GDAL - interacting with WMS¶
GDAL - Geospatial Data Abstration Library
Set up¶
Use - opengeo
micromamba env.
Move to gdal-tools
folder.
In [1]:
Copied!
cd /Users/abharathi/Documents/gis_data/gdal-tools/
cd /Users/abharathi/Documents/gis_data/gdal-tools/
/Users/abharathi/Documents/gis_data/gdal-tools
In [2]:
Copied!
ls
ls
1870_southern-india.jpg* landsat8/ 5d16a93f1cf0f6000579ad2c.tif london_1m_dsm/ batch.py* naip/ batch_parallel.py* precipitation.gpkg earth_at_night.jpg* prism/ earthquakes/ spatial_query.gpkg gdal_stuff.qgz srtm/ geonames/ worldcities.csv*
WMS with GDAL¶
You can download tiles. You can use gdal_translate -of WMS <url> output.xml
to create a layer file in XML that you can share the url to consumers of qgis.
List layers¶
In [3]:
Copied!
!gdalinfo "WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?version=1.3.0"
!gdalinfo "WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?version=1.3.0"
Driver: WMS/OGC Web Map Service Files: none associated Size is 512, 512 Subdatasets: SUBDATASET_1_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=cartographic%3Anational-boundaries&CRS=EPSG:4326&BBOX=-55.792,-180.0,83.667,180.0 SUBDATASET_1_DESC=cartographic:national-boundaries SUBDATASET_2_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=cartographic%3A00-global-labels&CRS=CRS:84&BBOX=-177.225,-51.741,178.45,78.877 SUBDATASET_2_DESC=Global Labels SUBDATASET_3_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=cartographic%3A00-gpw-v3-national-admin-boundaries&CRS=CRS:84&BBOX=-180.0,-55.792,180.0,83.667 SUBDATASET_3_DESC=National Boundaries Medium Scale SUBDATASET_4_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=cartographic%3A00-gpw-v3-national-admin-boundaries_generalized&CRS=CRS:84&BBOX=-180.0,-55.792,180.0,83.625 SUBDATASET_4_DESC=National Boundaries Small Scale SUBDATASET_5_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=cartographic%3A00-grump-v1-national-admin-boundaries&CRS=CRS:84&BBOX=-180.0,-55.767,180.0,83.633 SUBDATASET_5_DESC=National Boundaries Large Scale SUBDATASET_6_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=aglands%3Aaglands-croplands-2000&CRS=CRS:84&BBOX=-180.0,-90.0,179.978,89.989 SUBDATASET_6_DESC=Global Agricultural Lands: Croplands, 2000 SUBDATASET_7_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=aglands%3Aaglands-pastures-2000&CRS=CRS:84&BBOX=-180.0,-90.0,179.978,89.989 SUBDATASET_7_DESC=Global Agricultural Lands: Pastures, 2000 SUBDATASET_8_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=anthromes%3Aanthromes-anthropogenic-biomes-world-v1&CRS=CRS:84&BBOX=-180.0,-55.75,180.0,83.083 SUBDATASET_8_DESC=Anthropogenic Biomes v1 SUBDATASET_9_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=anthromes%3Aanthromes-anthropogenic-biomes-world-v2-1700&CRS=CRS:84&BBOX=-180.00000000000003,-89.99999999999996,179.99999999999974,89.99999999999993 SUBDATASET_9_DESC=Anthropogenic Biomes v2: 1700 SUBDATASET_10_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=anthromes%3Aanthromes-anthropogenic-biomes-world-v2-1800&CRS=CRS:84&BBOX=-180.00000000000003,-89.99999999999996,179.99999999999974,89.99999999999993 SUBDATASET_10_DESC=Anthropogenic Biomes v2: 1800 SUBDATASET_11_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=anthromes%3Aanthromes-anthropogenic-biomes-world-v2-1900&CRS=CRS:84&BBOX=-180.00000000000006,-89.99999999999994,179.99999999999972,89.99999999999994 SUBDATASET_11_DESC=Anthropogenic Biomes v2: 1900 SUBDATASET_12_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=anthromes%3Aanthromes-anthropogenic-biomes-world-v2-2000&CRS=CRS:84&BBOX=-180.00000000000003,-89.99999999999996,179.99999999999974,89.99999999999993 SUBDATASET_12_DESC=Anthropogenic Biomes v2: 2000 SUBDATASET_13_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=crop-climate%3Acrop-climate-effects-climate-global-food-production&CRS=CRS:84&BBOX=-180.0,-55.767,180.0,83.633 SUBDATASET_13_DESC=Crop Climate: Maize, Rice, and Wheat SUBDATASET_14_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=energy%3Aenergy-pop-exposure-nuclear-plants-locations_plants&CRS=CRS:84&BBOX=-124.209044,-33.968002,166.539698,68.050658 SUBDATASET_14_DESC=Nuclear Power Plant Locations SUBDATASET_15_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2010&CRS=CRS:84&BBOX=-180.0,-55.792,180.0,83.667 SUBDATASET_15_DESC=EPI 2010 SUBDATASET_16_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2010_agriculture&CRS=CRS:84&BBOX=-180.0,-55.792,180.0,83.667 SUBDATASET_16_DESC=EPI 2010_Agriculture SUBDATASET_17_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2010_air-pollution-effects-on-ecosystems&CRS=CRS:84&BBOX=-180.0,-55.792,180.0,83.667 SUBDATASET_17_DESC=EPI 2010: Air Pollution Effects on Ecosystems SUBDATASET_18_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2010_air-pollution-effects-on-human-health&CRS=CRS:84&BBOX=-180.0,-55.792,180.0,83.667 SUBDATASET_18_DESC=EPI 2010: Air Pollution Effects on Human Health SUBDATASET_19_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2010_biodiversity-and-habitat&CRS=CRS:84&BBOX=-180.0,-55.792,180.0,83.667 SUBDATASET_19_DESC=EPI 2010: Biodiversity and Habitat SUBDATASET_20_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2010_climate-change&CRS=CRS:84&BBOX=-180.0,-55.792,180.0,83.667 SUBDATASET_20_DESC=EPI 2010: Climate Change SUBDATASET_21_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2010_environmental-burden-of-disease&CRS=CRS:84&BBOX=-180.0,-55.792,180.0,83.667 SUBDATASET_21_DESC=EPI 2010: Environmental Burden of Disease SUBDATASET_22_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2010_fisheries&CRS=CRS:84&BBOX=-180.0,-55.792,180.0,83.667 SUBDATASET_22_DESC=EPI 2010: Fisheries SUBDATASET_23_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2010_forestry&CRS=CRS:84&BBOX=-180.0,-55.792,180.0,83.667 SUBDATASET_23_DESC=EPI 2010: Forestry SUBDATASET_24_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2010_water-effects-on-ecosystems&CRS=CRS:84&BBOX=-180.0,-55.792,180.0,83.667 SUBDATASET_24_DESC=EPI 2010: Water Effects on Ecosystems SUBDATASET_25_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2010_water-effects-on-human-health&CRS=CRS:84&BBOX=-180.0,-55.792,180.0,83.667 SUBDATASET_25_DESC=EPI 2010: Water Effects on Human Health SUBDATASET_26_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2014&CRS=CRS:84&BBOX=-179.99999999977967,-55.76666666677943,180.0,83.63333333322049 SUBDATASET_26_DESC=Environmental Performance Index 2014 SUBDATASET_27_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2014_eh&CRS=CRS:84&BBOX=-179.99999999977967,-55.76666666677943,180.0,83.63333333322049 SUBDATASET_27_DESC=EPI 2014: Environmental Health Objective SUBDATASET_28_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2014_eh-air-quality&CRS=CRS:84&BBOX=-179.99999999977967,-55.76666666677943,180.0,83.63333333322049 SUBDATASET_28_DESC=EPI 2014: Environmental Health Objective - Air Quality SUBDATASET_29_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2014_eh-health-impacts&CRS=CRS:84&BBOX=-179.99999999977967,-55.76666666677943,180.0,83.63333333322049 SUBDATASET_29_DESC=EPI 2014: Environmental Health Objective - Health Impacts SUBDATASET_30_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2014_eh-water-and-sanitation&CRS=CRS:84&BBOX=-179.99999999977967,-55.76666666677943,180.0,83.63333333322049 SUBDATASET_30_DESC=EPI 2014: Environmental Health Objective - Water and Sanitation