cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12785566
title: Data from "The academic impact of Open Science: a scoping review"

description: These files include the data from the "The societal impact of Open Science - a scoping review", part of a series of studies conducetd within the PathOS Horizon Europe project on the academic, economic, and societal impacts of Open Science. This study was conducted in two phases. In phase 1 an academic database search was conducted. For phase 2 an automatic snowball search was performed based on results from phase 1 ( and grey literature was searched manually.

The upload contains five files:



Main file with extracted information for the 485 studies included in the review ("academic_impact_included_all_data.csv").

Excel file documenting the grey literature search ("Grey_Literature_Search.xlsx").

R project for the snowball search ("academic_impact_snowball.zip").

R project for cleaning data and producing summaries and figures ("academic_impact_stats.zip").

Excel file mapping the frascati codes used in file (1) to their textual representations ("Frascati definitions.xlsx")


For more details on the methods see the protocol and its addendum. For the background, results and discussion see the deliverable (reporting on phase 1) and the pre-print.
DOI: 10.5281/zenodo.12785567
title: Data from "The academic impact of Open Science: a scoping review"

description: These files include the data from the "The societal impact of Open Science - a scoping review", part of a series of studies conducetd within the PathOS Horizon Europe project on the academic, economic, and societal impacts of Open Science. This study was conducted in two phases. In phase 1 an academic database search was conducted. For phase 2 an automatic snowball search was performed based on results from phase 1 (R project is shared for this step, name "academic_impact_snowball.zip") and grey literature was searched manually.

The resulting file, including all studies for which we assessed the full-texts is shared in this dataset ("academic_impact_included_all_data.csv"). This includes studies deemed out of scope for various reasons.

For more details on the methods see the protocol and its addendum. For the background, results and discussion see the deliverable (reporting on phase 1) and the pre-print.
DOI: 10.5281/zenodo.14674544
title: Data from "The academic impact of Open Science: a scoping review"

description: These files include the data from the "The societal impact of Open Science - a scoping review", part of a series of studies conducetd within the PathOS Horizon Europe project on the academic, economic, and societal impacts of Open Science. This study was conducted in two phases. In phase 1 an academic database search was conducted. For phase 2 an automatic snowball search was performed based on results from phase 1 ( and grey literature was searched manually.

The upload contains five files:



Main file with extracted information for the 485 studies included in the review ("academic_impact_included_all_data.csv").

Excel file documenting the grey literature search ("Grey_Literature_Search.xlsx").

R project for the snowball search ("academic_impact_snowball.zip").

R project for cleaning data and producing summaries and figures ("academic_impact_stats.zip").

Excel file mapping the frascati codes used in file (1) to their textual representations ("Frascati definitions.xlsx")


For more details on the methods see the protocol and its addendum. For the background, results and discussion see the deliverable (reporting on phase 1) and the pre-print.
DOI: 10.60507/fk2/4dbe3g/bihl4o
title: ReadMe.txt
DOI: 10.60507/fk2/4dbe3g/bwmvin
title: M-Farm survey questionnaire Rachuonyo.pdf
DOI: 10.5281/zenodo.14674522
title: Phenological Plasticity and Its Thermal Determinants in Common Songbirds across Europe.
DOI: 10.60507/fk2/4dbe3g/y6gev1
title: M-Farm survey questionnaire Migori.pdf
DOI: 10.60507/fk2/4dbe3g/cyy6az
title: M-Farm survey VARIABLES.csv
DOI: 10.60507/fk2/4dbe3g/hjlnz1
title: M-Farm survey DATA.csv
DOI: 10.60507/fk2/moce1b
title: Maize Stover Biomass Gap in Ethiopia (Map), 2004-2010

