PROJECT OUTPUTS
Reports & publications
Browse research, data and guides produced across Resilience Academy projects.
Dataset
TURP Datasets
139Datasets in this reportFrom linked GeoNode sources
117Vector datasetsIn this report
22Raster datasetsIn this report
289Datasets in CRDLast checked 14 Sep 2026
139 datasets from linked GeoNode sources
vector Dar es Salaam Hyperlocal Boundaries
Detailed hyperlocal boundary mapping (the most granular administrative level in Tanzania) in 31 wards of the city by tracing polygons using ODK Collect application. Hyperlocal boundaries…
raster Imagery Dar es Salaam 2017 Q3
Satellite images of Dar es Salaam (Planet, 2017) q3 L16 mosaic.
raster Imagery of Dar es Salaam 2018 Q1
Satellite images of Dar es Salaam (Planet, 2018)..
vector Dar Urban Greening Project – Boreholes
Urban green boreholes were collected using a survey by 20 university students who collaborated with community members to collect data sets. Data collection covered 15 sampled…
raster Dar es Salaam Digital Terrain Model_ 5.0m 2016
Continuous digital terrain model covering the whole Dar es Salaam area. Spatial resolution of this DTM is 5.0 meters. Vertical resolution depends on the terrain's texture…
vector Dar es Salaam Hydro-Met Stations
This layer contains the locations of hydro-meteorological TAHMO stations (ATMOS-41), Sommer RQ-30 Sensor and Ijinus Ultra-SonicWater level Sensors in Tanzania. Each station collects data at 5min…
raster Dar es Salaam Digital Terrain Model_ 20m 2017
Continuous digital terrain model covering the whole Dar es Salaam area. This is an smaller size file with 20 meter spatial resolution of, derived from the…
vector Dar es Salaam Public Water Points
Public water points in Dar es Salaam where one can obtain potable water for consumption including water taps, water wells and water points that are accessed…
vector Dar es Salaam Religious Services Facilities
Places of worship in Dar es Salaam covering assortments of community facilities such as churches, mosque, temples and confession schools. The religious institutions are classified according…
vector Dar es Salaam Religious Services Facilities’ Locations
Places of worship in Dar es Salaam covering assortments of community facilities such as churches, mosque, temples and confession schools. The religious institutions are classified according…
raster WSF-3D Building Footprint – Volume
This layer has been derived from the World Settlemet Footprint 3D 2019 dataset. It represents building volumes in the Dar es Salaam region, with a 90x90…
raster WSF-3D Building Footprint – Height
This layer has been derived from the World Settlemet Footprint 3D 2019 dataset. It represents building heights in the Dar es Salaam region, with a 90x90…
raster WSF-3D Building Footprint – Area
This layer has been derived from the World Settlemet Footprint 3D 2019 dataset. It represents the overall building area in the Dar es Salaam region, with…
raster Dar es Salaam World Settlement Footprint (WSF) 2019
The World Settlement Footprint (WSF) 2019 is a 10m resolution binary mask outlining the extent of human settlements globally derived by means of 2019 multitemporal Sentinel-1…
raster Dar es Salaam World Settlement Footprint (WSF) 2015
The World Settlement Footprint WSF 2015 version 2 (WSF2015 v2) is a 10m resolution binary mask outlining the extent of human settlements globally for the year…
vector Dar es Salaam Public Toilets
Toilets in Dar es Salaam provided and maintained by the public authorities available for the general public to use usually should be suitable to be used…
vector Dar es Salaam Public Toilets’ Locations
Toilets in Dar es Salaam provided and maintained by the public authorities available for the general public to use usually should be suitable to be used…
vector Dar es Salaam Non-governmental Offices
Areas in Dar es Salaam that predominatly provide services, frequently selling them ranging from obvious services such as accountants and lawyers to forestry or NGO office..
vector Dar es Salaam Tourist Attractions’ Locations
Areas in Dar es Salaam that provide information and support to tourists. These include hotel, motel, guest house, hostel, museum, campsite, gallery, picnic site and view…
vector Dar es Salaam Non-governmental Office’s Locations
Areas in Dar es Salaam that predominatly provide services, frequently selling them ranging from obvious services such as accountants and lawyers to forestry or NGO office..
