cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc10qt9v
title: CCDC 945447: Experimental Crystal Structure Determination

description: Related Article: Zheng-Jun Liu, Xiao-Miao Chen|2024|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.mmgh9w
title: Occurrence Download

description: A dataset containing 8332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Nothoprocta pentlandii (G.R.Gray, 1867)"
 ]
}

 The dataset includes 8332 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017161-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2knjxp
title: CCDC 2373233: Experimental Crystal Structure Determination

description: Related Article: Merve Şimşek, Ömer Tamer, Necmi Dege, Davut Avcı, Yusuf Atalay|2025|Mat.Sci.Semicond.Proc.|188|109179|doi:10.1016/j.mssp.2024.109179
description: Related Article: Merve ŞİMŞEK, Ömer TAMER, Necmi DEGE, Davut AVCI, Yusuf ATALAY|2024|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.te4xkf
title: Occurrence Download

description: A dataset containing 8332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Nothoprocta pentlandii (G.R.Gray, 1867)"
 ]
}

 The dataset includes 8332 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017165-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27960216
title: Suplementary data.docx

description: The strategy presented in the current work is a proof-of-concept for future vaccine candidate design bypassing the need for an external toxoid coupling and for growing large amounts of pathogens to isolate lipopolysaccharides. If the candidate is confirmed to offer protection in an animal model of periodontosis, the design of future vaccines could be performed faster and more safely for many other pathogens, Select Agents included. Preparation for animal verification of the proposed periodontosis vaccine candidate is in progress.
DOI: 10.5284/1124898
title: Data from a Photographic Building Survey and Watching Brief at Former Evangelical Church, Ribchester, Lancashire, 2018-2019

description: This digital archive comprises images and a report from a photographic building survey and watching brief undertaken prior to the alteration and extension of the Former Evangelical Church, Ribchester, between 8th August 2018 and 17th September 2019. The work was carried out on behalf of Messrs. Alan and John Jefferson by The Archaeology Co. The building, erected in the 1890s, was identified as a former evangelical church. The watching brief revealed a possible 2nd-century Roman layer at the base of the trench, although only a single fragment of pottery was discovered.
DOI: 10.15468/dl.hhg8be
title: Occurrence Download

description: A dataset containing 17006 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Loxodonta Anonymous, 1827",
 "Year 2000-2024"
 ]
}

 The dataset includes 17006 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017166-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7gdg6
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Berardius bairdii Stejneger, 1883",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 89 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017167-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ge74b9
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anoplophora glabripennis (Motschulsky, 1854)",
 "Country is Germany",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017170-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9zrm8
title: Occurrence Download

description: A dataset containing 568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Nuphar ×spenneriana Gaudin"
 ]
}

