cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14961887
title: Impact of beekeeping on forest conservation at Itigi forest, Tanzania

description: Data Collection and Methodology

The structured research project used primary and secondary methodologies to examine how beekeeping affects forest conservation in Tanzania's Itigi Forest. The method assessed beekeeping's impact on forest conservation and livelihoods. Information about data gathering methods, protocols, and tools is below:1. Study Area ChoiceThe study took place in Tanzania's Itigi Forest, famed for its dry miombo forests and beekeeping. Beekeeping prevalence, land-use changes, and conservation activities determined research sites.2. Data GatheringSurveys of householdsSample Size and Selection: Stratified random sampling chose 389 beekeeping homes from different villages.Survey Tool: KoBoTool (ODK)-structured questionnaires collected socio-economic data on beekeeping, income, conservation, and land-use changes. Data Collection Protocol: Swahili interviews were translated into English for analysis.b) KIIs and FGDs with village leaders, beekeeping cooperative representatives, forest officers, and environmental specialists.Objective: To acquire qualitative data on traditional and modern beekeeping, conservation, and policy.Interviews were semi-structured and recorded for transcription and analysis.c) Remote sensing/GIS AnalysisSatellite photos: USGS Earth Explorer collected Landsat 5, 7, and 8 photos to study land cover change from 1990 to 2020.Used Software:Spatial analysis and mapping with ArcGIS 10.20.The Google Earth Engine for time-series analysis.Geospatial data visualization with QGIS.Workflow: Image pre-processing, supervised classification, and accuracy assessment detected deforestation, land-use change, and forest regeneration.The study used field observations to evaluate beekeeping locations, forest degradation, and conservation initiatives.GPS (Garmin eTrex 30X) for georeferencing, digital cameras for documentation.The secondary data review included government papers, Tanzania Forest Service Agency (TFS) publications, local beekeeping associations' records, and previous research on beekeeping and conservation.3. Process and analyze dataQuantitative Data: Generated descriptive statistics, regression models, and correlation analysis using SPSS and Excel.Qualitative Data: Interview and conversation patterns supported content analysis.Analyzing land cover change using ArcGIS 10.6 required supervised categorization.4. Moral IssuesThe University of Dar es Salaam granted ethical approval.All subjects gave informed consent before interviews and surveys.This methodological framework ensures research transparency, repeatability, and reliability.
DOI: 10.5281/zenodo.14961888
title: Impact of beekeeping on forest conservation at Itigi forest, Tanzania

description: Data Collection and Methodology

The structured research project used primary and secondary methodologies to examine how beekeeping affects forest conservation in Tanzania's Itigi Forest. The method assessed beekeeping's impact on forest conservation and livelihoods. Information about data gathering methods, protocols, and tools is below:1. Study Area ChoiceThe study took place in Tanzania's Itigi Forest, famed for its dry miombo forests and beekeeping. Beekeeping prevalence, land-use changes, and conservation activities determined research sites.2. Data GatheringSurveys of householdsSample Size and Selection: Stratified random sampling chose 389 beekeeping homes from different villages.Survey Tool: KoBoTool (ODK)-structured questionnaires collected socio-economic data on beekeeping, income, conservation, and land-use changes. Data Collection Protocol: Swahili interviews were translated into English for analysis.b) KIIs and FGDs with village leaders, beekeeping cooperative representatives, forest officers, and environmental specialists.Objective: To acquire qualitative data on traditional and modern beekeeping, conservation, and policy.Interviews were semi-structured and recorded for transcription and analysis.c) Remote sensing/GIS AnalysisSatellite photos: USGS Earth Explorer collected Landsat 5, 7, and 8 photos to study land cover change from 1990 to 2020.Used Software:Spatial analysis and mapping with ArcGIS 10.20.The Google Earth Engine for time-series analysis.Geospatial data visualization with QGIS.Workflow: Image pre-processing, supervised classification, and accuracy assessment detected deforestation, land-use change, and forest regeneration.The study used field observations to evaluate beekeeping locations, forest degradation, and conservation initiatives.GPS (Garmin eTrex 30X) for georeferencing, digital cameras for documentation.The secondary data review included government papers, Tanzania Forest Service Agency (TFS) publications, local beekeeping associations' records, and previous research on beekeeping and conservation.3. Process and analyze dataQuantitative Data: Generated descriptive statistics, regression models, and correlation analysis using SPSS and Excel.Qualitative Data: Interview and conversation patterns supported content analysis.Analyzing land cover change using ArcGIS 10.6 required supervised categorization.4. Moral IssuesThe University of Dar es Salaam granted ethical approval.All subjects gave informed consent before interviews and surveys.This methodological framework ensures research transparency, repeatability, and reliability.
DOI: 10.60712/si-id58071.2
title: StrainInfo SI-ID 58071.2