description: The stover biomass for maize across the Ethiopia has been estimated using crop model LINTUL5 embedded into the modeling framework SIMPLACE (Scientific Impact Assessment and Modelling Platform for Advanced Crop and Ecosystem Management. The stover biomass gap of a crop grown in a certain location and cropping system is defined as the difference between the stover biomass under optimum management and the average stover biomass achieved by farmers. Stover biomass under optimum management is labeled as potential biomass (Bp) under irrigated conditions or water-limited potential biomass (Bw) under rain-fed conditions.Bp is location specific because of the climate, and not dependent on soil properties assuming that the required water and nutrients are non-limiting and can be added through management. Thus, in areas without major soil constraints, Bp is the most relevant benchmark for irrigated systems. Whereas, for rain-fed crops, Bw, equivalent to water-limited potential biomass, is the most relevant benchmark. Both Bp and Bw are calculated for optimum planting dates, planting density and region-specific crop variety which is critical in determining the feasible growth duration, particularly in tropical climatic conditions where two or even three crops are produced each year on the same field.

Purpose: To increase food production, identifying the regions with untapped production capacity is of prime importance and can be achieved by quantitative and spatially explicit estimates of Biomass gaps, thus considering the spatial variation in environment and the production system.
description: This dataset was first published on the institutional Repository "Zentrum für Entwicklungsforschung: ZEF Data Portal" with ID={ee1e1ec5-4e5d-4369-bd7a-16b300ee79db}.<br>
The stover biomass gaps plotted in the map were calculated as the average values of 7 years (the year 2004 -2010). The unit is Megagram per hectare (Mg ha-1) which is equivalent to tons ha-1.

The climate data at the national scale was made available from the National Aeronautics and Space Administration (NASA), Goddard Institute of Space Studies(https://data.giss.nasa.gov/impacts/agmipcf/agmerra/), AgMERRA.The dataset is stored at 0.25°×0.25° horizontal resolution (~25km).

Soil parameter values were extracted from the soil property maps of Africa at 1 km x 1 km resolution 
(http://www.isric.org/data/soil-property-maps-africa-1-km).

Fertilizer application (Nitrogen and Phosphorus) rates over seven years (2004 - 2010) at administrative zone level have been collected from the Central Statistical Agency, Ethiopia.
DOI: 10.60507/fk2/ahhclz
title: Water Use Efficiency (WUE) in Maize stover biomass in Ethiopia (Map) under unfertilized condition and under two fertilizer application rates i.e., 90 kg/ha Nitrogen and 30 kg/ha Phosphorous; 225 kg/ha Nitrogen and 75 kg/ha Phosphorous, 2004-2010

description: Water Use Efficiency (RUE) for maize stover biomass across the Ethiopia has been estimated under unfertilized conditions and under two different fertilizer application rates using crop model LINTUL5 embedded into the modeling framework SIMPLACE (Scientific Impact Assessment and Modelling Platform for Advanced Crop and Ecosystem Management.

Purpose: To increase food production, identifying the regions with untapped production capacity is of prime importance and can be achieved by quantitative and spatially explicit estimates of Water use efficiency, thus considering the spatial variation in environment and the production system.
description: This dataset was first published on the institutional Repository "Zentrum für Entwicklungsforschung: ZEF Data Portal" with ID={d4adb59a-977c-4766-b953-52dfd1073f92}.<br>
The water use efficiency in maize stover biomass under unfertilized conditions and under two different fertilizer application rates, plotted in the map was calculated as the average values of 7 years (the year 2004 -2010). The unit is kilogram per millimeter (kg/mm).

Water Use Efficiency (WUE)= Maize stover biomass (in kg)/ Cumulative precipitation during crop growth period (in millimeter)

The climate data at the national scale was made available from the National Aeronautics and Space Administration (NASA), Goddard Institute of Space Studies(https://data.giss.nasa.gov/impacts/agmipcf/agmerra/), AgMERRA.The dataset is stored at 0.25°×0.25° horizontal resolution (~25km).

Soil parameter values were extracted from the soil property maps of Africa at 1 km x 1 km resolution 
(http://http://www.isric.org/projects/soil-property-maps-africa-1-km-resolution).
DOI: 10.60507/fk2/4reqn1
title: Transparency, Environmental Democracy Index (Rank) 2014

description: Environmental Democracy Index (EDI) consists of 75 legal indicators developed under 23 of the UNEP Bali Guidelines that are concerned with the development and implementation of legislation. In addition to the legal indicators, EDI includes 24 supplemental indicators that assess whether there is evidence that environmental democracy is being implemented in practice. The EDI legal indicators assess laws, constitutions, regulations and other legally binding, enforceable rules at the national level scores.