vector Dar es Salaam Government Offices
Offices that are operated by the government including national, regional or local government agency or department in Dar es Salaam which can be used to indicate…
vector Dar es Salaam Government Offices’ Locations
Offices that are operated by the government including national, regional or local government agency or department in Dar es Salaam which can be used to indicate…
vector Dar Urban Greening Project – Natural drainage
The survey was conducted by 20 university students who collaborated with community members to collect this data sets. Data collection covered 15 sampled areas in Dar…
vector Dar Urban Greening Project – Tributaries
The survey was conducted by 20 university students who collaborated with community members to collect this data sets. Data collection covered 15 sampled areas in Dar…
vector Dar es Salaam Rivers
Rivers in Dar es Salaam were delineated based on catchment analyses and corrected using Google Earth imagery. Used for the Msimbazi Charrette project..
vector Dar es Salaam River Basins
The dataset was derived from the digital terrrain model (DTM) produced by COWI. The process involved classification of the flow accumulation grid derived from the DTM…
vector Dar es Salaam Main River Channels
The dataset was derived from the digital terrrain model (DTM) produced by COWI. The process involved classification of the flow accumulation grid derived from the DTM…
vector Dar Urban Greening Project – AOIs
The survey was conducted by 20 university students who collaborated with community members to collect this data sets. Data collection covered 15 sampled areas in Dar…
vector Dar Urban Greening Project – Solid waste
The survey was conducted by 20 university students who collaborated with community members to collect this data sets. Data collection covered 15 sampled areas in Dar…
vector Dar es Salaam BRT Route (Phase 1)
This dataset contains the Bus Rapid Transit route (phase 1) of Dar es Salaam. The Dar Rapid Transit (DART) is a mass transit system that connects…
vector Dar es Salaam BRT Stops (Phase I)
This dataset contains the 34 stops of Bus Rapid Transit route in the city of Dar es Salaam. The major stops are Jangwani, Kimara, Morocco, Gerezani,…
vector Dar es Salaam Public Transportation Stops
This dataset contains bus stops along the Dar es Salaam public transportation route. Dataset covers 49 wards (out of 95) in Dar es Salaam and it…
raster Dar es Salaam Erosion Suspectibility Model_ 5m
A GIS-based Erosion Susceptibility Model (ESM) was produced to support the geomorphological assessment of the watercourses within Dar es Salaam, by JBA Consulting. The ESM was…
vector Dar es Salaam Public Transportation Routes
This dataset contains routes of public transportation (dala dala) routes in Dar es Salaam..
raster Dar es Salaam Crop, Vegetation and Management Factor (C) – RUSLE
Revised Universal Soil Loss Equation (RUSLE) input crop, vegetation and management factor (C). The C factor is used to determine the relative effectiveness of soil and…
vector Dar es Salaam Hyperlocal Boundaries
Detailed hyperlocal boundary mapping (the most granular administrative level in Tanzania) in 31 wards of the city by tracing polygons using ODK Collect application. Hyperlocal boundaries…
raster Dar es Salaam Slope Length-Gradient Factor (LS) – RUSLE
Revised Universal Soil Loss Equation (RUSLE) input Slope length-gradient factor (LS). The LS factor represents a ratio of soil loss under given conditions to that at…
raster Dar es Salaam RUSLE Model Output
Revised Universal Soil Loss Equation (RUSLE) results. RUSLE, an improved version of USLE (Universal Soil Loss Equation) is an empirical model designed to estimate the amount…
vector Dar es Salaam Roads 2022
The data was collected to provide updates on all roads in Dar es Salaam for 2022..
vector Dar es Salaam Waste Sites
Data points of areas with poorly managed solid waste. The map includes the size of waste material, type of waste material and suggested cleanup methods..
vector Dar es Salaam Catchments
River catchments in Dar es Salaam generated from the HYDROSheds dataset (3 second conditioned DEM) https://hydrosheds.cr.usgs.gov/ . Used for the Msimbazi Charrette project..