SUBDATASET_31_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2014_ev&CRS=CRS:84&BBOX=-179.99999999977967,-55.76666666677943,180.0,83.63333333322049 SUBDATASET_31_DESC=EPI 2014: Ecosystem Vitality Objective SUBDATASET_32_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2014_ev-agriculture&CRS=CRS:84&BBOX=-179.99999999977967,-55.76666666677943,180.0,83.63333333322049 SUBDATASET_32_DESC=EPI 2014: Ecosystem Vitality Objective - Agriculture SUBDATASET_33_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2014_ev-biodiversity-and-habitat&CRS=CRS:84&BBOX=-179.99999999977967,-55.76666666677943,180.0,83.63333333322049 SUBDATASET_33_DESC=EPI 2014: Ecosystem Vitality Objective - Biodiversity and Habitat SUBDATASET_34_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2014_ev-climate-and-energy&CRS=CRS:84&BBOX=-179.99999999977967,-55.76666666677943,180.0,83.63333333322049 SUBDATASET_34_DESC=EPI 2014: Ecosystem Vitality Objective - Climate and Energy SUBDATASET_35_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2014_ev-fisheries&CRS=CRS:84&BBOX=-179.99999999977967,-55.76666666677943,180.0,83.63333333322049 SUBDATASET_35_DESC=EPI 2014: Ecosystem Vitality Objective - Fisheries SUBDATASET_36_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2014_ev-forests&CRS=CRS:84&BBOX=-179.99999999977967,-55.76666666677943,180.0,83.63333333322049&TRANSPARENT=FALSE SUBDATASET_36_DESC=EPI 2014: Ecosystem Vitality Objective - Forests SUBDATASET_37_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2014_ev-water-resources&CRS=CRS:84&BBOX=-179.99999999977967,-55.76666666677943,180.0,83.63333333322049 SUBDATASET_37_DESC=EPI 2014: Ecosystem Vitality Objective - Water Resources SUBDATASET_38_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2014_percent-change&CRS=CRS:84&BBOX=-179.99999999977967,-55.76666666677943,180.0,83.63333333322049 SUBDATASET_38_DESC=EPI 2014: Ten-Year Percent Change SUBDATASET_39_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2016&CRS=CRS:84&BBOX=-179.99999999999997,-59.484279632568246,180.00000000000043,83.62741851806643 SUBDATASET_39_DESC=EPI 2016 SUBDATASET_40_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2016_eh&CRS=CRS:84&BBOX=-179.99999999999997,-59.484279632568246,180.00000000000043,83.62741851806643 SUBDATASET_40_DESC=EPI 2016_Environmental Health Objective SUBDATASET_41_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2016_eh-air-quality&CRS=CRS:84&BBOX=-179.99999999999997,-59.484279632568246,180.00000000000043,83.62741851806643 SUBDATASET_41_DESC=EPI 2016_Environmental Health Objective - Air Quality SUBDATASET_42_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2016_eh-health-impacts&CRS=CRS:84&BBOX=-179.99999999999997,-59.484279632568246,180.00000000000043,83.62741851806643 SUBDATASET_42_DESC=EPI 2016_Environmental Health Objective - Health Impacts SUBDATASET_43_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2016_eh-water-and-sanitation&CRS=CRS:84&BBOX=-179.99999999999997,-59.484279632568246,180.00000000000043,83.62741851806643 SUBDATASET_43_DESC=EPI 2016_Environmental Health Objective - Water and Sanitation SUBDATASET_44_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2016_ev&CRS=CRS:84&BBOX=-179.99999999999997,-59.484279632568246,180.00000000000043,83.62741851806643 SUBDATASET_44_DESC=EPI 2016_Ecosystem Vitality Objective SUBDATASET_45_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2016_ev-agriculture&CRS=CRS:84&BBOX=-179.99999999999997,-59.484279632568246,180.00000000000043,83.62741851806643 SUBDATASET_45_DESC=EPI 2016_Ecosystem Vitality Objective - Agriculture SUBDATASET_46_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2016_ev-biodiversity-and-habitat&CRS=CRS:84&BBOX=-179.99999999999997,-59.484279632568246,180.00000000000043,83.62741851806643 SUBDATASET_46_DESC=EPI 2016_Ecosystem Vitality Objective - Biodiversity and Habitat SUBDATASET_47_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2016_ev-climate-and-energy&CRS=CRS:84&BBOX=-179.99999999999997,-59.484279632568246,180.00000000000043,83.62741851806643 SUBDATASET_47_DESC=EPI 2016_Ecosystem Vitality Objective - Climate and Energy SUBDATASET_48_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2016_ev-fisheries&CRS=CRS:84&BBOX=-179.99999999999997,-59.484279632568246,180.00000000000043,83.62741851806643 SUBDATASET_48_DESC=EPI 2016_Ecosystem Vitality Objective - Fisheries SUBDATASET_49_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2016_ev-forests&CRS=CRS:84&BBOX=-179.99999999999997,-59.484279632568246,180.00000000000043,83.62741851806643 SUBDATASET_49_DESC=EPI 2016_Ecosystem Vitality Objective - Forests SUBDATASET_50_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2016_ev-water-resources&CRS=CRS:84&BBOX=-179.99999999999997,-59.484279632568246,180.00000000000043,83.62741851806643 SUBDATASET_50_DESC=EPI 2016_Ecosystem Vitality Objective - Water Resources SUBDATASET_51_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2016_percent-change&CRS=CRS:84&BBOX=-179.99999999999997,-59.484279632568246,180.00000000000043,83.62741851806643 SUBDATASET_51_DESC=EPI 2016_Ten-Year Percent Change SUBDATASET_52_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2018&CRS=CRS:84&BBOX=-179.99999999990004,-59.49166666668327,180.00000000010002,83.63333333326676 SUBDATASET_52_DESC=EPI 2018 SUBDATASET_53_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2018_eco&CRS=CRS:84&BBOX=-179.99999999990004,-59.49166666668327,180.00000000010002,83.63333333326676 SUBDATASET_53_DESC=EPI 2018_Ecosystem Vitality Objective SUBDATASET_54_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2018_eco-agriculture&CRS=CRS:84&BBOX=-179.99999999990004,-59.49166666668327,180.00000000010002,83.63333333326676 SUBDATASET_54_DESC=EPI 2018_Ecosystem Vitality Objective - Agriculture SUBDATASET_55_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2018_eco-air-pollution&CRS=CRS:84&BBOX=-179.99999999990004,-59.49166666668327,180.00000000010002,83.63333333326676 SUBDATASET_55_DESC=EPI 2018_Ecosystem Vitality Objective - Air Pollution SUBDATASET_56_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2018_eco-biodiversity-and-habitat&CRS=CRS:84&BBOX=-179.99999999990004,-59.49166666668327,180.00000000010002,83.63333333326676 SUBDATASET_56_DESC=EPI 2018_Ecosystem Vitality Objective - Biodiversity and Habitat SUBDATASET_57_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2018_eco-climate-and-energy&CRS=CRS:84&BBOX=-179.99999999990004,-59.49166666668327,180.00000000010002,83.63333333326676 SUBDATASET_57_DESC=EPI 2018_Ecosystem Vitality Objective - Climate and Energy SUBDATASET_58_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=epi%3Aepi-environmental-performance-index-2018_eco-fisheries&CRS=CRS:84&BBOX=-179.99999999990004,-59.49166666668327,180.00000000010002,83.63333333326676 SUBDATASET_58_DESC=EPI 2018_Ecosystem Vitality Objective - Fisheries 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SUBDATASET_102_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-nitrogen-fertilizer-application&CRS=CRS:84&BBOX=-180.0,-55.761,180.0,83.739 SUBDATASET_102_DESC=Nitrogen Fertilizer Application SUBDATASET_103_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-nitrogen-in-manure-production&CRS=CRS:84&BBOX=-180.0,-55.761,180.0,83.739 SUBDATASET_103_DESC=Nitrogen in Manure Production SUBDATASET_104_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-pest-chemgrids-v1-01_app-rate-glyphosate-alfalfa-high-est-2015&CRS=CRS:84&BBOX=-178.91666666666666,-56.04249827067055,179.91666666666666,84.04083506266277 