh","Maldives Resilient Reefs"],"authorFamilyName":["Arnull","Tudhope","Wilson","Ganeshram","Hashim","Ziyadh"],"authorFullName":["Arnull, J.","Tudhope, A.W.","Wilson, A.M.W.","Ganeshram, R.S.","Hashim, A.S.","Ziyadh, A.M."],"authorGivenName":["J","A.W.","A.M.W.","R.S.","A.S.","A.M."],"authorOrcid":["https://orcid.org/0009-0007-0389-9292","https://orcid.org/0000-0003-1819-3325","https://orcid.org/0000-0002-5150-1310","https://orcid.org/0000-0003-4735-6752"],"authorRor":["https://ror.org/01nrxwf90"],"availability":"Embargoed","catalogue":"eidc","dataFormat":["Comma-separated values (CSV)"],"description":"Sites were monitored for key water quality indicators, including: water quality parameters (temperature, pH, electrical conductivity, salinity, dissolved oxygen and turbidity), water samples collected for subsequent nutrient analysis (for dissolved inorganic nitrogen and phosphate), and where possible seagrass or algal samples were collected for isotopic composition. \n\nWater quality data was collected across a range of sites in Laamu atoll between 2022 and 2024 to develop a baseline understanding of water quality, to help characterise nutrient loading and identify potential sources of nutrient pollution. The sampling was conducted on varying spatial and temporal scales. This included a variety of island types (e.g., inhabited, uninhabited, agricultural, tourism islands, pristine patch reefs), and within individual islands. Sampling was conducted across a spectrum of uses-types of different sites (e.g., densely populated areas, versus heavy agricultural areas, vs rural areas etc) between different seasons (wet and dry seasons) on monthly, quarterly, bi-annual and annual time-windows. Repeat sampling was conducted on several sites several times a year and over 2 years to get a sense of change over time and within season.","documentType":"GEMINI_DOCUMENT","familyName":["Arnull","Tudhope","Wilson","Ganeshram","Hashim","Ziyadh"],"fullName":["Jessica Arnull","Arnull, J.","Tudhope, A.W.","Wilson, A.M.W.","Ganeshram, R.S.","Hashim, A.S.","Ziyadh, A.M."],"funder":["Natural Environment Research Council"],"givenName":["J","A.W.","A.M.W.","R.S.","A.S.","A.M."],"grant":["NE/S009019/1"],"identifier":"6099c9f4-e651-4086-8adb-7f99528cb1e3","incomingCitationCount":0,"keyword":["Pollution","Water quality","Environmental survey","Maldives","Indian Ocean","coastal pollution","isotope","water quality","baseline monitoring","groundwater pollution"],"keywordsOther":["Maldives","Indian Ocean","coastal pollution","isotope","water quality","baseline monitoring","groundwater pollution"],"keywordsTheme":["Pollution","Water quality","Environmental survey"],"licence":"Non-Open government licence","lineage":"Water quality data was generated using multi-parameter probes in-situ (either Hach or Aquaprobe) which were calibrated as per instructions prior to each use for each parameter.  Nutrient measurements were performed spectrophotometrically at either SAMS (Scottish Association for Marine Science in Oban, UK; or at the National Centre for Sustainable Coastal Management in Chennai, India), with samples stored and transported frozen.  \n\nElemental and isotopic compositions of seagrass and macroalgal samples were generated through stable isotope ratio mass spectrometer, performed at the University of Edinburgh, UK, with samples stored and transported frozen prior to analysis. \n\nManual checks have been performed on the data to look for any error in data entry or values reported outside the expected range. This data is heterogenous in nature. Any outliers were then investigated and corrected where appropriate","locations":["POLYGON((73.221 1.752, 73.221 2.154, 73.6 2.154, 73.6 1.752, 73.221 1.752))"],"metadataDate":"2026-06-27T19:43:15.000Z","orcid":["https://orcid.org/0009-0007-0389-9292","https://orcid.org/0000-0003-1819-3325","https://orcid.org/0000-0002-5150-1310","https://orcid.org/0000-0003-4735-6752"],"organisation":["University of Edinburgh","Maldives Resilient Reefs","NERC