 The dataset includes 568 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017169-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ec22pu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((35.74083 -2.2075, 35.74083 -2.21, 35.73833 -2.21, 35.73833 -2.211667, 35.73667 -2.211667, 35.73667 -2.225833, 35.735 -2.225833, 35.735 -2.2275, 35.7325 -2.2275, 35.7325 -2.23, 35.72667 -2.23, 35.72667 -2.231667, 35.725 -2.231667, 35.725 -2.235833, 35.7225 -2.235833, 35.7225 -2.236667, 35.725 -2.236667, 35.725 -2.2375, 35.72917 -2.2375, 35.72917 -2.238333, 35.73083 -2.238333, 35.73083 -2.239167, 35.73167 -2.239167, 35.73167 -2.24, 35.7325 -2.24, 35.7325 -2.240833, 35.73417 -2.240833, 35.73417 -2.241667, 35.735 -2.241667, 35.735 -2.2425, 35.73583 -2.2425, 35.73583 -2.243333, 35.73667 -2.243333, 35.73667 -2.244167, 35.73833 -2.244167, 35.73833 -2.245833, 35.73917 -2.245833, 35.73917 -2.2475, 35.74 -2.2475, 35.74 -2.248333, 35.74083 -2.248333, 35.74083 -2.25, 35.74167 -2.25, 35.74167 -2.251667, 35.7425 -2.251667, 35.7425 -2.2525, 35.74333 -2.2525, 35.74333 -2.254167, 35.74417 -2.254167, 35.74417 -2.255833, 35.74333 -2.255833, 35.74333 -2.2575, 35.7425 -2.2575, 35.7425 -2.258333, 35.74333 -2.258333, 35.74333 -2.264167, 35.745 -2.264167, 35.745 -2.261667, 35.74833 -2.261667, 35.74833 -2.26, 35.75083 -2.26, 35.75083 -2.255833, 35.74833 -2.255833, 35.74833 -2.254167, 35.74667 -2.254167, 35.74667 -2.251667, 35.745 -2.251667, 35.745 -2.25, 35.7425 -2.25, 35.7425 -2.245833, 35.74083 -2.245833, 35.74083 -2.235833, 35.745 -2.235833, 35.745 -2.234167, 35.74667 -2.234167, 35.74667 -2.231667, 35.74833 -2.231667, 35.74833 -2.225833, 35.7525 -2.225833, 35.7525 -2.224167, 35.755 -2.224167, 35.755 -2.221667, 35.75667 -2.221667, 35.75667 -2.22, 35.75833 -2.22, 35.75833 -2.2175, 35.76083 -2.2175, 35.76083 -2.215833, 35.75833 -2.215833, 35.75833 -2.211667, 35.755 -2.211667, 35.755 -2.214167, 35.75083 -2.214167, 35.75083 -2.21, 35.74833 -2.21, 35.74833 -2.2075, 35.74083 -2.2075))",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017171-241126133413365/datasets/export for details.
DOI: 10.15468/dl.9cp8wh
title: Occurrence Download

description: A dataset containing 151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphausia pacifica Hansen, 1911",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 151 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017173-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ekyd3
title: Occurrence Download

description: A dataset containing 111546 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Procyon lotor (Linnaeus, 1758)",
 "Year 2000-2024"
 ]
}

 The dataset includes 111546 records from 290 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017129-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fc7t7n
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((35.95083 -2.13, 35.94833 -2.13, 35.94667 -2.13, 35.94667 -2.131667, 35.945 -2.131667, 35.9425 -2.131667, 35.94083 -2.131667, 35.94083 -2.134167, 35.94083 -2.1375, 35.94083 -2.141667, 35.93833 -2.141667, 35.9325 -2.141667, 35.9325 -2.144167, 35.9325 -2.145833, 35.9325 -2.1475, 35.9325 -2.164167, 35.93083 -2.164167, 35.93083 -2.165833, 35.9325 -2.165833, 35.9325 -2.1675, 35.935 -2.1675, 35.935 -2.171667, 35.93833 -2.171667, 35.93833 -2.174167, 35.935 -2.174167, 35.935 -2.175833, 35.93833 -2.175833, 35.93833 -2.18, 35.94083 -2.18, 35.94083 -2.181667, 35.9425 -2.181667, 35.9425 -2.184167, 35.94667 -2.184167, 35.94667 -2.165833, 35.94833 -2.165833, 35.94833 -2.164167, 35.94667 -2.164167, 35.94667 -2.161667, 35.94833 -2.161667, 35.94833 -2.16, 35.95083 -2.16, 35.95083 -2.1575, 35.94833 -2.1575, 35.94833 -2.1475, 35.95083 -2.1475, 35.95083 -2.141667, 35.94667 -2.141667, 35.94667 -2.14, 35.94833 -2.14, 35.94833 -2.134167, 35.95083 -2.134167, 35.95083 -2.131667, 35.95083 -2.13))",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017174-241126133413365/datasets/export for details.
DOI: 10.5519/qd.eoigqg53
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (691 records)
DOI: 10.6084/m9.figshare.27959571
title: Data from: Survival and growth of high-value timber species planted in Central African rainforest logging gaps