vector Dar es Salaam Soil Classes
The dataset is based on 731 soil sample points created in ArcGIS using a 2km by 2km regular grid on the whole of Dar es Salaam's…
vector Dar es Salaam Roads
Highway data of all the roads in Dar es Salaam classified according to trunk, primary, secondary, tertiary, residential, unclassified and footpath with names (formal and informal)…
vector Dar Urban Greening Project – Open spaces
The survey was conducted by 20 university students who collaborated with community members to collect this data sets. Data collection covered 15 sampled areas in Dar…
raster Dar es Salaam flood hazard – Current
Tanzania is the most flood-affected country in East Africa, with towns and cities undergoing massive spatial expansion with a growth in informal settlements. The flooding problem…
vector Kinondoni Historical Flood Experiences
This data set contains information whether or not a household has experienced flooding in the are of Kinondoni district. If the household has experienced flooding, also…
vector Dar es Salaam Historical Flood Depths
This dataset comprises of flood depth history experienced by the local people living in Dar es Salaam's most flood-prone areas during rainy seasons. More specifically, the…
vector Dar es Salaam Historical Flood Extent
The dataset comprises of flood history (years of flood occurence), flood depth, reasons for flooding, types of buildings, uses, whether residents were evacuated or not. All…
vector Dar es Salaam Inundated Buildings
Inundation data of several Wards in Dar es Salaam, collected by the Ramani Huria project. Data represents experiences of local inhabitants who were interviewed whether their…
vector Dar es Salaam Flood Scenario_ 25-200 cm
This layer represents flood scenario for 25 to 200 centimeters in the Dar es Salaam region. Flood scenario has been produced from the Dar es Salaam…
vector Dar es Salaam Drainage Points
Drainage data of 31 out of 44 wards of the city (ongoing process). Drain points and segments traced by using ODK Collect application..
vector Dar es Salaam Drainage Segments
Drainage data of 31 out of 44 wards of the city (ongoing process). Drain points and segments traced by using ODK Collect application..
raster WSF-3D Building Footprint – Volume
This layer has been derived from the World Settlemet Footprint 3D 2019 dataset. It represents building volumes in the Dar es Salaam region, with a 90x90…
raster WSF-3D Building Footprint – Area
This layer has been derived from the World Settlemet Footprint 3D 2019 dataset. It represents the overall building area in the Dar es Salaam region, with…
raster WSF-3D Building Footprint – Height
This layer has been derived from the World Settlemet Footprint 3D 2019 dataset. It represents building heights in the Dar es Salaam region, with a 90x90…
vector Dar Urban Greening Project – Building polygons
The survey was conducted by 20 university students who collaborated with community members to collect this data sets. Data collection covered 15 sampled areas in Dar…
vector Dar Urban Greening Project – Highways
The survey was conducted by 20 university students who collaborated with community members to collect this data sets. Data collection covered 15 sampled areas in Dar…
vector Dar es Salaam Land Use/Land Cover_ 2010
Land use and land cover map of Dar es Salaam from the year 2010..
vector Dar es Salaam Open Areas
Dar es Salaam Open Areas layer contains polygons of undeveloped pieces of land in Dar es Salaam including brownfields, cemetery, dump, farmland, farmyard, forest, grass, greenfield,…
vector Dar es Salaam Administrative Wards
Wards (Kata in Swahili) are administrative regions in Dar es Salaam. Wards corresponds to administrative level 3 in Global Administrative (GADM) database of high-resolution administrative areas.…
vector Dar es Salaam Retail Services’ Locations
Areas selling retail products in Dar es Salaam which may range from the obvious shops such as supermarkets and places to buy food to video rental…
vector Dar es Salaam Retail Services
Areas selling retail products in Dar es Salaam which may range from the obvious shops such as supermarkets and places to buy food to video rental…
vector Dar es Salaam Business Locations
Areas in Dar es Salaam whose predominant feature is commercial purposes including offices, social facilities, financial services such as banks, atm, bureau de change, mobile money,…
vector Dar es Salaam Business Areas
Areas in Dar es Salaam whose predominant feature is commercial purposes including offices, social facilities, financial services such as banks, atm, bureau de change, mobile money,…
vector Dar es Salaam Tree Mapping Pilot
This data set contains 556 mapped trees in the area of Mikocheni ward in Dar es Salaam. Points representing trees has attribute values of e.g. tree…
vector Dar es Salaam Tree Mapping
This dataset was collected by University students from UDSM and ARU during the Resilience Academy Industrial Training 2020 period. Mapping was overseen by OMDTZ and Greenstand..