SUBDATASET_104_DESC=PEST-CHEMGRIDS_2015, v1.01 Application Rate Glyphosate Alfalfa High Estimate 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SUBDATASET_109_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-pest-chemgrids-v1-01_app-rate-glyphosate-soybean-high-est-2015&CRS=CRS:84&BBOX=-178.91666666666666,-56.04249827067055,179.91666666666666,84.04083506266277 SUBDATASET_109_DESC=PEST-CHEMGRIDS_2015, v1.01 Application Rate Glyphosate Soybean High Estimate SUBDATASET_110_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-pest-chemgrids-v1-01_app-rate-glyphosate-wheat-high-est-2015&CRS=CRS:84&BBOX=-178.91666666666666,-56.04249827067055,179.91666666666666,84.04083506266277 SUBDATASET_110_DESC=PEST-CHEMGRIDS_2015, v1.01 Application Rate Glyphosate Wheat High Estimate SUBDATASET_111_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-pest-chemgrids-v1-01_app-rate-metam-vegetables-fruits-high-est-2015&CRS=CRS:84&BBOX=-178.91666666666666,-56.04249827067055,179.91666666666666,84.04083506266277 SUBDATASET_111_DESC=PEST-CHEMGRIDS_2015, v1.01 Application Rate Metam Vegetables and Fruits High Estimate SUBDATASET_112_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-pest-chemgrids-v1-01_app-rate-petroleum-oil-orchards-grapes-high-est-2015&CRS=CRS:84&BBOX=-178.91666666666666,-56.04249827067055,179.91666666666666,84.04083506266277 SUBDATASET_112_DESC=PEST-CHEMGRIDS_2015, v1.01 Application Rate Petroleum Oil Orchards and Grapes High Estimate SUBDATASET_113_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-pest-chemgrids-v1-01_app-rate-propanil-rice-high-est-2015&CRS=CRS:84&BBOX=-178.91666666666666,-56.04249827067055,179.91666666666666,84.04083506266277 SUBDATASET_113_DESC=PEST-CHEMGRIDS_2015, v1.01 Application Rate Propanil Rice High Estimate SUBDATASET_114_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-pest-chemgrids_app-rate-glyphosate-alfalfa-high-est-2015&CRS=CRS:84&BBOX=-178.91666666666666,-56.04249827067055,179.91666666666666,84.04083506266277 SUBDATASET_114_DESC=PEST-CHEMGRIDS_2015 Application Rate Glyphosate Alfalfa High Estimate SUBDATASET_115_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-pest-chemgrids_app-rate-glyphosate-corn-high-est-2015&CRS=CRS:84&BBOX=-178.91666666666666,-56.04249827067055,179.91666666666666,84.04083506266277 SUBDATASET_115_DESC=PEST-CHEMGRIDS_2015 Application Rate Glyphosate Corn High Estimate SUBDATASET_116_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-pest-chemgrids_app-rate-glyphosate-cotton-high-est-2015&CRS=CRS:84&BBOX=-178.91666666666666,-56.04249827067055,179.91666666666666,84.04083506266277 SUBDATASET_116_DESC=PEST-CHEMGRIDS_2015 Application Rate Glyphosate Cotton High Estimate SUBDATASET_117_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-pest-chemgrids_app-rate-glyphosate-other-crops-high-est-2015&CRS=CRS:84&BBOX=-178.91666666666666,-56.04249827067055,179.91666666666666,84.04083506266277 SUBDATASET_117_DESC=PEST-CHEMGRIDS_2015 Application Rate Glyphosate Other Crops High Estimate SUBDATASET_118_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-pest-chemgrids_app-rate-glyphosate-pasture-hay-high-est-2015&CRS=CRS:84&BBOX=-178.91666666666666,-56.04249827067055,179.91666666666666,84.04083506266277 SUBDATASET_118_DESC=PEST-CHEMGRIDS_2015 Application Rate Glyphosate Pasture and Hay High Estimate SUBDATASET_119_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-pest-chemgrids_app-rate-glyphosate-soybean-high-est-2015&CRS=CRS:84&BBOX=-178.91666666666666,-56.04249827067055,179.91666666666666,84.04083506266277 SUBDATASET_119_DESC=PEST-CHEMGRIDS_2015 Application Rate Glyphosate Soybean High Estimate SUBDATASET_120_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-pest-chemgrids_app-rate-glyphosate-wheat-high-est-2015&CRS=CRS:84&BBOX=-178.91666666666666,-56.04249827067055,179.91666666666666,84.04083506266277 SUBDATASET_120_DESC=PEST-CHEMGRIDS_2015 Application Rate Glyphosate Wheat High Estimate SUBDATASET_121_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-pest-chemgrids_app-rate-metam-vegetables-fruits-high-est-2015&CRS=CRS:84&BBOX=-178.91666666666666,-56.04249827067055,179.91666666666666,84.04083506266277 SUBDATASET_121_DESC=PEST-CHEMGRIDS_2015 Application Rate Metam Vegetables and Fruits High Estimate SUBDATASET_122_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-pest-chemgrids_app-rate-petroleum-oil-orchards-grapes-high-est-2015&CRS=CRS:84&BBOX=-178.91666666666666,-56.04249827067055,179.91666666666666,84.04083506266277 SUBDATASET_122_DESC=PEST-CHEMGRIDS_2015 Application Rate Petroleum Oil Orchards and Grapes High Estimate SUBDATASET_123_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-pest-chemgrids_app-rate-propanil-rice-high-est-2015&CRS=CRS:84&BBOX=-178.91666666666666,-56.04249827067055,179.91666666666666,84.04083506266277 SUBDATASET_123_DESC=PEST-CHEMGRIDS_2015 Application Rate Propanil Rice High Estimate SUBDATASET_124_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-phosphorus-fertilizer-application&CRS=CRS:84&BBOX=-180.0,-55.761,180.0,83.739 SUBDATASET_124_DESC=Phosphorus Fertilizer Application SUBDATASET_125_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=ferman-v1%3Aferman-v1-phosphorus-in-manure-production&CRS=CRS:84&BBOX=-180.0,-55.761,180.0,83.739 SUBDATASET_125_DESC=Phosphorus in Manure Production SUBDATASET_126_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=food%3Afood-food-insecurity-hotspots_average&CRS=CRS:84&BBOX=-92.241493,-26.868685,74.878507,38.483315 SUBDATASET_126_DESC=Food Insecurity Hotspots_Average SUBDATASET_127_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=food%3Afood-food-insecurity-hotspots_duration-crisis&CRS=CRS:84&BBOX=-92.241493,-26.868685,74.878507,38.483315 SUBDATASET_127_DESC=Food Insecurity Hotspots_Duration Crisis SUBDATASET_128_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=food%3Afood-food-insecurity-hotspots_duration-emergency&CRS=CRS:84&BBOX=-92.241493,-26.868685,74.878507,38.483315 SUBDATASET_128_DESC=Food Insecurity Hotspots_Duration Emergency SUBDATASET_129_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=food%3Afood-food-insecurity-hotspots_duration-famine&CRS=CRS:84&BBOX=-92.241493,-26.868685,74.878507,38.483315 SUBDATASET_129_DESC=Food Insecurity Hotspots_Duration Famine SUBDATASET_130_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=food%3Afood-food-insecurity-hotspots_duration-minimal&CRS=CRS:84&BBOX=-92.241493,-26.868685,74.878507,38.483315 SUBDATASET_130_DESC=Food Insecurity Hotspots_Duration Minimal SUBDATASET_131_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=food%3Afood-food-insecurity-hotspots_duration-stressed&CRS=CRS:84&BBOX=-92.241493,-26.868685,74.878507,38.483315 SUBDATASET_131_DESC=Food Insecurity Hotspots_Duration Stressed SUBDATASET_132_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=food%3Afood-food-insecurity-hotspots_frequency-crisis&CRS=CRS:84&BBOX=-92.241493,-26.868685,74.878507,38.483315 SUBDATASET_132_DESC=Food Insecurity Hotspots_Frequency Crisis SUBDATASET_133_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=food%3Afood-food-insecurity-hotspots_frequency-emergency&CRS=CRS:84&BBOX=-92.241493,-26.868685,74.878507,38.483315 SUBDATASET_133_DESC=Food Insecurity Hotspots_Frequency Emergency SUBDATASET_134_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=food%3Afood-food-insecurity-hotspots_frequency-famine&CRS=CRS:84&BBOX=-92.241493,-26.868685,74.878507,38.483315 