cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10605458
title: Projection of Urban/Settlement Growth for 9 Coastal Cities to 2050 with SLEUTH under SSP Scenarios

description: The provided datasets capture the projected urban growth of nine coastal cities worldwide up to 2050, based on an urban growth modeling framework. These cities include Abidjan (ABI), Ivory Coast; Lagos (LAG), Nigeria; Dar es Salaam (DAR), Tanzania; Ho Chi Minh City (HCM), Vietnam; Khulna (KHL), Bangladesh; Surabaya (SBY), Indonesia; Surat (STV), India; Barranquilla (BAQ), Colombia; and Guayaquil (GYE), Ecuador. Each study area extends beyond administrative city limits to include satellite cities, towns, villages, and rural lands, forming larger settlement agglomerations. A detailed table in the repository outlines the specific administrative units considered for each city.

Urban growth projections were generated using the SLEUTH model (DOI: 10.1068/b240247), incorporating key input layers such as slope, hillshade, and exclusion zones. Historical urban extent data from the World Settlement Footprint (WSF) (DOI: 10.1553/giscience2021_01_s33) supported model calibration. The projections were guided by urban population share scenarios from the Shared Socioeconomic Pathways (SSPs), simulating future expansion under SSP2 (moderate growth) and SSP1/SSP5 (rapid growth). The integration of SSPs involved adjusting SLEUTH’s spread and breed coefficients to reflect the underlying socioeconomic narratives.

To enhance model accuracy, we applied a zonation approach based on Kernel Density Estimation (KDE), dividing each study area into zones with distinct urban and rural characteristics. This method better aligns projections with actual settlement structures and urbanization trends, ensuring a more refined representation of future urban expansion.
description: File descriptions: ZIP file (Urban_Growth_Modelling_2050_Coastal_Cities.zip) contaioning:



Study_areas.pdf: Outlines the administrative units covered represented with a rectangular study area.

9 folders with respective urban agglomeration names containing 3 files each (XXX = city abbreviation, see abstract or Study_areas.pdf):1) Seed_WSF2015_XXX.tif : Seed file derived from the WSF2015 (= base/start year of modelling). Source DLR Geoservice (https://geoservice.dlr.de/)2) SSP1_SSP5_prediction_XXX.tif (urban extent modelled under SSP1/SSP5 scenario for the year 2050)3) SSP2_prediction_XXX.tif (urban extent modelled under SSP2 scenario for the year 2050)The *.tif files (GeoTiff) are binary raster layers with 0 = non urban and 1 =urban/settlement area. The GCS is EPSG:4326 - WGS 84.
DOI: 10.5281/zenodo.15576320
title: Projection of Urban/Settlement Growth for 9 Coastal Cities to 2050 with SLEUTH under SSP Scenarios

description: The provided datasets capture the projected urban growth of nine coastal cities worldwide up to 2050, based on an urban growth modeling framework. These cities include Abidjan (ABI), Ivory Coast; Lagos (LAG), Nigeria; Dar es Salaam (DAR), Tanzania; Ho Chi Minh City (HCM), Vietnam; Khulna (KHL), Bangladesh; Surabaya (SBY), Indonesia; Surat (STV), India; Barranquilla (BAQ), Colombia; and Guayaquil (GYE), Ecuador. Each study area extends beyond administrative city limits to include satellite cities, towns, villages, and rural lands, forming larger settlement agglomerations. A detailed table in the repository outlines the specific administrative units considered for each city.

Urban growth projections were generated using the SLEUTH model (DOI: 10.1068/b240247), incorporating key input layers such as slope, hillshade, and exclusion zones. Historical urban extent data from the World Settlement Footprint (WSF) (DOI: 10.1553/giscience2021_01_s33) supported model calibration. The projections were guided by urban population share scenarios from the Shared Socioeconomic Pathways (SSPs), simulating future expansion under SSP1 (Sustainable Development), SSP2 (Middle of the Road / Business as Usual), and SSP5 (Conventional Development). The integration of SSPs involved adjusting SLEUTH’s spread and breed coefficients to reflect the underlying socioeconomic narratives.

To enhance model accuracy, we applied a zonation approach based on Kernel Density Estimation (KDE), dividing each study area into zones with distinct urban and rural characteristics. This method better aligns projections with actual settlement structures and urbanization trends, ensuring a more refined representation of future urban expansion.

