Spatial datasets used in the PUMA data exploration module can be also downloaded as a GIS-ready data for direct visualization and analysis in your own system. Please select the dataset type and browse datasets available for downloading.

PUMA Land Use dataset Hai Phong

Description:

PUMA Land Use dataset Hai Phong contains data produced as part of the assignment ‘Platform for Urban Management and Analysis (PUMA) - Software Development and Satellite Imagery Processing Consultants’ by GISAT, Czech Republic for the World Bank. These represent up-to-date (c2012) and retrospective (c2000) land use layers per wider metropolitan area of Hai Phong. Please refer to the PUMA terms and conditions (at puma.worldbank.org) for conditions of use and attribution requirements.

Downloads

zip - 3.9 MB

PUMA Land Use dataset Cebu City

Description:

PUMA Land Use dataset Cebu City contains data produced as part of the assignment ‘Platform for Urban Management and Analysis (PUMA) - Software Development and Satellite Imagery Processing Consultants’ by GISAT, Czech Republic for the World Bank. These represent up-to-date (c2012) and retrospective (c2000) land use layers per wider metropolitan area of Cebu. Please refer to the PUMA terms and conditions (at puma.worldbank.org) for conditions of use and attribution requirements.

Downloads

zip - 9.4 MB

PUMA Land User dataset Ulaanbaatar

Description:

PUMA Land Use dataset Ulaanbaatar contains data produced as part of the assignment ‘Platform for Urban Management and Analysis (PUMA) - Software Development and Satellite Imagery Processing Consultants’ by GISAT, Czech Republic for the World Bank. These represent up-to-date (c2012) and retrospective (c2000) land use layers per wider metropolitan area of Ulaanbaatar. Please refer to the PUMA terms and conditions (at puma.worldbank.org) for conditions of use and attribution requirements.

Downloads

zip - 8.2 MB

PUMA Land Use dataset - Surabaya

Description:

PUMA Land Use dataset Surabaya contains data produced as part of the assignment ‘Platform for Urban Management and Analysis (PUMA) - Software Development and Satellite Imagery Processing Consultants’ by GISAT, Czech Republic for the World Bank. These represent up-to-date (c2012) and retrospective (c2000) land use layers per wider metropolitan area of Surabaya. Please refer to the PUMA terms and conditions (at puma.worldbank.org) for conditions of use and attribution requirements.

Downloads

zip - 23.6 MB