EDS Environmental Information Data Centre"],"publicationDate":"2026-03-03T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/6099c9f4-e651-4086-8adb-7f99528cb1e3","10.5285/6099c9f4-e651-4086-8adb-7f99528cb1e3","doi:10.5285/6099c9f4-e651-4086-8adb-7f99528cb1e3"],"resourceType":"Dataset","rightsHolder":["University of Edinburgh"],"ror":["https://ror.org/01nrxwf90","https://ror.org/04xw4m193"],"shortenedDescription":"Sites were monitored for key water quality indicators, including: water quality parameters (temperature, pH, electrical conductivity, salinity, dissolved oxygen and turbidity), water samples collected for subsequent nutrient analysis (for dissolved inorganic nitrogen…","state":"published","title":"Water quality monitoring data collected in the Maldives by the South Asian Nitrogen Hub, 2022-24","topic":["0/Pollution/","0/Water quality/","0/Environmental survey/"],"version":1.0,"view":["public","katwri"]},{"authorAffiliation":["Anofa Engineering, Planning and Informatics Ltd.","National Society for Earthquake Technology","University College London","Gebze Technical University","An-Najah National University","Ardhi University","Africa Research and Impact Network","Chittagong University of Engineering & Technology","Centro de Informacion Urbana de Quito"],"authorFamilyName":["Menteşe","Özer","Rawal","Comelli","Cetin","Dabeek","Kyesii","Chengo","Zisan","Cubillo"],"authorFullName":["Menteşe, E.Y.","Özer, E.","Rawal, P.","Comelli, T.","Cetin, N.İ.","Dabeek, J.","Kyesii, A.","Chengo, V.","Zisan, B.","Cubillo, P."],"authorGivenName":["E.Y.","E.","P.","T.","N.İ.","J.","A.","V.","B."],"authorOrcid":["https://orcid.org/0000-0002-7187-4384","https://orcid.org/0000-0003-3484-4183","https://orcid.org/0000-0001-7940-8014","https://orcid.org/0000-0003-3173-2602","https://orcid.org/0000-0002-8141-8112","https://orcid.org/0000-0001-8369-4105","https://orcid.org/0000-0002-7058-5070","https://orcid.org/0000-0001-5116-5874","https://orcid.org/0000-0002-6959-0235","https://orcid.org/0009-0009-6117-9466"],"authorRor":["https://ror.org/058m30p27","https://ror.org/02jx3x895","https://ror.org/01sdnnq10","https://ror.org/0046mja08","https://ror.org/05k903r09","https://ror.org/052qsay17"],"availability":"Available","catalogue":"eidc","dataFormat":["Comma-separated values (CSV)","json","GeoJSON","qmd"],"description":"This dataset includes synthetically produced data from 10 different cities (Istanbul, Nablus, Chattogram, Cox’s Bazaar, Nairobi, Nakuru, Quito, Kokhana, Rapti and Darussalam) for a future urban context. The data includes physical elements in a city such as buildings, roads, and power networks, as well as social elements such as households and individuals. The dataset contains a maximum of 9 different data types, described below. For some cities power and road network data were not considered due to context specific priorities. \n\nlanduse: The land use plan data depicting how the land will be zoned and used in the next fifty years within the area or interest. The attributes include the land use type, areal coverage in hectares, maximum population density and existing population. \n\nbuilding: Data representing the building footprints that will emerge as a result of the future exposure generation procedure. It includes the attributes of the building such as its identifier number, construction type, number of floors, footprint area, occupation type and construction code level.\n\nroad nodes: Data representing the points where road segments (edges) are connected to each other, including the identifier number for each node.\n\nroad edges: Data representing the road segments, including the ID numbers of the starting and ending point (node).\n\npower nodes: Data representing the points where power lines (edges) are connected to each other, including the identifier number for each node.\n\npower edges: Data representing the power segments, including the including the ID numbers of the starting and ending point (node).