SUBDATASET_134_DESC=Food Insecurity Hotspots_Frequency Famine SUBDATASET_135_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=food%3Afood-food-insecurity-hotspots_frequency-minimal&CRS=CRS:84&BBOX=-92.241493,-26.868685,74.878507,38.483315 SUBDATASET_135_DESC=Food Insecurity Hotspots_Frequency Minimal SUBDATASET_136_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=food%3Afood-food-insecurity-hotspots_frequency-stressed&CRS=CRS:84&BBOX=-92.241493,-26.868685,74.878507,38.483315 SUBDATASET_136_DESC=Food Insecurity Hotspots_Frequency Stressed SUBDATASET_137_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=food%3Afood-food-insecurity-hotspots_standarddeviation&CRS=CRS:84&BBOX=-92.241493,-26.868685,74.878507,38.483315 SUBDATASET_137_DESC=Food Insecurity Hotspots_Standard Deviation SUBDATASET_138_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v3%3Agpw-v3-centroids&CRS=CRS:84&BBOX=-179.2,-54.752,179.848,79.892 SUBDATASET_138_DESC=GPW v3: Centroids SUBDATASET_139_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v3%3Agpw-v3-coastlines&CRS=CRS:84&BBOX=-180.0,-55.792,180.0,83.667 SUBDATASET_139_DESC=GPW v3: Coastlines SUBDATASET_140_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v3%3Agpw-v3-land-geographic-unit-area&CRS=CRS:84&BBOX=-179.979,-58.021,180.021,84.979 SUBDATASET_140_DESC=GPW v3: Geographic Unit Area SUBDATASET_141_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v3%3Agpw-v3-population-count-future-estimates_2005&CRS=CRS:84&BBOX=-180.0,-58.0,180.0,85.0 SUBDATASET_141_DESC=GPW v3: Population Count Future Estimates 2005 SUBDATASET_142_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v3%3Agpw-v3-population-count-future-estimates_2010&CRS=CRS:84&BBOX=-180.0,-58.0,180.0,85.0 SUBDATASET_142_DESC=GPW v3: Population Count Future Estimates 2010 SUBDATASET_143_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v3%3Agpw-v3-population-count-future-estimates_2015&CRS=CRS:84&BBOX=-180.0,-58.0,180.0,85.0 SUBDATASET_143_DESC=GPW v3: Population Count Future Estimates 2015 SUBDATASET_144_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v3%3Agpw-v3-population-count_1990&CRS=CRS:84&BBOX=-180.0,-58.0,180.0,85.0 SUBDATASET_144_DESC=GPW v3: Population Count 1990 SUBDATASET_145_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v3%3Agpw-v3-population-count_1995&CRS=CRS:84&BBOX=-180.0,-58.0,180.0,85.0 SUBDATASET_145_DESC=GPW v3: Population Count 1995 SUBDATASET_146_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v3%3Agpw-v3-population-count_2000&CRS=CRS:84&BBOX=-180.0,-58.0,180.0,85.0 SUBDATASET_146_DESC=GPW v3: Population Count 2000 SUBDATASET_147_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v3%3Agpw-v3-population-density-future-estimates_2005&CRS=CRS:84&BBOX=-180.0,-58.0,180.0,85.0 SUBDATASET_147_DESC=GPW v3: Population Density Future Estimates 2005 SUBDATASET_148_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v3%3Agpw-v3-population-density-future-estimates_2010&CRS=CRS:84&BBOX=-180.0,-58.0,180.0,85.0 SUBDATASET_148_DESC=GPW v3: Population Density Future Estimates 2010 SUBDATASET_149_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v3%3Agpw-v3-population-density-future-estimates_2015&CRS=CRS:84&BBOX=-180.0,-58.0,180.0,85.0 SUBDATASET_149_DESC=GPW v3: Population Density Future Estimates 2015 SUBDATASET_150_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v3%3Agpw-v3-population-density_1990&CRS=CRS:84&BBOX=-180.0,-58.0,180.0,85.0 SUBDATASET_150_DESC=GPW v3: Population Density 1990 SUBDATASET_151_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v3%3Agpw-v3-population-density_1995&CRS=CRS:84&BBOX=-180.0,-58.0,180.0,85.0 SUBDATASET_151_DESC=GPW v3: Population Density 1995 SUBDATASET_152_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v3%3Agpw-v3-population-density_2000&CRS=CRS:84&BBOX=-180.0,-58.0,180.0,85.0 SUBDATASET_152_DESC=GPW v3: Population Density 2000 SUBDATASET_153_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a000-004bt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_153_DESC=GPWv4 BDC, v4.11_2010 Total Population Ages 0 to 4 SUBDATASET_154_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a000-004ft-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_154_DESC=GPWv4 BDC, v4.11_2010 Female Population Ages 0 to 4 SUBDATASET_155_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a000-004mt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_155_DESC=GPWv4 BDC, v4.11_2010 Male Population Ages 0 to 4 SUBDATASET_156_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a000-014bt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_156_DESC=GPWv4 BDC, v4.11_2010 Total Population Ages 0 to 14 SUBDATASET_157_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a000-014ft-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_157_DESC=GPWv4 BDC, v4.11_2010 Female Population Ages 0 to 14 SUBDATASET_158_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a000-014mt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_158_DESC=GPWv4 BDC, v4.11_2010 Male Population Ages 0 to 14 SUBDATASET_159_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a005-009bt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_159_DESC=GPWv4 BDC, v4.11_2010 Total Population Ages 5 to 9 SUBDATASET_160_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a005-009ft-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_160_DESC=GPWv4 BDC, v4.11_2010 Female Population Ages 5 to 9 SUBDATASET_161_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a005-009mt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_161_DESC=GPWv4 BDC, v4.11_2010 Male Population Ages 5 to 9 SUBDATASET_162_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a010-014bt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_162_DESC=GPWv4 BDC, v4.11_2010 Total Population Ages 10 to 14 SUBDATASET_163_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a010-014ft-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_163_DESC=GPWv4 BDC, v4.11_2010 Female Population Ages 10 to 14 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SUBDATASET_185_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a035-039mt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_185_DESC=GPWv4 BDC, v4.11_2010 Male Population Ages 35 to 39 SUBDATASET_186_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a040-044bt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_186_DESC=GPWv4 BDC, v4.11_2010 Total Population Ages 40 to 44 SUBDATASET_187_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a040-044ft-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_187_DESC=GPWv4 BDC, v4.11_2010 Female Population Ages 40 to 44 SUBDATASET_188_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a040-044mt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_188_DESC=GPWv4 BDC, v4.11_2010 Male Population Ages 40 to 44 SUBDATASET_189_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a045-049bt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_189_DESC=GPWv4 BDC, v4.11_2010 Total Population Ages 45 to 49 SUBDATASET_190_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a045-049ft-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_190_DESC=GPWv4 BDC, v4.11_2010 Female Population Ages 45 to 49 SUBDATASET_191_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a045-049mt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_191_DESC=GPWv4 BDC, v4.11_2010 Male Population Ages 45 to 49 