The Admin Boundaries Data repository at MapMind Lab provides essential geospatial datasets defining administrative divisions, including national, regional, district, sector, and local boundaries. This data is crucial for urban planning, governance, and spatial analysis. It includes Shapefiles, GeoJSON, and Maps in various formats for seamless integration into GIS applications. Researchers, policymakers, and organizations can utilize this dataset for decision-making, resource allocation, and development planning, ensuring accurate representation of administrative structures.

The Population Data Repository at MapMind Lab leverages geospatial intelligence to provide comprehensive insights into population dynamics. It hosts spatial data such as population density, migration patterns, and age distribution in formats like shapefiles, GeoJSON, and maps. Non-spatial data includes statistical tables and detailed reports on census findings and projections. This repository supports informed decision-making in urban planning, resource allocation, and policy development by integrating spatial and demographic analysis.

The Urbanization and Settlements Data Repository at MapMind Lab harnesses geospatial intelligence to analyze and visualize urban growth and settlement patterns. It features spatial data like Cities, Town, Villages, Settlement boundaries, building footprints, and informal settlement layers in formats such as shapefiles, GeoJSON, and maps, alongside non-spatial data including housing statistics and urban policy reports. This repository aids in urban planning, infrastructure development, and sustainable settlement management through precise data-driven insights.

The Land Use & Master Plan Data Repository encompasses a comprehensive collection of spatial and non-spatial data, including shapefiles, GeoJSON files, and various map formats for the NLUDMP 2020 - 2050 and associated plans. It serves as a vital resource for geospatial intelligence, enabling policymakers and urban planners to analyze land use patterns and make informed decisions for sustainable development and urban planning, ultimately fostering better management of urban spaces and resources.

The Transportation Data Repository offers a rich array of spatial and non-spatial datasets, including shapefiles and GeoJSON files for navigation paths, road networks, transit routes, and transportation facilities like airports and ports. This repository is essential for geospatial intelligence, facilitating in-depth analysis and visualization of transportation systems. By providing insights into mobility patterns and infrastructure, it empowers urban planners and policymakers to enhance connectivity and optimize transportation planning for efficient movement within regions.

The Agriculture and Livestock Data repository at MapMind Lab provides geospatial and statistical datasets on farming activities, crop distribution, soil types, grazing areas, and livestock populations. This data is essential for agricultural planning, food security, and sustainable land management. It includes Shapefiles, GeoJSON, Maps, and Tables in various formats, enabling integration into GIS applications. Researchers, policymakers, and stakeholders can use this data for precision farming, resource allocation, and monitoring agricultural productivity.

The Socio-Facilities Data Repository is a comprehensive collection of spatial and non-spatial data, including shapefiles and GeoJSON files that represent various community facilities such as education, health, and sport and leisures. By integrating these datasets, the repository provides valuable insights for geospatial intelligence, enabling stakeholders to assess the availability and distribution of essential services. This facilitates informed decision-making in urban planning, resource allocation, and community development, ultimately enhancing the quality of life for residents.

The Spatial Economic Data Repository is a comprehensive collection of spatial and non-spatial datasets designed to support geospatial intelligence and analysis. It includes shapefiles and GeoJSON formats for employment, trade, commerce, and industry, along with spatial economic maps in PDF and PNG formats. Non-spatial resources include CSV and XLS tables, as well as detailed PDF reports. This repository enables informed decision-making by integrating economic insights with spatial dimensions.

The Hydrography Data Repository offers a rich collection of spatial and non-spatial datasets to enhance geospatial intelligence and water resource analysis. It includes shapefiles and GeoJSON formats for river networks, watershed boundaries, lakes, oceans, and drainage basins, complemented by hydrography maps in PDF and PNG formats. Non-spatial data, such as CSV and XLS tables and detailed PDF reports, supports comprehensive understanding and informed decision-making in hydrographic and environmental studies.

The Topography Data Repository is a comprehensive resource for geospatial intelligence, offering spatial and non-spatial datasets to support terrain analysis and mapping. It includes shapefiles and GeoJSON formats for DEM, DTM, contour lines, terrain classification layers, and hillshade layers, along with detailed topographic maps in PDF and PNG formats. Complemented by CSV and XLS tables and in-depth PDF reports, it provides essential tools for understanding and managing Earth’s surface features.

The Vegetation and Land Cover Data Repository is a vital resource for geospatial intelligence, providing spatial and non-spatial datasets to analyze and monitor Earth's ecosystems. It includes shapefiles and GeoJSON formats for land cover classification, forest cover boundaries, deforestation zones, and protected areas, complemented by vegetation maps in PDF and PNG formats. With CSV and XLS tables and detailed PDF reports, it supports informed decision-making in environmental management and conservation efforts.

The Climate Data Repository is an essential resource for geospatial intelligence, offering spatial and non-spatial datasets to analyze and address climate-related challenges. It includes shapefiles and GeoJSON formats for climate risk zones, temperature distribution, drought-prone areas, and precipitation patterns, along with climate trend maps in PDF and PNG formats. Supported by CSV and XLS tables and detailed PDF reports, it aids in climate research, risk assessment, and sustainable environmental planning.

The Historical and Cultural Data Repository is a key resource for geospatial intelligence, providing spatial and non-spatial datasets to explore and preserve cultural heritage. It includes shapefiles and GeoJSON formats for heritage sites, cultural landscapes, memorial locations, and archaeological excavation zones, along with historical event and cultural site maps in PDF and PNG formats. Complemented by CSV and XLS tables and detailed PDF reports, it supports cultural preservation and historical research.