\n\nhousehold: Data that contains social attributes of a household living in a building. The attributes include number of individuals, income level and commonly used facility ID (such as hospital). \n\nindividual: Data that contains the attributes of the individuals that are a part of a household. The attributes are age, gender, school ID (if relevant), workplace ID (if relevant) and last attained education level.\n\nDistribution table: The future projections for each city that identifies the socio-demographic changes and expected physical development in the next 50 years.\n\nThe data can be used in geospatial platforms. The nomenclature for the data is as follows:\n“CitynameFutureExposureDataset/Cityname_CommunityCode_DataType”. This dataset was created as case studies for the Tomorrows Cities: Tomorrowville virtual testbed. It is supported by NERC as part of the GCRF Urban Disaster Risk Hub (NE/S009000/1).","documentType":"GEMINI_DOCUMENT","familyName":["Menteşe","Özer","Rawal","Comelli","Cetin","Dabeek","Kyesii","Chengo","Zisan","Cubillo"],"fullName":["Menteşe, E.Y.","Özer, E.","Rawal, P.","Comelli, T.","Cetin, N.İ.","Dabeek, J.","Kyesii, A.","Chengo, V.","Zisan, B.","Cubillo, P."],"funder":["Natural Environment Research Council"],"givenName":["E.Y.","E.","P.","T.","N.İ.","J.","A.","V.","B."],"grant":["NE/S009000/1"],"identifier":"cdfea06f-d47c-4967-99d4-cc71bddea45d","incomingCitationCount":0,"keyword":["Environmental risk","Future","risk exposure","exposure","hazard","urban","Tomorrow's cities","GCRF Urban Disaster Risk Hub"],"keywordsOther":["Future","risk exposure","exposure","hazard","urban","Tomorrow's cities","GCRF Urban Disaster Risk Hub"],"keywordsTheme":["Environmental risk"],"licence":"Open government licence","lineage":"For generating the future exposure dataset for each city, a specific computational algorithm that takes into account the land use plan and user defined future projections is used. The algorithm is explained in detail by Mentese et al., 2023.\n\nThe production of the land use plan relies on a community based process, that includes different community groups’ involvement and participatory engagement. In these engagements, in each city, specific groups are identified with the guidance of local experts as part of the Tomorrow’s Cities Project. After the identification, experts from Tomorrow’s Cities Project, local experts and community representatives from the community groups gather for participatory spatial planning for their future urban contexts.\n\nThen, the produced land use plan is integrated (using the software algorithm) with the future socio-demographic projections and expected physical development defined by the local experts and existing literature on the context. As a result of this procedures, building data, socio-demographic datasets and network related data (where relevant) is produced.\n","locations":["POLYGON((-82.267 -13.582, -82.267 44.214, 77.696 44.214, 77.696 -13.582, -82.267 -13.582))"],"metadataDate":"2026-06-29T16:22:16.000Z","orcid":["https://orcid.org/0000-0002-7187-4384","https://orcid.org/0000-0003-3484-4183","https://orcid.org/0000-0001-7940-8014","https://orcid.org/0000-0003-3173-2602","https://orcid.org/0000-0002-8141-8112","https://orcid.org/0000-0001-8369-4105","https://orcid.org/0000-0002-7058-5070","https://orcid.org/0000-0001-5116-5874","https://orcid.org/0000-0002-6959-0235","https://orcid.org/0009-0009-6117-9466"],"organisation":["Anofa Engineering, Planning and Informatics Ltd.","National Society for Earthquake Technology","University College London","Gebze Technical University","An-Najah National University","Ardhi University","Africa Research and Impact Network","Chittagong University of Engineering & Technology","Centro de Informacion Urbana de Quito","NERC EDS Environmental Information Data Centre","University of Edinburgh"],"publicationDate":"2025-08-20T00:00:00.000Z","recordType":"Dataset","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/cdfea06f-d47c-4967-99d4-cc71bddea45d","10.5285/cdfea06f-d47c-4967-99d4-cc71bddea45d","doi:10.5285/cdfea06f-d47c-4967-99d4-cc71bddea45d"],"resourceType":"Dataset","rightsHolder":["University