TRANSPARENCY Pillar contains following Guidelines:- 

Guideline 1: "Accessibility of Environmental Information Requests" ?
Guideline 2: "Environmental Information in Public Domain" ?
Guideline 3: "Grounds for Refusal" ?
Guideline 4: "Environmental Information Collection and Management" ?
Guideline 5: "State of the Environment Report" ?
Guideline 6: "Early Warning Information" ?
Guideline 7: "Capacity-building for access to information (There are no indicators for this guideline)"

Quality/Lineage: The data is downloaded from the above link http://environmentaldemocracyindex.org/rank-countries#all and manipulated only table format keeping the value same for all the countries as the requirement of the Strive database. The map is created based on the values of the country using rworldmap package in R.
description: This dataset was first published on the institutional Repository "Zentrum für Entwicklungsforschung: ZEF Data Portal" with ID={8bd5d8ec-0a28-452f-8374-730ad8a5225b}.
DOI: 10.60507/fk2/xkpkrb
title: Dealing of Construction Permit, Ranking of Economy, 2017

description: Economies are ranked on their ease of doing business, from 1–190. A high ease of doing business ranking means the regulatory environment is more conducive to the starting and operation of a local firm. The rankings are determined by sorting the aggregate distance to frontier scores on 10 topics, each consisting of several indicators, giving equal weight to each topic. The rankings for all economies are benchmarked to June 2017.

Quality/Lineage: The data is downloaded from the above link http://www.doingbusiness.org/rankings and manipulated only table format keeping the value same for all the countries as the requirement of the Strive database. The map is created based on the values of the country using rworldmap package in R.
description: This dataset was first published on the institutional Repository "Zentrum für Entwicklungsforschung: ZEF Data Portal" with ID={9dc14af0-92fb-469f-ac03-53a21d07d603}.
DOI: 10.60507/fk2/fyvnpp
title: Local Government Municipal Finances in Bolivia, 2001 and 2012

description: The dataset comprises administrative data regarding fiscal decentralization (intergovernmental transfers, municipal expenditures, and local revenues), nutrition (stunting, wasting and underweight for children under five years old), health-related indicators (access to safe water and sanitation), as well as other control variables (area, population, distance to the sea) for the 314 municipalities in Bolivia, for the years 2001 and 2012.

Purpose: The data was compiled in order to estimate the potential relationship between fiscal decentralization and health/nutrition in Bolivia. The information was compiled from several sources (National Institute of Statistics, Ministry of Finance), as well as own estimations referred to nutrition indicators..
description: This dataset was first published on the institutional Repository "Zentrum für Entwicklungsforschung: ZEF Data Portal" with ID={cab26ef6-5450-4ecb-a625-513d7d7ae32c}.
DOI: 10.60507/fk2/oblc3d
title: Forestland prices in Brazil, 2001-2012

description: The Brazilian Amazon and Cerrado biomes have been subject to strong pressure from agricultural expansion over the past two decades, partly driven by speculative land acquisition. The land price dataset, covering the period from 2001 to 2012, is used to decompose forestland prices into a conventional forestland rent and a speculative part related to forestland conversion and alternative land use rents. Moreover, it is used to assess whether, where, and to what extent changes in conservation policy affect forestland prices over time.

Quality/Lineage: Various secondary data sources were used to create this database. The main variable, forestland prices, is obtained from the survey implemented by Informa Economics FNP. Other variables are obtained from Brazilian public and private institutions. All data is processed in R and Rstudio.
description: This dataset was first published on the institutional Repository "Zentrum für Entwicklungsforschung: ZEF Data Portal" with ID={e6f3cb1d-bd87-4675-97e7-001a8fbb51f4}.<br>
Variable Description see ReadMe
DOI: 10.60507/fk2/fr6lsn
title: Deforestation Hotspots in Brazil, 2005-2012

description: Natural land resources in Brazil have been subject to strong pressure from agricultural expansion over the past two decades. This map identifies and classifies deforestation hotspots in the Southern American country. Moreover, it hints to land use change dynamics such as leakage effects in tropical areas. The map represents the period between 2005-2012, and classifies deforestation hotspots in three categories: a) reduced, b) increased, and c) new.