description: StrainInfo dataset 58071 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58072.2
title: StrainInfo SI-ID 58072.2

description: StrainInfo dataset 58072 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58073.2
title: StrainInfo SI-ID 58073.2

description: StrainInfo dataset 58073 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58074.2
title: StrainInfo SI-ID 58074.2

description: StrainInfo dataset 58074 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58075.2
title: StrainInfo SI-ID 58075.2

description: StrainInfo dataset 58075 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58076.2
title: StrainInfo SI-ID 58076.2

description: StrainInfo dataset 58076 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58077.2
title: StrainInfo SI-ID 58077.2

description: StrainInfo dataset 58077 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58078.2
title: StrainInfo SI-ID 58078.2

description: StrainInfo dataset 58078 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58079.2
title: StrainInfo SI-ID 58079.2

description: StrainInfo dataset 58079 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58080.2
title: StrainInfo SI-ID 58080.2

description: StrainInfo dataset 58080 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58081.2
title: StrainInfo SI-ID 58081.2

description: StrainInfo dataset 58081 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58082.2
title: StrainInfo SI-ID 58082.2

description: StrainInfo dataset 58082 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58083.2
title: StrainInfo SI-ID 58083.2

description: StrainInfo dataset 58083 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58084.2
title: StrainInfo SI-ID 58084.2

description: StrainInfo dataset 58084 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58085.2
title: StrainInfo SI-ID 58085.2

description: StrainInfo dataset 58085 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58086.2
title: StrainInfo SI-ID 58086.2

description: StrainInfo dataset 58086 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58087.2
title: StrainInfo SI-ID 58087.2

description: StrainInfo dataset 58087 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58088.2
title: StrainInfo SI-ID 58088.2

description: StrainInfo dataset 58088 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58089.2
title: StrainInfo SI-ID 58089.2

description: StrainInfo dataset 58089 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58090.2
title: StrainInfo SI-ID 58090.2

description: StrainInfo dataset 58090 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58091.2
title: StrainInfo SI-ID 58091.2

description: StrainInfo dataset 58091 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58092.2
title: StrainInfo SI-ID 58092.2

description: StrainInfo dataset 58092 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58093.2
title: StrainInfo SI-ID 58093.2

description: StrainInfo dataset 58093 about a strain of Streptococcus sanguinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58094.2
title: StrainInfo SI-ID 58094.2

description: StrainInfo dataset 58094 about a strain of Streptococcus sobrinus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.15468/dl.5bg7dv
title: Occurrence Download

description: A dataset containing 6565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Atriplex lindleyi Moq.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 6565 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003886-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id58095.2
title: StrainInfo SI-ID 58095.2

description: StrainInfo dataset 58095 about a strain of Streptococcus sobrinus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58096.2
title: StrainInfo SI-ID 58096.2

description: StrainInfo dataset 58096 about a strain of Streptococcus sobrinus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58098.2
title: StrainInfo SI-ID 58098.2

description: StrainInfo dataset 58098 about a strain of Streptococcus suis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58099.2
title: StrainInfo SI-ID 58099.2