of Edinburgh"],"ror":["https://ror.org/058m30p27","https://ror.org/02jx3x895","https://ror.org/01sdnnq10","https://ror.org/0046mja08","https://ror.org/05k903r09","https://ror.org/052qsay17","https://ror.org/04xw4m193","https://ror.org/01nrxwf90"],"shortenedDescription":"This dataset includes synthetically produced data from 10 different cities (Istanbul, Nablus, Chattogram, Cox’s Bazaar, Nairobi, Nakuru, Quito, Kokhana, Rapti and Darussalam) for a future urban context. The data includes physical elements in a city such as buildings,…","state":"published","supplementalDescription":["Menteşe, E. Y., Cremen, G., Gentile, R., Galasso, C., Filippi, M. E., & McCloskey, J. (2023). Future exposure modelling for risk-informed decision making in urban planning. International Journal of Disaster Risk Reduction, 90, 103651."],"title":"Exposure datasets representing a synthetic future urban context, including socio-demographic, building, and land-use data from 10 cities, for natural hazard risk modelling","topic":["0/Environmental risk/"],"version":1.0,"view":["public","jashun"]},{"authorAffiliation":["Charles University","University of St Andrews","Instituto de Investigaciones de la Amazonía Peruana","University of Edinburgh","University of Leeds","Servicio Nacional Forestal y de Fauna Silvestre","University of Liverpool","Center for International Forestry Research (CIFOR)","Karlsruhe Institute for Technology","Sam Houston State University Natural History Museum","Unaffiliated","University of Leicester","San Diego Zoo"],"authorFamilyName":["Hastie","Honorio Coronado","Reyna Huaymacari","Mitchard","Åkesson","Baker","Cole","Cordova Oroche","Dargie","Dávila","De Grandi","del Aguila-Pasquel","Del Castillo Torres","De la Cruz Paiva","Draper","Flores","Grandez Ríos","Hergoualc’h","Householder","Janovec","Lähteenoja","Reyna","Rodríguez-Veiga","Roucoux","Tobler","Wheeler","Williams","Lawson"],"authorFullName":["Hastie, A.","Honorio Coronado, E.H.","Reyna Huaymacari, J.","Mitchard, E.T.","Åkesson, C.","Baker, T.R.","Cole, L.E.S.","Cordova Oroche, C.J.","Dargie, G.C.","Dávila, N.","De Grandi, E.C.","del Aguila-Pasquel, J.","Del Castillo Torres, D.","De la Cruz Paiva, R.","Draper, F.C.","Flores, G.","Grandez Ríos, J.","Hergoualc’h, K.","Householder, J.E.","Janovec, J.P.","Lähteenoja, O.","Reyna, D.","Rodríguez-Veiga, P.","Roucoux, K.H.","Tobler, M.","Wheeler, C.E.","Williams, M.","Lawson, I.T."],"authorGivenName":["A.","E.H.","J.","E.T.","C.","T.R.","L.E.S.","C.J.","G.C.","N.","E.C.","D.","R.","F.C.","G.","K.","J.E.","J.P.","O.","P.","K.H.","M.","C.E.","I.T."],"authorOrcid":["https://orcid.org/0000-0003-2098-3510","https://orcid.org/0000-0002-3251-1679","https://orcid.org/0000-0002-0692-3186","https://orcid.org/0000-0002-3547-2425"],"authorRor":["https://ror.org/024d6js02","https://ror.org/02wn5qz54","https://ror.org/010ywy128","https://ror.org/01nrxwf90","https://ror.org/024mrxd33","https://ror.org/04xs57h96","https://ror.org/01rt0fh70","https://ror.org/04t3en479","https://ror.org/00yh3cz06","https://ror.org/04h699437","https://ror.org/04q1yyt92"],"availability":"Unknown","catalogue":"eidc","dataFormat":["Javascript"],"description":"Two scripts for classifying remotely sensed data used to produce maps of peatland distribution and predicted peat thickness, using random forest classification and regression. Written in JavaScript for use with Google Earth Engine.