Quality/Lineage: Land cover information from Global Forest Watch (https://data.globalforestwatch.org/) was used to identify deforested pixels per year. ArcGIS 10 was used to create spatial statistics of yearly information. R and RStudio were used to classify each grid cell as a hotspot and its type, and to convert the resulting cover information into a shapefile.
description: This dataset was first published on the institutional Repository "Zentrum für Entwicklungsforschung: ZEF Data Portal" with ID={451a5fca-d532-47a4-a0c3-5d8b71c009f4}.<br>
SOURCE_
EHS_051
DOI: 10.60507/fk2/ktthjp
title: Demographic Pressures, Social Indicator (Fragile state Index) 2018

description: The Demographic Pressures Indicator considers pressures upon the state deriving from the population itself or the environment around it. For example, the Indicator measures population pressures related to food supply, access to safe water, and other life-sustaining resources, or health, such as prevalence of disease and epidemics. The Indicator considers demographic characteristics, such as pressures from high population growth rates or skewed population distributions, such as a “youth or age bulge,” or sharply divergent rates of population growth among competing communal groups, recognizing that such effects can have profound social, economic, and political effects. Beyond the population, the Indicator also takes into account pressures stemming from natural disasters (hurricanes, earthquakes, floods or drought), and pressures upon the population from environmental hazards.

Quality/Lineage: The data is downloaded from the above link http://fundforpeace.org/fsi/indicators/s1/ and manipulated only table format keeping the value same for all the countries as the requirement of the Strive database. The map is created based on the values of the country using rworldmap package in R.
description: This dataset was first published on the institutional Repository "Zentrum für Entwicklungsforschung: ZEF Data Portal" with ID={338562f4-24b4-4bd7-939f-7568842732ac}.
DOI: 10.15468/dl.ps6hr3
title: Occurrence Download

description: A dataset containing 586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.20362 -17.55004,-69.60552 -16.30433,-70.84849 -14.9077,-72.20983 -14.5356,-74.48861 -13.9332,-75.79076 -14.85049,-74.48861 -15.99163,-72.32821 -16.92821,-71.20362 -17.55004))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Oressochen melanopterus (Eyton, 1838)",
 "Year 2021-2025"
 ]
}

 The dataset includes 586 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072999-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60507/fk2/eodteg
title: Average Bioeconomy Typology Indicators of World, 2010 -2015

description: The file consists of country wise database of whole world related to bioeconomy typology indicators collected from different online sources with following headings which are as follows: Importance of bio-based economic sectors in agriculture, Forestry, High-tech bioeconomy and bioenergy, Natural Resources Endownment, Evaluate against indicator of Bioeconomy strategy, value added sector data, Fragile state indexes, Income inequality and gini coeffiecient, social progress index.

Quality/Lineage: The data were downloaded from different sources and arranged as per the countries database in a single table.
Purpose: The data was collected to analyze the bioeconomy status in the countries of the whole world.
description: This dataset was first published on the institutional Repository "Zentrum für Entwicklungsforschung: ZEF Data Portal" with ID={c22e920f-c56c-470f-9aa7-68ac1d6dc20d}.
DOI: 10.60507/fk2/tqyqqs
title: Daily climate data from Kumasi, Ghana, 1960-2005

description: The table includes the daily values of Temperature (min. & max.), Rain, Sunshine hours, Relative humidity.