description: StrainInfo dataset 58099 about a strain of Streptococcus suis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58100.2
title: StrainInfo SI-ID 58100.2

description: StrainInfo dataset 58100 about a strain of Streptococcus suis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58101.2
title: StrainInfo SI-ID 58101.2

description: StrainInfo dataset 58101 about a strain of Streptococcus thermophilus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.15468/dl.qar6vm
title: Occurrence Download

description: A dataset containing 1796 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (New Zealand)",
 "TaxonKey is one of (Larus novaehollandiae Stephens, 1826)",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 1796 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003885-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id58102.2
title: StrainInfo SI-ID 58102.2

description: StrainInfo dataset 58102 about a strain of Streptococcus uberis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58103.2
title: StrainInfo SI-ID 58103.2

description: StrainInfo dataset 58103 about a strain of Streptococcus uberis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58104.2
title: StrainInfo SI-ID 58104.2

description: StrainInfo dataset 58104 about a strain of Streptococcus uberis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58105.2
title: StrainInfo SI-ID 58105.2

description: StrainInfo dataset 58105 about a strain of a not identified species. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58106.2
title: StrainInfo SI-ID 58106.2

description: StrainInfo dataset 58106 about a strain of Streptomyces. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58107.2
title: StrainInfo SI-ID 58107.2

description: StrainInfo dataset 58107 about a strain of Streptomyces. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58108.3
title: StrainInfo SI-ID 58108.3

description: StrainInfo dataset 58108 about a strain of Streptomyces albus subsp. albus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58109.2
title: StrainInfo SI-ID 58109.2

description: StrainInfo dataset 58109 about a strain of Streptomyces griseus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58111.2
title: StrainInfo SI-ID 58111.2

description: StrainInfo dataset 58111 about a strain of Streptomyces. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58112.2
title: StrainInfo SI-ID 58112.2

description: StrainInfo dataset 58112 about a strain of Streptomycetaceae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58113.2
title: StrainInfo SI-ID 58113.2

description: StrainInfo dataset 58113 about a strain of Streptomycetaceae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58114.2
title: StrainInfo SI-ID 58114.2

description: StrainInfo dataset 58114 about a strain of Nonomuraea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58115.2
title: StrainInfo SI-ID 58115.2

description: StrainInfo dataset 58115 about a strain of Streptomycetaceae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58116.2
title: StrainInfo SI-ID 58116.2

description: StrainInfo dataset 58116 about a strain of Streptomycetaceae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58117.2
title: StrainInfo SI-ID 58117.2

description: StrainInfo dataset 58117 about a strain of Streptomycetaceae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58118.2
title: StrainInfo SI-ID 58118.2

description: StrainInfo dataset 58118 about a strain of Nocardiopsis alba. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58119.2
title: StrainInfo SI-ID 58119.2

description: StrainInfo dataset 58119 about a strain of Janibacter limosus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58120.2
title: StrainInfo SI-ID 58120.2

description: StrainInfo dataset 58120 about a strain of Prauseria hordei. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58121.2
title: StrainInfo SI-ID 58121.2

description: StrainInfo dataset 58121 about a strain of Streptomycetaceae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58122.2
title: StrainInfo SI-ID 58122.2

description: StrainInfo dataset 58122 about a strain of Sulfurospirillum deleyianum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58123.2
title: StrainInfo SI-ID 58123.2

description: StrainInfo dataset 58123 about a strain of Novosphingobium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58124.2
title: StrainInfo SI-ID 58124.2

description: StrainInfo dataset 58124 about a strain of Paracoccus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58125.2
title: StrainInfo SI-ID 58125.2

description: StrainInfo dataset 58125 about a strain of Suttonella indologenes. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58126.2
title: StrainInfo SI-ID 58126.2

description: StrainInfo dataset 58126 about a strain of Tatumella ptyseos. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id58127.2
title: StrainInfo SI-ID 58127.2

description: StrainInfo dataset 58127 about a strain of Tatumella ptyseos. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.