SUBDATASET_192_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a050-054bt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_192_DESC=GPWv4 BDC, v4.11_2010 Total Population Ages 50 to 54 SUBDATASET_193_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a050-054ft-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_193_DESC=GPWv4 BDC, v4.11_2010 Female Population Ages 50 to 54 SUBDATASET_194_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a050-054mt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_194_DESC=GPWv4 BDC, v4.11_2010 Male Population Ages 50 to 54 SUBDATASET_195_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a055-059bt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_195_DESC=GPWv4 BDC, v4.11_2010 Total Population Ages 55 to 59 SUBDATASET_196_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a055-059ft-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_196_DESC=GPWv4 BDC, v4.11_2010 Female Population Ages 55 to 59 SUBDATASET_197_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a055-059mt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_197_DESC=GPWv4 BDC, v4.11_2010 Male Population Ages 55 to 59 SUBDATASET_198_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a060-064bt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_198_DESC=GPWv4 BDC, v4.11_2010 Total Population Ages 60 to 64 SUBDATASET_199_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a060-064ft-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_199_DESC=GPWv4 BDC, v4.11_2010 Female Population Ages 60 to 64 SUBDATASET_200_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a060-064mt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_200_DESC=GPWv4 BDC, v4.11_2010 Male Population Ages 60 to 64 SUBDATASET_201_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a065-069bt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_201_DESC=GPWv4 BDC, v4.11_2010 Total Population Ages 65 to 69 SUBDATASET_202_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a065-069ft-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_202_DESC=GPWv4 BDC, v4.11_2010 Female Population Ages 65 to 69 SUBDATASET_203_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a065-069mt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_203_DESC=GPWv4 BDC, v4.11_2010 Male Population Ages 65 to 69 SUBDATASET_204_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a065plusbt-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_204_DESC=GPWv4 BDC, v4.11_2010 Total Population Ages 65 and Older SUBDATASET_205_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=gpw-v4%3Agpw-v4-basic-demographic-characteristics-rev11_a065plusft-2010-cntm&CRS=CRS:84&BBOX=-180.0,-90.0,180.0,90.0 SUBDATASET_205_DESC=GPWv4 BDC, v4.11_2010 Female Population Ages 65 and Older 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SUBDATASET_468_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000-msa_pctwhite-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_468_DESC=SF1 2000, Metropolitan Statistical Areas: Population that is White (%) SUBDATASET_469_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000-msa_popsf1density-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_469_DESC=SF1 2000, Metropolitan Statistical Areas: Population Density SUBDATASET_470_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-housingunitsf1density-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_470_DESC=SF1 2000: Housing Units Density SUBDATASET_471_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pct1personhousing-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_471_DESC=SF1 2000: One Person Housing Units (%) SUBDATASET_472_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctasian-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_472_DESC=SF1 2000: Population Asian American (%) SUBDATASET_473_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctblack-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_473_DESC=SF1 2000: Population Black or African American (%) SUBDATASET_474_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctfemaleheadhousing-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_474_DESC=SF1 2000: Female Headed Households with Children under 18 Years of Age (%) SUBDATASET_475_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pcthispanic-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_475_DESC=SF1 2000: Population Ethnically Hispanic or Latino (%) SUBDATASET_476_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctnativeamerican-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_476_DESC=SF1 2000: Population American Indian & Alaska Native (%) SUBDATASET_477_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctnonhispblack-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_477_DESC=SF1 2000: Population Non-Hispanic Black (%) SUBDATASET_478_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctnonhispwhite-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_478_DESC=SF1 2000: Population Non-Hispanic White (%) SUBDATASET_479_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctoccupiedhousingsf1-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_479_DESC=SF1 2000: Occupied Housing Units (%) SUBDATASET_480_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctownerhousing-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_480_DESC=SF1 2000: Owner Occupied Housing Units (%) SUBDATASET_481_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctpacificisland-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_481_DESC=SF1 2000: Population Pacific Islander or Hawaiian Native (%) SUBDATASET_482_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctpop18to24-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_482_DESC=SF1 2000: Population 18 to 24 Years Old (%) SUBDATASET_483_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctpop1to4-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_483_DESC=SF1 2000: Population 1 to 4 Years Old (%) SUBDATASET_484_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctpop25to64-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_484_DESC=SF1 2000: Population 25 to 64 Years Old (%) SUBDATASET_485_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctpop5to17-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_485_DESC=SF1 2000: Population 5 to 17 Years Old (%) SUBDATASET_486_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctpop65to79-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_486_DESC=SF1 2000: Population 65 to 79 Years Old (%) SUBDATASET_487_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctpop80andup-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_487_DESC=SF1 2000: Population 80 Years of Age and Older (%) SUBDATASET_488_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctpopunder1-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_488_DESC=SF1 2000: Population Under 1 Year of Age (%) SUBDATASET_489_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctvacanthousing-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_489_DESC=SF1 2000: Vacant or Seasonal Housing Units (%) SUBDATASET_490_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-pctwhite-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_490_DESC=SF1 2000: Population that is White (%) SUBDATASET_491_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2000_usa-popsf1density-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_491_DESC=SF1 2000: Population Density