The dataset accompanies the publication "Urban Growth Prediction along Shared Socioeconomic Pathways (SSPs) for Future Flood Exposure Risk Assessment: A Cross-Continental Analysis of Coastal Cities" by Bachofer et al. (2025), submitted to the journal Anthropocene Coasts (DOI to be updated upon publication).
description: File descriptions:A ZIP file (Urban_Growth_Modelling_2050_Coastal_Cities.zip) containing:





Study_areas.pdf: Outlines the administrative units covered, represented as rectangular study areas.




Nine folders, each named after the respective urban agglomeration (e.g., ABI, LAG), containing:





Seed_WSF2015_XXX.tif: Seed file derived from WSF2015 (base/start year of modeling). Source: DLR Geoservice.




SSP1_prediction_XXX.tif: Urban extent modeled under SSP1 scenario for 2050.




SSP2_prediction_XXX.tif: Urban extent modeled under SSP2 scenario for 2050.




SSP5_prediction_XXX.tif: Urban extent modeled under SSP5 scenario for 2050.





The .tif files (GeoTIFF) are binary raster layers with 0 = non-urban and 1 = urban/settlement area. The coordinate reference system is EPSG:4326 – WGS 84.
DOI: 10.7910/dvn/m9vjav
title: Governing Well after War: How Improving Female Representation Prolongs Post-conflict Peace

description: Previous studies suggest that women’s access to political power often increases following the termination of civil conflicts, particularly those ending in negotiated settlement. However, the effect of these changes has received limited attention. We argue that the proportion of female representatives in a national legislature prolongs peace following a negotiated settlement. Moreover, we highlight two mechanisms through which greater female representation reduces the risk of conflict recurrence: 1) by prioritizing social welfare spending over military spending, and 2) by improving public perceptions of good governance and the credibility of political elites. We further argue that legislative independence and authority conditions this relationship, implying that greater female representation is more likely to promote peace in states with nominally democratic political institutions. Our empirical analyses of peace duration following negotiated settlements between 1946 and 2011 provide robust support for our general argument and the underlying mechanisms we believe drive this relationship.
DOI: 10.7910/dvn/zicrpc
title: Replication data for: Blind Justice: "Seeing" Race and Gender in Cases of Violent Crime
DOI: 10.7910/dvn/nhqjia
title: Wright Files I-Z Edited; Docketed Case: 22205
DOI: 10.7910/dvn/hafac1
title: Replication data for: Dynamic Parties and Social Turnout: An Agent-Based Model

description: The authors develop an agent-based model of dynamic parties with social turnout built upon developments in different fields within social science. This model yields significant turnout, divergent platforms, and numerous results consistent with the rational calculus of voting model and the empirical literature on social turnout. In a simplified version of the model, the authors show how a local imitation structure inherently yields dynamics that encourage positive turnout. The model also generates new hypotheses about the importance of social networks and citizen-party interactions.
DOI: 10.7910/dvn/nbgel0
title: Research for Effective Covid-19 Response (RECOVR): Mexico City

description: Tracking how people’s lives are affected by the COVID-19 pandemic can enable policymakers to better understand the situation in their countries and make data-driven policy decisions. To respond to this need, IPA implemented the RECOVR panel survey to facilitate comparisons, document real-time trends of policy concern, and inform decision-makers about the communities that are hardest-hit by the economic toll of the pandemic. IPA has rolled out the RECOVR survey in Burkina Faso, Colombia, Côte d'Ivoire, Ghana, Metro Mexico City, the Philippines, Rwanda, Sierra Leone, and Zambia. We document severe negative shocks to employment, income and food security, and identify how families are caring for and educating their children during extended school closures.
description: STATA, 15
DOI: 10.7910/dvn/zg5orb
title: Replication Data for: Retail Assortment under Demand Shocks: Evidence from the US Yogurt Market

description: This is the replication archive for "Retail Assortment under Demand Shocks: Evidence from the US Yogurt Market" by Meilin Ma, Fei Qin, and Jayson L. Lusk. The archive contains the STATA do-files used to generate the results in the paper, and a README file.
DOI: 10.7910/dvn/sd9hu
title: Passed Resolves; Resolves 1837, c.75, SC1/series 228, Petition of Otis Thayer