vector Dar es Salaam Administrative Sub-wards
Sub-wards (Mtaa in Swahii) in Dar es Salaam are small administrative areas. There are now 478 sub-wards in Dar es Salaam. Ramani Huria team mapped and…
vector Dar es Salaam Administrative Districts
Districts/municipalities of Dar es Salaam. Districts corresponds to administrative level 2 in the Global Administrative database (GADM). Districts covers a certain number of households, which means…
vector Dar es Salaam Administrative Region
Administrative boundaries of the Dar es Salaam region. Region corresponds to administrative level 1 in the Global Administrative database (GADM). This layer has been produced by…
vector Dar es Salaam Pharmacies
Shops in Dar es Salaam also referred to as drugstores that sell medications as regulated and licensed by the government..
vector Dar es Salaam Hospitals’ Locations
Health care institutions in Dar es Salaam providing in-patient medical treatment by specialised staff and equipment, and typically providing nursing care for longer-term patient stays..
vector Dar es Salaam Education Facilities’ Locations
Educational facilities in Dar es Salaam including kindergarten, primary and secondary school, college and universities that provide education services..
vector Dar es Salaam Hospitals
Health care institutions in Dar es Salaam providing in-patient medical treatment by specialised staff and equipment, and typically providing nursing care for longer-term patient stays..
raster Dar es Salaam Canopy Cover – Probability
This 0.5m raster layer estimates tree canopy cover in the region of Dar es Salaam. The canopy probability is higher when it is more certain that…
raster Dar es Salaam Canopy Cover – Binary
This 0.5m resolution raster datasets holds information of tree canopy cover in Dar es Salaam region. The canopy is represented as binary data - whether there…
vector Kigogo Flood experience areas 2023
This dataset represents Kigogo ward community members' experiences on areas where they have encountered floods. The dataset was collected during a 4-day participatory mapping campaign in…
vector Kigogo Flood experience locations 2023
This dataset represents Kigogo ward community members' experiences on locations where they have encountered floods. The dataset was collected during a 4-day participatory mapping campaign in…
vector Tandale Flood experience areas 2023
This dataset represents Tandale ward community members' experiences on areas where they have encountered floods. The dataset was collected during a 4-day participatory mapping campaign in…
vector Tandale Flood experience locations 2023
This dataset represents Tandale community members' experiences on places where they have encountered floods. The dataset was collected during a 4-day participatory mapping campaign in October…
vector Mwanza Drainage Points
This dataset contains information about locations of drain points of interest in Mwanza city. These points identify various features found within drainage system such as blockagees,…
vector Mwanza drainage points elevations
This dataset contains information about drainage elevation in Mwanza city. The points of elevation have been captured by using Real Time Kinematik (RTK) as it enables…
raster METEOR Project Fluvial Flood Hazard Map for Tanzania (Defended_ 1 in 200 years)
The data presented here show the modelled water depth for flood events of different return periods. Both fluvial flooding (flooding from rivers) and pluvial flooding (local…
vector Msimbazi River Valley Planning Area Boundary_ 2018
Boundary for the Msimbazi River Valley Planning Area, which is a pipeline project that aims to enable spatial planning within the Msimbazi River Valley and to…
vector Kigogo Extreme heat experience areas 2023
This dataset represents Kigogo ward community members' experiences on areas where they have encountered extreme heat. The dataset was collected during a 4-day participatory mapping campaign…
vector Kigogo Extreme heat experience locations 2023
This dataset represents Kigogo ward community members' experiences on places where they have encountered extreme heat. The dataset was collected during a 4-day participatory mapping campaign…
vector Kigogo Air pollution experience areas 2023
This dataset represents Kigogo ward community members' experiences on areas where they have encountered air pollution. The dataset was collected during a 4-day participatory mapping campaign…
vector Kigogo air pollution experience locations 2023
This dataset represents Kigogo ward community members' experiences on locations where they have encountered air pollution. The dataset was collected during a 4-day participatory mapping campaign…
vector Tandale Extreme heat experience areas 2023
This dataset represents Tandale community members' experiences on areas where they have encountered extreme heat. The dataset was collected during a 4-day participatory mapping campaign in…
vector Tandale Extreme heat experience locations 2023
This dataset represents Tandale community members' experiences on places where they have encountered extreme heat. The dataset was collected during a 4-day participatory mapping campaign in…
vector Tandale Air pollution experience areas 2023
This dataset represents Tandale community members' experiences on areas where they have encountered air pollution. The dataset was collected during a 4-day participatory mapping campaign in…
vector Tandale Air pollution experience locations 2023