description: The study area consisted of forest management units (FMUs 10-030, 10-041 and 10-044) managed by Pallisco Company, FSC-certified since 2008. It was in the Haut-Nyong department, close to the city of Mindourou, Eastern region of the Republic of Cameroon (between 3°01′ N and 3°44′ N, and 13°20′ E and 14°31′ E), at an average elevation of 620.4 ± 18.3 m. The study forest was semi-deciduous, classified as Moist Central Africa (Fayolle et al. 2014) and Moist Forest (Gorel et al., 2022), characterised by a high presence of tree species from the <i>Fabaceae</i>, <i>Annonaceae</i> and <i>Malvaceae</i> families (Réjou-Méchain et al., 2021). Tree planting in the centre of the gaps was carried out between 2004 and 2009 with a single species per gap. The shape and size of the gaps varied depending on the logged tree size and species (average of 265.8 ± 175.4 m²; Doucet et al., 2009). Survival, diameter (at 10 cm and at 1.3 m from the collar) and height were recorded for each tree at each observation time.
DOI: 10.15468/dl.wxgvda
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Naja atra Wüster, 1991"
 ]
}

 The dataset includes 36 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017175-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fq8mz9
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Squalus brevirostris Tanaka, 1917",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 51 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017176-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwd5b7
title: Occurrence Download

description: A dataset containing 282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachyrincus scabrus (Rafinesque, 1810)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 282 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017177-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/3712
title: CSPCDS
DOI: 10.15468/dl.k42m2v
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((36.05083 -1.745833, 36.05083 -1.7475, 36.0525 -1.7475, 36.0525 -1.745833, 36.05083 -1.745833))",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017178-241126133413365/datasets/export for details.
DOI: 10.5519/qd.20pmsn16
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1417 records)
DOI: 10.15468/dl.r9jgbd
title: Occurrence Download

description: A dataset containing 800 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Naja kaouthia Lesson, 1831"
 ]
}

 The dataset includes 800 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017179-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r48e7x
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Squalus albicaudus Viana, Carvalho & Gomes, 2016",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017180-241126133413365/datasets/export for details.
DOI: 10.15468/dl.7f94b6
title: Occurrence Download

description: A dataset containing 696 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventaire des coléoptères saproxyliques de France métropolitaine-Données Cerambycidae compilées par François Clément"
 ]
}

 The dataset includes 696 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017181-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pv5kvp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((36.63083 -1.734167, 36.63083 -1.731667, 36.62833 -1.731667, 36.62833 -1.734167, 36.63083 -1.734167))",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017182-241126133413365/datasets/export for details.
DOI: 10.5519/qd.xnzd96i5
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1417 records)
DOI: 10.25592/uhhfdm.16402
title: Interviews About The History of Kombo, Kombo Silla And Buraama Njayi (NCAC_RDD_TAPE_0224A_B)

description: Side B of bad quality


 Kombo
 Kombo Silla
 Buraama Njayi


<em><sup>Alternative names: Jatta, Mussa, Mousa, Moussa, Sillah, Burama, Njai, Njie, Diaye, Ndiaye, N'Diaye</sup></em>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.25592/uhhfdm.16401
title: Interviews About The History of Kombo, Kombo Silla And Buraama Njayi (NCAC_RDD_TAPE_0224A_B)

description: Side B of bad quality


 Kombo
 Kombo Silla
 Buraama Njayi


<em><sup>Alternative names: Jatta, Mussa, Mousa, Moussa, Sillah, Burama, Njai, Njie, Diaye, Ndiaye, N'Diaye</sup></em>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.15468/dl.cxuxhx
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Nuphar lutea x pumila"
 ]
}