SUBDATASET_492_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_a18to24-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_492_DESC=SF1 2010_Population Ages 18 to 24 (%) SUBDATASET_493_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_a1to4-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_493_DESC=SF1 2010_Population Ages 1 to 4 (%) SUBDATASET_494_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_a25to64-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_494_DESC=SF1 2010_Population Age 25 to 64 (%) SUBDATASET_495_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_a5to17-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_495_DESC=SF1 2010_Population Ages 5 to 17 (%) SUBDATASET_496_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_a65to79-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_496_DESC=SF1 2010_Population Age 65 to 79 (%) SUBDATASET_497_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_amind-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_497_DESC=SF1 2010_American Indian and Alaska Native Alone (%) SUBDATASET_498_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_aov80-pct&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_498_DESC=SF1 2010_Population Age 80 and Older (%) SUBDATASET_499_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_asian-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_499_DESC=SF1 2010_Asian Alone (%) SUBDATASET_500_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_aund1-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_500_DESC=SF1 2010_Population Under Age 1 (%) SUBDATASET_501_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_black-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_501_DESC=SF1 2010_Black or African American Alone (%) SUBDATASET_502_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_fem-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_502_DESC=SF1 2010_Female Headed Households with Related Children (%) SUBDATASET_503_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_hawpi-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_503_DESC=SF1 2010_Native Hawaiian and Other Pacific Islander Alone (%) SUBDATASET_504_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_hh-dens-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_504_DESC=SF1 2010_Households Density SUBDATASET_505_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_hhp-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_505_DESC=SF1 2010_Population in Households (%) SUBDATASET_506_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_hu1p-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_506_DESC=SF1 2010_One-Person Housing Units (%) SUBDATASET_507_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_nhblack-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_507_DESC=SF1 2010_Non-Hispanic Black (%) SUBDATASET_508_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_nhisp-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_508_DESC=SF1 2010_Non-Hispanic (%) SUBDATASET_509_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_nhwhite-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_509_DESC=SF1 2010_Non-Hispanic White (%) SUBDATASET_510_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_occ-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_510_DESC=SF1 2010_Occupied Housing Units (%) SUBDATASET_511_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_other-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_511_DESC=SF1 2010_Some Other Race Alone (%) SUBDATASET_512_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_own-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_512_DESC=SF1 2010_Owner-Occupied Housing Units (%) SUBDATASET_513_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_p25-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_513_DESC=SF1 2010_Population Age 25 and Older (%) SUBDATASET_514_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_pop-count-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.216667,71.391667 SUBDATASET_514_DESC=SF1 2010_Population Count SUBDATASET_515_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_pop-dens-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_515_DESC=SF1 2010_Population Density SUBDATASET_516_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_sea-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_516_DESC=SF1 2010_Vacant Housing Units (%) SUBDATASET_517_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_twomore-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_517_DESC=SF1 2010_Two or More Races (%) SUBDATASET_518_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_und25-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_518_DESC=SF1 2010_Population Under Age 25 (%) SUBDATASET_519_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_white-pct-2010&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_519_DESC=SF1 2010_White Alone (%) SUBDATASET_520_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file1-2010_womchild-pct&CRS=CRS:84&BBOX=-179.15,17.875,-65.208333,71.4 SUBDATASET_520_DESC=SF1 2010_Women of Childbearing Age (%) SUBDATASET_521_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_householdsdensity-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_521_DESC=SF3 2000, Metropolitan Statistical Areas: Household Density SUBDATASET_522_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_housingunitsf3density-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_522_DESC=SF3 2000, Metropolitan Statistical Areas: Housing Units Density SUBDATASET_523_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_pcteducationbahigher-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_523_DESC=SF3 2000, Metropolitan Statistical Areas: Population with a Bachelor's Degree or Higher (%) SUBDATASET_524_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_pcteducationhshigher-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_524_DESC=SF3 2000, Metropolitan Statistical Areas: Population with a High School Diploma or Higher (%) SUBDATASET_525_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_pctforeign-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_525_DESC=SF3 2000, Metropolitan Statistical Areas: Population that is Foreign Born (%) SUBDATASET_526_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_pcthouseholdlinguisticisolation-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_526_DESC=SF3 2000, Metropolitan Statistical Areas: Households that are Linguistically Isolated (%) SUBDATASET_527_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_pcthousingbuilt50to69-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_527_DESC=SF3 2000, Metropolitan Statistical Areas: Housing Units Built Bewteen 1950 and 1969 (%) SUBDATASET_528_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_pcthousingbuilt70to89-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_528_DESC=SF3 2000, Metropolitan Statistical Areas: Housing Units Built Between 1970 and 1989 (%) SUBDATASET_529_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_pcthousingbuilt90to00-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_529_DESC=SF3 2000, Metropolitan Statistical Areas: Housing Units Built Between 1990 and 2000 (%) SUBDATASET_530_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_pcthousingbuiltbefore50-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_530_DESC=SF3 2000, Metropolitan Statistical Areas: Housing Units Built Before 