This dataset represents Tandale community members' experiences on locations where they have encountered air pollution. The dataset was collected during a 4-day participatory mapping campaign in…
vector Sumbawanga Drainage Points
This dataset contains information about locations of drain segments in Sumbawanga. This data was obtained from field survey in some of the Sumbawanga municipality wards. The…
vector Sumbawanga Drainage Points Elevations
This dataset contains information about the elevation of drain points of interest in Sumbawanga. This dataset was produced under the Tanzania Urban Resilience Program. The assignment…
vector Morogoro Drainage Points
This dataset contains information about the elevation of drain points of interest in Morogoro. This dataset was produced under the Tanzania Urban Resilience Program. The assignment…
vector Morogoro Drainage Points Elevations
This dataset contains information about the elevation of drain points of interest in Morogoro. This dataset was produced under the Tanzania Urban Resilience Program. The assignment…
vector Morogoro Drainage Segments
This dataset contains information about locations of drain segments in Morogoro, This data was obtained from a field surveys in some of the Morogoro municipality wards.…
vector Morogoro Tree Mapping
Tree mapping was done within Mazimbu campus, Morogoro, where Students collected information and locations of total of 1269 trees. Tree mapping involves collecting data from all…
vector Zanzibar Urban West Man-made Features
Dataset showing the locations of man made features in Urban West. These features are tagged as man made based on OpenStreetMap classification..
raster Landsat TM image (Unguja) 2009
This raster dataset is a satellite imagery of the island of Unguja, in Tanzania. The satellite imagery was collected using Landsat TM satellite, which has 6…
raster Land cover classification of Unguja 2009 (2009_LCC)
This raster dataset is a land cover classification of the island of Unguja, in Tanzania. The dataset consists of seven classes. The data was done using…
vector Zanzibar Urban West Amenities
This data set contains all amenities in 42 Wards in the Zanzibar Urban West in 2019. Amenities are, for example, clinics, banks, restaurants and other businesses.…
vector Nungwi Community Heritage
This dataset contains information about locations of areas of cultural significance to the local community in Nungwi. Community heritage in this case means important sites/places/things which…
vector Nungwi Community Centers
This dataset contains information about locations of public community spaces in Nungwi. A community center is a social space where community members congregate for various purposes…
vector Nungwi Inland Waters
This dataset contains geometries of inland waters in Nungwi. This data was obtained from digitization of drone imagery and field verification survey in Nungwi. It was…
vector Pemba Island Orthophoto_ 7cm 2018
High-resolution, 3-band, true color orthophotos covering most of the Zanzibar Pemba island, excluding some highland parts of the island. A single image covers the area of…
vector Nungwi Tourist Attractions
This dataset contains information about tourist attactions in Nungwi. This data was obtained from field survey in Nungwi. It was produced under the project Resilience Academy…
vector Nungwi Dining and Recreation
This dataset contains information about locations of eateries and recreational areas in Nungwi. This data was obtained from field survey in Nungwi. It was produced under…
vector Nungwi Playgrounds
This dataset contains information about playgrounds in Nungwi. This data was obtained from field survey in Nungwi. It was produced under the project Resilience Academy –…
vector Nungwi Solid Waste Management
This dataset contains information about locations of waste disposal points Nungwi This data was obtained from field survey in Nungwi. It was produced under the project…
vector Nungwi Toilets
This dataset contains information about locations of toilets in Nungwi This data was obtained from field survey in Nungwi. It was produced under the project Resilience…
vector Nungwi Water Points
The Nungwi Water Points dataset provides geospatial information on water access points within Nungwi, located in the northern part of Unguja Island, Zanzibar, United Republic of…
vector Nungwi Water Points
This dataset contains information about locations of water points Nungwi This data was obtained from field survey in Nungwi. It was produced under the project Resilience…
vector Nungwi Protected Areas
This dataset contains the location of the protected biodiversity area in Nungwi. This data was obtained from field survey in Nungwi. It was produced under the…
vector Nungwi Art Centers
This dataset contains information about art spaces in Nungwi. Art centers are shops in which artist showcase some of their art works as well as act…
vector Nungwi Craft Workshops
This dataset contains information about crafts in Nungwi. This data was obtained from field survey in Nungwi. It was produced under the project Resilience Academy –…
vector Nungwi Religious Facilities
This dataset contains information about religious institutions in Nungwi This data was obtained from field survey in Nungwi. It was produced under the project Resilience Academy…
vector Zanzibar Urban West Drainage Points
This shows the locations of point features directly linked to drainage. For example, the locations of water inflows into drainage lines..