Quality/Lineage: Source of the data: Ghana Meteorological Services Department.
description: This dataset was first published on the institutional Repository "Zentrum für Entwicklungsforschung: ZEF Data Portal" with ID={0e5016bf-12b0-45cb-8ad0-46a80507cb70}.<br>
Temporal resolution = Daily
DOI: 10.60507/fk2/03zgyw
title: Daily climate data Ashanti and Brong-Ahanfo regions, Ghana,1992-2007

description: The table includes the daily values of Precipitation,Temperature Max and Min,Radiation, Wind speed.
description: This dataset was first published on the institutional Repository "Zentrum für Entwicklungsforschung: ZEF Data Portal" with ID={32c735ae-a408-4cc4-80ad-e4ccabef173f}.<br>
Temporal resolution = Daily
DOI: 10.15468/dl.kmjjq2
title: Occurrence Download

description: A dataset containing 530 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Observation",
 "TaxonKey is Quercus pyrenaica Willd."
 ]
}

 The dataset includes 530 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073000-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpww58
title: Occurrence Download

description: A dataset containing 18850 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((-7.46536 37.25595,-6.59004 36.8473,-6.44148 36.45998,-6.0701 36.0557,-5.46609 35.89796,-4.8074 36.4301,-3.32254 36.38067,-2.66298 36.41385,-1.96221 36.39726,-1.46754 37.59512,-1.7275 38.10829,-2.74881 38.63239,-4.67999 38.74834,-6.83401 38.32713,-7.46536 37.25595))",
 "HasGeospatialIssue is false",
 "TaxonKey is Quercus pyrenaica Willd."
 ]
}

 The dataset includes 18850 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072997-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60507/fk2/4zq00s
title: Group Grievance, Cohesion Indicator (Fragile state Index) 2018

description: The Group Grievance Indicator focuses on divisions and schisms between different groups in society – particularly divisions based on social or political characteristics – and their role in access to services or resources, and inclusion in the political process. Group Grievance may also have a historical component, where aggrieved communal groups cite injustices of the past, sometimes going back centuries, that influence and shape that group’s role in society and relationships with other groups. This history may in turn be shaped by patterns of real or perceived atrocities or “crimes” committed with apparent impunity against communal groups. Groups may also feel aggrieved because they are denied autonomy, self-determination or political independence to which they believe they are entitled. The Indicator also considers where specific groups are singled out by state authorities, or by dominant groups, for persecution or repression, or where there is public scapegoating of groups believed to have acquired wealth, status or power “illegitimately”, which may manifest itself in the emergence of fiery rhetoric, such as through “hate” radio, pamphleteering, and stereotypical or nationalistic political speech.

Quality/Lineage: The data is downloaded from the above link http://fundforpeace.org/fsi/indicators/c3/ and manipulated only table format keeping the value same for all the countries as the requirement of the Strive database. The map is created based on the values of the country using rworldmap package in R.
description: This dataset was first published on the institutional Repository "Zentrum für Entwicklungsforschung: ZEF Data Portal" with ID={e1f49636-1fd1-4652-acb6-10950704d42a}.
DOI: 10.15468/dl.w6h59t
title: Occurrence Download

description: A dataset containing 19364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-6.90059 39.94304,-9.86816 35.82603,-0.96543 35.82603,0.10903 39.31252,-6.90059 39.94304))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus pyrenaica Willd."
 ]
}

 The dataset includes 19364 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072998-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60507/fk2/tj9tfu
title: Public Services, Political Indicator (Fragile state Index) 2018

description: The Public Services Indicator refers to the presence of basic state functions that serve the people. On the one hand, this may include the provision of essential services, such as health, education, water and sanitation, transport infrastructure, electricity and power, and internet and connectivity. On the other hand, it may include the state’s ability to protect its citizens, such as from terrorism and violence, through perceived effective policing. Further, even where basic state functions and services are provided, the Indicator further considers to whom – whether the state narrowly serves the ruling elites, such as security agencies, presidential staff, the central bank, or the diplomatic service, while failing to provide comparable levels of service to the general populace – such as rural versus urban populations. The Indicator also considers the level and maintenance of general infrastructure to the extent that its absence would negatively affect the country’s actual or potential development.

Quality/Lineage: The data is downloaded from the above link http://fundforpeace.org/fsi/indicators/p2/ and manipulated only table format keeping the value same for all the countries as the requirement of the Strive database. The map is created based on the values of the country using rworldmap package in R.
description: This dataset was first published on the institutional Repository "Zentrum für Entwicklungsforschung: ZEF Data Portal" with ID={c50a8478-bb87-4a6f-bee3-62a80ae38ce8}.