description: &lt;p&gt;Petition subject: Arguing for the right to petition and protesting the existence of slavery in Washington D.C. &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:10456136"&gt;http://nrs.harvard.edu/urn-3:FHCL:10456136&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Mendon &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Washington Hunt, Mendon &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Otis Thayer&lt;/li&gt;&lt;li&gt;Levi Leland&lt;/li&gt;&lt;li&gt;George Metcalf&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Total signatures: 26 &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 26 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: citizens &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Printed &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: additional documents available &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: Resolves 1837, c.75, passed April 12, 1837 &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt;
DOI: 10.7910/dvn/m9ovim
title: India (2007): Gates Project Behavior Change Impact Survey-Round 1

description: PSI conducted two surveys in May 2007 to monitor progress of demand creation activities and to track program outputs for consistent condom use during commercial sex among male clients of sex workers, and STI treatment seeking behaviour at Key Clinics among male clients of sex workers reporting STI symptoms in previous 12 months. The second round of the Condom and the STI Output Tracking Surveys (OTS-2) is a follow-up to PSI's OTS-1 conducted in December 2006 and Behaviour Change Impact Surveys conducted in April/May 2006 and tracks changes in behaviour, changes in motivation, opportunity and ability to behave, the reach of PSI's activities and any correlation between exposure to activities and the above mentioned changes.
DOI: 10.7910/dvn/gzvfbb
title: DataSummary

description: Data Summary
DOI: 10.7910/dvn/maoi4y
title: Adolescent and Family Development Study, 1978-1982

description: The purpose of this study was to examine adolescent development and psychopathology within the context of the family environment. Three groups of adolescents and their parents were studied: insulin dependent diabetic adolescents; adolescents who were psychiatrically hospitalized in the first year of the study; and nonpatient high school students. There were 57 participants in the diabetic sample, 70 in the psychiatric sample, and 76 in the nonpatient sample. All participants were 14 years old when first contacted.
&lt;br /&gt;&lt;br /&gt; Data were collected over a 4-year period, from 1978 to 1982, using a battery of instruments assessing personality and moral development. Interviews were conducted each year, focusing on changes, stresses, and familial and peer relationships. Direct observation of family interactions was also included each year. &lt;br /&gt;&lt;br /&gt; The Murray Archive holds additional analogue materials for this study from all four years of the study Data are available for the psychiatric and nonpatient samples, but not for the diabetic sample. If you would like to access this material, please apply to use the data.
DOI: 10.7910/dvn/nktcx1
title: Requirements from National Regulations for Microlight Aircraft and Statistical Parameters for Preliminary Sizing
title: Links to all related documents:

description: The purpose of this project is to examine and describe the regulations of microlight aircraft. The national rules of mostly European countries are described in more detail and are compared to the German rules. Most important among the regulations is the maximum take-off mass. In some countries, the limit of 472.5 kg has been raised recently to 600 kg. The report leads from microlight regulations to preliminary sizing of microlight aircraft. Preliminary sizing is based on statistical parameters, which are evaluated for typical microlight aircraft. The parameter k_APP relates landing field length to approach speed. From microlight statistics it was determined an average value k_APP = 2.149 m^0.5/s. The parameter k_TO helps to determine the ratio of power-to-mass and wing loading. An average value k_TO = 1.915 m³/kg was determined. The glide ratio can be estimated from "wetted aspect ratio" with an average k_E = 12.12. The average operating empty mass ratio was determined to 0.578. This means that a microlight aircraft with a maximum take-off mass of 600 kg might have an operating empty mass of about 347 kg. This work does not provide a spreadsheet tool for microlight sizing. But at least the project provides the input parameters for preliminary sizing from microlight regulations together with necessary statistical parameters. As such, a preliminary microlight aircraft sizing by a hand calcuation becomes possible. The report also helps pilots and microlight owners to understand why certain values appear in the operating manual and on which regulations they are based.
description: Excel, null
description: Digital Library - Projects and Theses - Prof. Dr. Scholz
DOI: 10.7910/dvn/xw7tfi
title: MSC IPE Dissertation The rising tide that flips the boat

description: Please find attached the three datasets analysis is conducted on and all code that was used.
DOI: 10.7910/dvn/mogbkv
title: What accounts for the increase in female labor force participation in Spain