vector Zanzibar Urban West Open Areas
This shows the locations of open areas within Urban West that are predominantly used as play grounds..
vector Nungwi Land Use
This dataset approximates the current land use in Nungwi. This data was derived from a building survey that was done in the entire Nungwi area. It…
vector Unguja Island Orthophoto_ 7cm 2017
High-resolution, 3-band, true color orthophotos covering the Zanzibar Unguja island. A single image covers the area of max 3x3km. Images were mapped with drones. Spatial resolution…
vector Zanzibar Urban West Retail Services
Locations of places of business in Urban West..
vector Nungwi Businesses
This dataset contains information about businesses in Nungwi. This data was obtained from field survey in Nungwi. It was produced under the project Resilience Academy –…
vector Nungwi Information Signs
This dataset contains information about physical signage in Nungwi. This data was obtained from field survey in Nungwi. It was produced under the project Resilience Academy…
vector Nungwi Useful Services
This dataset contains information about points of interest in Nungwi, such as ATMs, gas stations and money exchange services. This data was obtained from field survey…
vector Zanzibar Urban West Trees
The distribution of trees in Urban West as digitized from high resolution drone imagery..
vector Nungwi Trees
This dataset contains information about tree cover in Nungwi. This data was obtained from field survey in Nungwi as well as digitization on high resolution imagery.…
vector Zanzibar Urban West Road Network
The road network of Zanzibar Urban West categorized according to the OpenStreetMap highway classification..
vector Zanzibar Urban West Buildings
Building footprints of Zanzibar Urban West Region..
vector Nungwi Street Lighting
This dataset contains information about locations of streetlights (public and private) in Nungwi. This data was obtained from field survey in Nungwi. It was produced under…
vector Nungwi Swimming Pools
This dataset contains swimming pools as digitized from drone imagery. Verification of this features was done by a field survey in Nungwi. It was produced under…
vector Nungwi Roads
This dataset contains information about roads in Nungwi area. The geometry was sourced from OpenStreetMap while the other attributes were attached to the geometry during a…
vector Nungwi Buildings
This dataset contains information about the built nature and use of buildings in Nungwi area. The geometry was sourced from the Commission for Lands and from…
vector Unguja Island Administrative Wards
This layer represents all Wards (Shehias in Swahili) of Unguja Island. Ward is the smallest geographical administrative unit in Zanzibar. The boundaries are officially determined by…
vector Zanzibar Urban West Administrative Wards
Lowest administrative areas in Zanzibar Urban West. Wards (shehias in Swahili). This dataset is part of the "Unguja Island Administrative Wards" dataset, also available in the…
vector Nungwi Education Facilities
This dataset contains information about learning institutions in Nungwi This data was obtained from field survey in Nungwi. It was produced under the project Resilience Academy…
vector Nungwi Health Facilities
This dataset contains information about medical institutions in Nungwi This data was obtained from field survey in Nungwi. It was produced under the project Resilience Academy…
vector Zanzibar Government Forests
This dataset represents government owned forests in Pemba and Unguja islands of Zanzibar. Data was created during the ZEIMS (Zanzibar Environmental Information System) project..