1950 (%) SUBDATASET_531_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_pctoccupiedhousingnocar-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_531_DESC=SF3 2000, Metropolitan Statistical Areas: Occupied Housing Units Without a Car (%) SUBDATASET_532_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_pctoccupiedhousingsf3-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_532_DESC=SF3 2000, Metropolitan Statistical Areas: Occupied Housing Units (%) SUBDATASET_533_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_pctpop25andover-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_533_DESC=SF3 2000, Metropolitan Statistical Areas: Population Aged 25 Years and Older (%) SUBDATASET_534_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_pctpopbelow200pctpovlevel-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_534_DESC=SF3 2000, Metropolitan Statistical Areas: Population Below the 200 Percent Poverty Level (%) SUBDATASET_535_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_pctpopbelow50pctpovlevel-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_535_DESC=SF3 2000, Metropolitan Statistical Areas: Population Below the 50 Percent Poverty Level (%) SUBDATASET_536_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_pctpopbelowpovlevel-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_536_DESC=SF3 2000, Metropolitan Statistical Areas: Population Below the Poverty Level (%) SUBDATASET_537_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_pctpoppovleveldetermined-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_537_DESC=SF3 2000 MSA_Population where Poverty Level is Determined (%) SUBDATASET_538_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000-msa_popsf3density-2000&CRS=CRS:84&BBOX=-124.0,17.0,-65.0,49.0 SUBDATASET_538_DESC=SF3 2000 MSA_Population Density SUBDATASET_539_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-householdsdensity-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_539_DESC=SF3 2000_Household Density SUBDATASET_540_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-housingunitsf3density-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_540_DESC=SF3 2000 MSA_Housing Units Density SUBDATASET_541_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-pcteducationbahigher-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_541_DESC=SF3 2000_Population Bachelor's Degree or Higher (%) SUBDATASET_542_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-pcteducationhshigher-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_542_DESC=SF3 2000_Population High School Diploma or Higher (%) SUBDATASET_543_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-pctforeign-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_543_DESC=SF3 2000_Population Foreign Born (%) SUBDATASET_544_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-pcthouseholdlinguisticisolation-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_544_DESC=SF3 2000_Households Linguistically Isolated (%) SUBDATASET_545_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-pcthousingbuilt50to69-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_545_DESC=SF3 2000_Housing Units Built Between 1950 and 1969 (%) SUBDATASET_546_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-pcthousingbuilt70to89-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_546_DESC=SF3 2000_Housing Units Built Between 1970 and 1989 (%) SUBDATASET_547_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-pcthousingbuilt90to00-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_547_DESC=SF3 2000_Housing Units Built Between 1990 and 2000 (%) SUBDATASET_548_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-pcthousingbuiltbefore50-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_548_DESC=SF3 2000_Housing Units Built Before 1950 (%) SUBDATASET_549_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-pctoccupiedhousingnocar-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_549_DESC=SF3 2000_Occupied Housing Units Without a Car (%) SUBDATASET_550_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-pctoccupiedhousingsf3-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_550_DESC=SF3 2000_Occupied Housing Units (%) SUBDATASET_551_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-pctpop25andover-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_551_DESC=SF3 2000_Population Aged 25 Years and Older (%) SUBDATASET_552_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-pctpopbelow200pctpovlevel-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_552_DESC=SF3 2000_Population Below the 200 Percent Poverty Level (%) SUBDATASET_553_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-pctpopbelow50pctpovlevel-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_553_DESC=SF3 2000_Population Below the 50 Percent Poverty Level (%) SUBDATASET_554_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-pctpopbelowpovlevel-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_554_DESC=SF3 2000_Population Below the Poverty Level (%) SUBDATASET_555_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-pctpoppovleveldetermined-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_555_DESC=SF3 2000_Population where Poverty Level is Determined (%) SUBDATASET_556_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=usgrid%3Ausgrid-summary-file3-2000_usa-popsf3density-2000&CRS=CRS:84&BBOX=-180.0,17.0,-65.0,72.0 SUBDATASET_556_DESC=SF3 2000_Population Density SUBDATASET_557_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=other%3Awcmc-world-database-of-protected-areas&CRS=CRS:84&BBOX=-180.0,-55.749,180.0,83.634 SUBDATASET_557_DESC=World Database of Protected Areas SUBDATASET_558_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=wildareas-v2%3Awildareas-v2-human-footprint-geographic&CRS=CRS:84&BBOX=-180.0,-89.919,180.0,89.931 SUBDATASET_558_DESC=Wildareas: Human Footprint v2 SUBDATASET_559_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=wildareas-v2%3Awildareas-v2-human-influence-index-geographic&CRS=CRS:84&BBOX=-180.0,-89.919,180.008,89.931 SUBDATASET_559_DESC=Wildareas: Human Influence Index v2 SUBDATASET_560_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=wildareas-v2%3Awildareas-v2-last-of-the-wild-geographic&CRS=CRS:84&BBOX=-180.0,-55.986,180.0,83.623 SUBDATASET_560_DESC=Wildareas: Last of the Wild v2 SUBDATASET_561_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=wildareas-v3%3Awildareas-v3-1993-human-footprint&CRS=CRS:84&BBOX=-179.999999909593,-55.791667932392016,179.99661110853617,83.66621130702998 SUBDATASET_561_DESC=1993 Human Footprint SUBDATASET_562_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=wildareas-v3%3Awildareas-v3-2009-human-footprint&CRS=CRS:84&BBOX=-179.999999909593,-55.791667932392016,179.99661110853617,83.66621130702998 SUBDATASET_562_DESC=2009 Human Footprint SUBDATASET_563_NAME=WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=other%3Awwf-terrestrial-biomes&CRS=CRS:84&BBOX=-180.0,-89.892,180.0,83.623 SUBDATASET_563_DESC=Terrestrial Biomes from WWF Corner Coordinates: Upper Left ( 0.0, 0.0) Lower Left ( 0.0, 512.0) Upper Right ( 512.0, 0.0) Lower Right ( 512.0, 512.0) Center ( 256.0, 256.0)
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!gdalinfo "WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=grand-v1%3Agrand-v1-reservoirs-rev01&CRS=CRS:84&BBOX=-153.037,-45.881,176.825,70.398"