description: Over the last three decades, Spanish female labor force participation (LFP) has tremendously increased, particularly, that of married women. At the same time, the income tax structure, the fiscal treatment of families, policies to reconcile family and work, and the education distribution of married couples have substantially changed. By contrast, the gender wage gap has remained quite stable. In this paper the author investigates the relevance of these factors in accounting for the growth in Spanish married women labor force participation from 1994 to 2008. For that purpose, she uses Kaygusuz’ model of household labor market participation, and data from Eurostat to calibrate the model and evaluate its performance. The model successfully accounts for the rise in aggregate female labor force participation, and matches hours worked by males and females. The model is also able to replicate the pattern of female labor force participation by age and education. From this analysis we can conclude that changes in tax rates and in the education distribution are the main factors behind the increase in female LFP during the late nineties, while changes in child care costs and earning profiles are mainly responsible for the subsequent growth in the 2000s.
DOI: 10.7910/dvn/yc8sku
title: North American company data

description: North American company data
DOI: 10.3535/d5l-y0s-ezm
title: Rubus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/trl-mxx-xv0
title: Rubus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6sy-r3s-q2p
title: Asplenium ceterach L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/akj-2t7-v90
title: Rubus grabowskii Weihe ex Günther, Grab. & Wimm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4dm-tlw-hmg
title: Rubus pygmaeus Weihe & Nees ex Bluff. & Fingerh.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qzb-vk8-qxf
title: Asplenium ceterach L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gpb-789-ke4
title: Lolium × schlickumii (Grantzow) Banfi, Galasso, Foggi, Kopecký & Ardenghi

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/12q-98b-dfl
title: Asplenium ceterach L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/b7b-xyb-6gs
title: Rubus grabowskii Weihe ex Günther, Grab. & Wimm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gpe-6kd-clp
title: Rubus rudis Weihe & Nees ex Bluff & Fingerh.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tbz-pa2-xn7
title: Rubus grabowskii Weihe ex Günther, Grab. & Wimm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/378-slv-gff
title: Rubus grabowskii Weihe ex Günther, Grab. & Wimm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9ng-pat-t6f
title: Asplenium ceterach L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3g1-n3z-f97
title: Rubus rudis Weihe & Nees ex Bluff & Fingerh.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/62c-16f-ebg
title: Rubus grabowskii Weihe ex Günther, Grab. & Wimm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/g1w-mx8-bxc
title: Rubus eglandulosus P. J. Müll. & Lefèvre

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/r4q-8y1-wsf
title: Rubus eglandulosus P. J. Müll. & Lefèvre

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rtc-zhn-s7a
title: Rubus grabowskii Weihe ex Günther, Grab. & Wimm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4w1-1na-4bf
title: Carex saxatilis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jwf-xzs-003
title: Carex L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/btk-gjg-6b8
title: Trianoptiles capensis (Steud.) Harv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/p8w-xbk-9t8
title: Asplenium ceterach L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1gf-p0g-fge
title: Lathyrus cyaneus (Steven) K.Koch

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/h8s-dqv-19h
title: Kungiselaginella involvens (Sw.) Li Bing Zhang & X. M. Zhou

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4h5-lvl-lpd
title: Alopecurus magellanicus Lam.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/61h-8sl-j1f
title: Carex limosa L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/da9-rlf-kth
title: Carex vulpinaris Nees

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qlj-nxq-g9b
title: Brunsvigia radulosa Herb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/y71-8nr-sf4
title: Alopecurus magellanicus Lam.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gez-l97-ete
title: Carex limosa L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/w7q-l0y-49y
title: Asplenium ceterach L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/06y-pg4-zgb
title: Asplenium ceterach L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wp8-kxy-5x2
title: Brunsvigia radulosa Herb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gfh-1d5-h60
title: Asplenium ceterach L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mss-f14-wz8
title: Asplenium ceterach L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5sl-00n-17n
title: Asplenium ceterach L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vbd-09x-c8q
title: Festuca lachenalii (C.C.Gmel.) Spenn.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/k6s45d
title: TotalEnergies EP Brasil | Projeto de Caracterização Ambiental (PCA)/Environmental Baseline Study (EBS) do Bloco C-M-541, Bacia de Campos: Fitoplâncton

description: O Projeto de Caracterização Ambiental realizado no Bloco C-M-541, Bacia de Campos, envolveu, dentre outros esforços, coletas de amostras de água para análise de fitoplâncton.