 The dataset includes 99 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017183-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yard9h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((36.6325 -1.731667, 36.6325 -1.73, 36.63083 -1.73, 36.63083 -1.731667, 36.6325 -1.731667))",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017185-241126133413365/datasets/export for details.
DOI: 10.15468/dl.uffwxq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Squalus margaretsmithae Viana, Lisher & Carvalho, 2017",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017188-241126133413365/datasets/export for details.
DOI: 10.5281/zenodo.14275798
title: 20241204_NGS
DOI: 10.15468/dl.u379sv
title: Occurrence Download

description: A dataset containing 8852 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nothoprocta pentlandii (G.R.Gray, 1867)"
 ]
}

 The dataset includes 8852 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017186-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14273492
title: Data, Figures and Codes for "Experimental analyses of pore-size dependent biomineralization in porous media under various flow rate and bacterial density scenarios"

description: This repository contains the data, codes and figures for the manuscript "Experimental analyses of pore-size-dependent biomineralization in porous media under various flow rate and bacterial density scenarios". Comments welcome.
DOI: 10.15468/dl.uqa55j
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anoplophora glabripennis (Motschulsky, 1854)",
 "Country is United States of America",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 53 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017190-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27960333
title: Data for model analysis

description: The data for model analysis.
DOI: 10.6084/m9.figshare.27960333.v1
title: Data for model analysis

description: The data for model analysis.
DOI: 10.5281/zenodo.14275712
title: Low-Cost Sensors and Multitemporal Remote Sensing for Operational Turbidity Monitoring in an East African Wetland Environment - Measurements and Locations

description: Many wetlands in East Africa are farmed and wetland reservoirs are used for irrigation, livestock, and fishing. Water quality and agriculture have a mutual influence on each other. Turbidity is a principal indicator of water quality and can be used for, otherwise, unmonitored water sources. Low-cost turbidity sensors improve in situ coverage and enable community engagement. The availability of high spatial resolution satellite images from the Sentinel-2 multispectral instrument and of bio-optical models, such as the Case 2 Regional CoastColor (C2RCC) processor, has fostered turbidity modeling. However, these models need local adjustment, and the quality of low-cost sensor measurements is debated. We tested the combination of both technologies to monitor turbidity in small wetland reservoirs in Kenya. We sampled ten reservoirs with low-cost sensors and a turbidimeter during five Sentinel-2 overpasses. Low-cost sensor calibration resulted in an R² of 0.71. The models using the C2RCC C2X-COMPLEX (C2XC) neural nets with turbidimeter measurements (R² = 0.83) and with low-cost measurements (R² = 0.62) performed better than the turbidimeter-based C2X model. The C2XC models showed similar patterns for a one-year time series, particularly around the turbidity limit set by Kenyan authorities. This shows that both the data from the commercial turbidimeter and the low-cost sensor setup, despite sensor uncertainties, could be used to validate the applicability of C2RCC in the study area, select the better-performing neural nets, and adapt the model to the study site. We conclude that combined monitoring with low-cost sensors and remote sensing can support wetland and water management while strengthening community-centered approaches.

The provided dataset includes a point shapefile with the studied reservoirs in central Kenya and a data table with the sampling date (Sentinel-2 overpass plus/minus one day), low-cost sensor setup number, reservoir ID, sampling location within the reservoir, the voltage measurements of the three respective low-cost sensor heads for sensor setups A and B, the averaged voltage, and the turbidimeter measured turbidity value in nephelometric turbidity units (NTU).

The study is available in (please cite):



Steinbach, S., Rienow, A., Chege, M.W., Dedring, N., Kipkemboi, W., Thiong’o, B.K., Zwart, S.J., Nelson, A., 2024. Low-Cost Sensors and Multitemporal Remote Sensing for Operational Turbidity Monitoring in an East African Wetland Environment. IEEE J. Sel. Top. Appl. Earth Observations Remote Sensing 17, 8490–8508. https://doi.org/10.1109/JSTARS.2024.3381756


This research was supported in part by the German Federal Ministry of Education and Research (BMBF) through the Project “Participatory Approach to Environmental Conservation of the Muringato Catchment Area for Sustainable Management and Enhanced Ecosystem Health” (CITGI4Muringato) under Grant Agreement No. 01DG20022.