\n\nThese are versions of the scripts used in Hastie et al. (2022), https://doi.org/10.1038/s41561-022-00923-4. Users should also cite Rodríguez-Veiga et al. (2020), https://doi.org/10.3390/rs12152380 .","documentType":"GEMINI_DOCUMENT","familyName":["Hastie","Honorio Coronado","Reyna Huaymacari","Mitchard","Åkesson","Baker","Cole","Cordova Oroche","Dargie","Dávila","De Grandi","del Aguila-Pasquel","Del Castillo Torres","De la Cruz Paiva","Draper","Flores","Grandez Ríos","Hergoualc’h","Householder","Janovec","Lähteenoja","Reyna","Rodríguez-Veiga","Roucoux","Tobler","Wheeler","Williams","Lawson"],"fullName":["Hastie, A.","Honorio Coronado, E.H.","Reyna Huaymacari, J.","Mitchard, E.T.","Åkesson, C.","Baker, T.R.","Cole, L.E.S.","Cordova Oroche, C.J.","Dargie, G.C.","Dávila, N.","De Grandi, E.C.","del Aguila-Pasquel, J.","Del Castillo Torres, D.","De la Cruz Paiva, R.","Draper, F.C.","Flores, G.","Grandez Ríos, J.","Hergoualc’h, K.","Householder, J.E.","Janovec, J.P.","Lähteenoja, O.","Reyna, D.","Rodríguez-Veiga, P.","Roucoux, K.H.","Tobler, M.","Wheeler, C.E.","Williams, M.","Lawson, I.T."],"funder":["Natural Environment Research Council"],"givenName":["A.","E.H.","J.","E.T.","C.","T.R.","L.E.S.","C.J.","G.C.","N.","E.C.","D.","R.","F.C.","G.","K.","J.E.","J.P.","O.","P.","K.H.","M.","C.E.","I.T."],"grant":["NE/R000751/1"],"identifier":"e337de58-df5e-4412-8aef-28875870f965","incomingCitationCount":0,"keyword":["Modelling","peat","Peru","mapping","Random Forest","Regression","remote sensing","model"],"keywordsOther":["peat","Peru","mapping","Random Forest","Regression","remote sensing","model"],"keywordsTheme":["Modelling"],"licence":"Open government licence","lineage":"The scripts were as part of the NERC-funded project “Carbon Storage in Amazonian Peatlands: Distribution and Dynamics” (grant ref. NE/R000751/1).\nTo run the model code the user needs to first have a Google Earth Engine account. They should also familiarise themselves with the basics of running GEE code editor. GEE uses JavaScript.\n","locations":["POLYGON((-77.78 -13.65, -77.78 -0.04, -68.65 -0.04, -68.65 -13.65, -77.78 -13.65))"],"metadataDate":"2026-06-27T19:57:31.000Z","orcid":["https://orcid.org/0000-0003-2098-3510","https://orcid.org/0000-0002-3251-1679","https://orcid.org/0000-0002-0692-3186","https://orcid.org/0000-0002-3547-2425"],"organisation":["Charles University","University of St Andrews","Instituto de Investigaciones de la Amazonía Peruana","University of Edinburgh","University of Leeds","Servicio Nacional Forestal y de Fauna Silvestre","University of Liverpool","Center for International Forestry Research (CIFOR)","Karlsruhe Institute for Technology","Sam Houston State University Natural History Museum","Unaffiliated","University of Leicester","San Diego Zoo","NERC EDS Environmental Information Data Centre","University of St Andrews ","University of Edinburgh "],"publicationDate":"2024-01-11T00:00:00.000Z","recordType":"Model","resourceIdentifier":["https://catalogue.ceh.ac.uk/id/e337de58-df5e-4412-8aef-28875870f965","10.5285/e337de58-df5e-4412-8aef-28875870f965","doi:10.5285/e337de58-df5e-4412-8aef-28875870f965"],"resourceType":"Model","rightsHolder":["University of St Andrews ","University of Edinburgh "],"ror":["https://ror.org/024d6js02","https://ror.org/02wn5qz54","https://ror.org/010ywy128","https://ror.org/01nrxwf90","https://ror.org/024mrxd33","https://ror.org/04xs57h96","https://ror.org/01rt0fh70","https://ror.org/04t3en479","https://ror.org/00yh3cz06","https://ror.org/04h699437","https://ror.org/04q1yyt92","https://ror.org/04xw4m193"],"shortenedDescription":"Two scripts for classifying remotely sensed data used to produce maps of peatland distribution and predicted peat thickness, using random forest classification and regression. Written in JavaScript for use with Google Earth Engine.\n\nThese are versions of the scripts…","state":"published","supplementalName":["Hastie, A. et al. (2022). Risks to carbon storage from land-use change revealed by peat thickness maps of Peru. Nature Geoscience 15: 369-374. ","Rodríguez-Veiga, P. et al. (2020).  Carbon stocks and fluxes in Kenyan forests and wooded grasslands derived from Earth observation and model–data fusion. Remote Sensing 12: 2380"],"title":"Model code of peatland distribution and predicted peat thickness in lowland Amazonian Peru","topic":["0/Modelling/"],"version":1.0,"view":["public","margla"]}],"rows":20,"url":"http://catalogue.ceh.ac.uk:443/eidc/documents?facet=rightsHolder%7CUniversity%20of%20Edinburgh"}