!gdalinfo "WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=grand-v1%3Agrand-v1-reservoirs-rev01&CRS=CRS:84&BBOX=-153.037,-45.881,176.825,70.398"
Driver: WMS/OGC Web Map Service Files: none associated Size is 1073741824, 378502602 Coordinate System is: GEOGCRS["WGS 84", DATUM["World Geodetic System 1984", ELLIPSOID["WGS 84",6378137,298.257223563, LENGTHUNIT["metre",1]], ID["EPSG",6326]], PRIMEM["Greenwich",0, ANGLEUNIT["degree",0.0174532925199433], ID["EPSG",8901]], CS[ellipsoidal,2], AXIS["longitude",east, ORDER[1], ANGLEUNIT["degree",0.0174532925199433, ID["EPSG",9122]]], AXIS["latitude",north, ORDER[2], ANGLEUNIT["degree",0.0174532925199433, ID["EPSG",9122]]]] Data axis to CRS axis mapping: 1,2 Origin = (-153.037000000000006,70.397999999999996) Pixel Size = (0.000000307207927,-0.000000307207928) Image Structure Metadata: INTERLEAVE=PIXEL Corner Coordinates: Upper Left (-153.0370000, 70.3980000) (153d 2'13.20"W, 70d23'52.80"N) Lower Left (-153.0370000, -45.8810000) (153d 2'13.20"W, 45d52'51.60"S) Upper Right ( 176.8250000, 70.3980000) (176d49'30.00"E, 70d23'52.80"N) Lower Right ( 176.8250000, -45.8810000) (176d49'30.00"E, 45d52'51.60"S) Center ( 11.8940000, 12.2585000) ( 11d53'38.40"E, 12d15'30.60"N) Band 1 Block=1024x1024 Type=Byte, ColorInterp=Red Overviews: 536870912x189251301, 268435456x94625651, 134217728x47312825, 67108864x23656413, 33554432x11828206, 16777216x5914103, 8388608x2957052, 4194304x1478526, 2097152x739263, 1048576x369631, 524288x184816, 262144x92408, 131072x46204, 65536x23102, 32768x11551, 16384x5775, 8192x2888, 4096x1444, 2048x722, 1024x361 Band 2 Block=1024x1024 Type=Byte, ColorInterp=Green Overviews: 536870912x189251301, 268435456x94625651, 134217728x47312825, 67108864x23656413, 33554432x11828206, 16777216x5914103, 8388608x2957052, 4194304x1478526, 2097152x739263, 1048576x369631, 524288x184816, 262144x92408, 131072x46204, 65536x23102, 32768x11551, 16384x5775, 8192x2888, 4096x1444, 2048x722, 1024x361 Band 3 Block=1024x1024 Type=Byte, ColorInterp=Blue Overviews: 536870912x189251301, 268435456x94625651, 134217728x47312825, 67108864x23656413, 33554432x11828206, 16777216x5914103, 8388608x2957052, 4194304x1478526, 2097152x739263, 1048576x369631, 524288x184816, 262144x92408, 131072x46204, 65536x23102, 32768x11551, 16384x5775, 8192x2888, 4096x1444, 2048x722, 1024x361
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!gdal_translate -of WMS "WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=grand-v1%3Agrand-v1-reservoirs-rev01&CRS=CRS:84&BBOX=-153.037,-45.881,176.825,70.398" reservoirs.xml
!gdal_translate -of WMS "WMS:https://sedac.ciesin.columbia.edu/geoserver/ows?SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&LAYERS=grand-v1%3Agrand-v1-reservoirs-rev01&CRS=CRS:84&BBOX=-153.037,-45.881,176.825,70.398" reservoirs.xml
Input file size is 1073741824, 378502602
Download WMS as rasters¶
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%%time
!gdalwarp -tr 0.005 0.005 -te 68.106 6.762 97.412 37.078 reservoirs.xml \
reservoirs_india.tif -co COMPRESS=DEFLATE -co TILED=YES
%%time
!gdalwarp -tr 0.005 0.005 -te 68.106 6.762 97.412 37.078 reservoirs.xml \
reservoirs_india.tif -co COMPRESS=DEFLATE -co TILED=YES
Creating output file that is 5861P x 6063L. Processing reservoirs.xml [1/1] : 0...10...20...30...40...50...60...70...80...90...100 - done. CPU times: user 333 ms, sys: 111 ms, total: 444 ms Wall time: 22.3 s
Specify desired extent in an easy to use SRS¶
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%%time
!gdalwarp -tr 500 500 -te 68.106 6.762 97.412 37.078 -te_srs EPSG:4326 \
reservoirs.xml \
-t_srs EPSG:7755 reservoirs_india_proj.tif -co COMPRESS=DEFLATE -co TILED=YES
%%time
!gdalwarp -tr 500 500 -te 68.106 6.762 97.412 37.078 -te_srs EPSG:4326 \
reservoirs.xml \
-t_srs EPSG:7755 reservoirs_india_proj.tif -co COMPRESS=DEFLATE -co TILED=YES
Creating output file that is 5803P x 6744L. Processing reservoirs.xml [1/1] : 0...10...20...30...40...50...60...70...80...90...100 - done. CPU times: user 125 ms, sys: 48.1 ms, total: 173 ms Wall time: 8.55 s
Georeferencing¶
With corner coords¶
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ls earth*
ls earth*
earth_at_night.jpg* earthquakes: 2020_01.geojson* 2020_04.geojson* 2020_07.geojson* 2020_10.geojson* 2020_02.geojson* 2020_05.geojson* 2020_08.geojson* 2020_11.geojson* 2020_03.geojson* 2020_06.geojson* 2020_09.geojson* 2020_12.geojson*
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!gdalinfo earth_at_night.jpg
!gdalinfo earth_at_night.jpg
Driver: JPEG/JPEG JFIF Files: earth_at_night.jpg Size is 13500, 6750 Image Structure Metadata: COMPRESSION=JPEG INTERLEAVE=PIXEL SOURCE_COLOR_SPACE=YCbCr Corner Coordinates: Upper Left ( 0.0, 0.0) Lower Left ( 0.0, 6750.0) Upper Right (13500.0, 0.0) Lower Right (13500.0, 6750.0) Center ( 6750.0, 3375.0) Band 1 Block=13500x1 Type=Byte, ColorInterp=Red Overviews: 6750x3375, 3375x1688, 1688x844 Image Structure Metadata: COMPRESSION=JPEG Band 2 Block=13500x1 Type=Byte, ColorInterp=Green Overviews: 6750x3375, 3375x1688, 1688x844 Image Structure Metadata: COMPRESSION=JPEG Band 3 Block=13500x1 Type=Byte, ColorInterp=Blue Overviews: 6750x3375, 3375x1688, 1688x844 Image Structure Metadata: COMPRESSION=JPEG
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# use -a_ullr for upper left, lower right coords
!gdal_translate -a_ullr -180 90 180 -90 -a_srs EPSG:4326 \
earth_at_night.jpg earth_at_night.tif \
-co COMPRESS=JPEG -co TILED=YES -co PHOTOMETRIC=RGB
# use -a_ullr for upper left, lower right coords
!gdal_translate -a_ullr -180 90 180 -90 -a_srs EPSG:4326 \
earth_at_night.jpg earth_at_night.tif \
-co COMPRESS=JPEG -co TILED=YES -co PHOTOMETRIC=RGB
Input file size is 13500, 6750 0...10...20...30...40...50...60...70...80...90...100 - done.
With GCP points¶
GeoTiff can store GCP in header, and can apply the transformation on the fly. We then use gdalwarp to apply the data and persist to disk.
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!gdal_translate -gcp 418 893 70 15 -gcp 380 2432 70 5 -gcp 3453 2434 90 5 \
-gcp 3407 895 90 15 -gcp 2662 911 85 15 \
1870_southern-india.jpg india-with-gcp.vrt
!gdal_translate -gcp 418 893 70 15 -gcp 380 2432 70 5 -gcp 3453 2434 90 5 \
-gcp 3407 895 90 15 -gcp 2662 911 85 15 \
1870_southern-india.jpg india-with-gcp.vrt
Input file size is 3957, 3071
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!gdalwarp -t_srs EPSG:4042 -order 1 -tr 0.005 0.005 \
india-with-gcp.vrt india-reprojected-polynomial.tif \
-co COMPRESS=JPEG -co JPEG_QUALITY=50 -co PHOTOMETRIC=YCBCR
!gdalwarp -t_srs EPSG:4042 -order 1 -tr 0.005 0.005 \
india-with-gcp.vrt india-reprojected-polynomial.tif \
-co COMPRESS=JPEG -co JPEG_QUALITY=50 -co PHOTOMETRIC=YCBCR
Creating output file that is 5241P x 4012L. Processing india-with-gcp.vrt [1/1] : 0...10...20...30...40...50...60...70...80...90...100 - done.
Project using a different warping algorithm¶
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!gdalwarp -t_srs EPSG:4042 -tr 0.005 0.005 \
india-with-gcp.vrt india-reprojected-tps.tif \
-co COMPRESS=JPEG -co JPEG_QUALITY=50 -co PHOTOMETRIC=YCBCR
!gdalwarp -t_srs EPSG:4042 -tr 0.005 0.005 \
india-with-gcp.vrt india-reprojected-tps.tif \
-co COMPRESS=JPEG -co JPEG_QUALITY=50 -co PHOTOMETRIC=YCBCR
Creating output file that is 5241P x 4012L. Processing india-with-gcp.vrt [1/1] : 0...10...20...30...40...50...60...70...80...90...100 - done.
Idea - georeference and animate weather data?¶
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