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Date of Image:<\/SPAN><\/P>

10/13/2023, 10/29/2023, 11/2/2023, 11/3/2023, 11/4/2023<\/SPAN><\/P>

Date of Next Image:<\/SPAN><\/P>

Unknown<\/SPAN><\/P>

Summary:<\/SPAN><\/P>

These Black Mable High-Definition (BMHD) images were created by the USRA/NASA Black Marble Science team, with directed funding the NASA-Google Partnership program. The images map the widespread impact of Hurricane Otis on electric grids across Acapulco, Mexico. The baseline image (before the storm) was from October 13, 2023, a cloud-free, moon-free night, and the \u201cafter\" image was from October 29, 2023. There is a layer to display where clouds are present in the \"after\" imager. This comparison between the two images is meant as a visual assessment of outage impacts from the storm to aid various partners who are working to deliver emergency aids to local communities. Power outage maps like these help disaster response efforts in the short-term as well as long-term monitoring during the crucial stages of disaster recovery.<\/SPAN><\/P>

Suggested Use:<\/SPAN><\/P>

NOTE: Black Marble HD images are downscaled from NASA\u2019s Black Marble nighttime lights product (VNP46), and as such are a \u201cmodelled\u201d or \u201cbest guess\u201d estimate of how lights are distributed at a 30m resolution. These images should be used for visualization purposes, not for quantitative analysis.<\/SPAN><\/P>

The image is in inferno color scale. Yellow represents presence of more light; dark blue less lights.<\/SPAN><\/P>

Satellite/Sensor:<\/SPAN><\/P>

The primary data source, NASA\u2019s Black Marble nighttime lights product suite (VNP46), utilized to generate this product is derived from the Visible Infrared Imaging Radiometer Suite (VIIRS) Day/Night Band (DNB) onboard the Suomi National Polar-orbiting Platform (SNPP) along with high resolution base layers - Landsat derived normalized index products (NDVI and NDWI) and OpenStreetMap (OSM) derived road layer<\/SPAN><\/P>

Resolution:<\/SPAN><\/P>

Scaled resolution of 30 meters<\/SPAN><\/P>

Credits:<\/SPAN><\/P>

USRA/NASA Black Marble Science team<\/SPAN><\/P>

Please cite the following two references when using this data:<\/SPAN><\/P>

Román MO, Stokes EC, Shrestha R, Wang Z, Schultz L, Carlo EA, Sun Q, Bell J, Molthan A, Kalb V, Ji C. Satellite-based assessment of electricity restoration efforts in Puerto Rico after Hurricane Maria. PloS one. 2019 Jun 28;14(6):e0218883.<\/SPAN><\/P>

Román MO, Wang Z, Sun Q, Kalb V, Miller SD, Molthan A, Schultz L, Bell J, Stokes EC, Pandey B, Seto KC. NASA's Black Marble nighttime lights product suite. Remote Sensing of Environment. 2018 Jun 1;210:113-43.<\/SPAN><\/P>

Point of Contact:<\/SPAN><\/P>

Ranjay Shrestha<\/SPAN><\/P>

NASA Goddard Space Flight Center<\/SPAN><\/P>

E-mail: ranjay.m.shrestha@nasa.gov<\/SPAN><\/P>

Additional Links:<\/SPAN><\/P>

NASA\u2019s Black Marble Product Suite<\/SPAN><\/P>

Román, M.O. et al. (2019) Satellite-based assessment of electricity restoration efforts in Puerto Rico after Hurricane Maria. PLoS One, 14 (6).<\/SPAN><\/P>

Román, M.O. et al. (2018) NASA\u2019s Black Marble nighttime lights product suite. Remote Sensing of Environment. 210, 113\u2013143.<\/SPAN><\/P>

Esri REST Endpoint:<\/SPAN><\/P>

See URL section on right side of page<\/SPAN><\/P>

<\/P>

WMS Endpoint:<\/SPAN><\/P>

<\/P>

Data Download:<\/SPAN><\/P>

https://maps.disasters.nasa.gov/download/gis_products/event_specific/2023/hurricane_otis/blackmarble_hd/<\/SPAN><\/A><\/P><\/DIV><\/DIV><\/DIV>", "mapName": "blackmarble_hd_timeenabled", "description": "

Date of Image:<\/SPAN><\/P>

10/13/2023, 10/29/2023, 11/2/2023, 11/3/2023, 11/4/2023<\/SPAN><\/P>

Date of Next Image:<\/SPAN><\/P>

Unknown<\/SPAN><\/P>

Summary:<\/SPAN><\/P>

These Black Mable High-Definition (BMHD) images were created by the USRA/NASA Black Marble Science team, with directed funding the NASA-Google Partnership program. The images map the widespread impact of Hurricane Otis on electric grids across Acapulco, Mexico. The baseline image (before the storm) was from October 13, 2023, a cloud-free, moon-free night, and the \u201cafter\" image was from October 29, 2023. There is a layer to display where clouds are present in the \"after\" imager. This comparison between the two images is meant as a visual assessment of outage impacts from the storm to aid various partners who are working to deliver emergency aids to local communities. Power outage maps like these help disaster response efforts in the short-term as well as long-term monitoring during the crucial stages of disaster recovery.<\/SPAN><\/P>

Suggested Use:<\/SPAN><\/P>

NOTE: Black Marble HD images are downscaled from NASA\u2019s Black Marble nighttime lights product (VNP46), and as such are a \u201cmodelled\u201d or \u201cbest guess\u201d estimate of how lights are distributed at a 30m resolution. These images should be used for visualization purposes, not for quantitative analysis.<\/SPAN><\/P>

The image is in inferno color scale. Yellow represents presence of more light; dark blue less lights.<\/SPAN><\/P>

Satellite/Sensor:<\/SPAN><\/P>

The primary data source, NASA\u2019s Black Marble nighttime lights product suite (VNP46), utilized to generate this product is derived from the Visible Infrared Imaging Radiometer Suite (VIIRS) Day/Night Band (DNB) onboard the Suomi National Polar-orbiting Platform (SNPP) along with high resolution base layers - Landsat derived normalized index products (NDVI and NDWI) and OpenStreetMap (OSM) derived road layer<\/SPAN><\/P>

Resolution:<\/SPAN><\/P>

Scaled resolution of 30 meters<\/SPAN><\/P>

Credits:<\/SPAN><\/P>

USRA/NASA Black Marble Science team<\/SPAN><\/P>

Please cite the following two references when using this data:<\/SPAN><\/P>

Román MO, Stokes EC, Shrestha R, Wang Z, Schultz L, Carlo EA, Sun Q, Bell J, Molthan A, Kalb V, Ji C. Satellite-based assessment of electricity restoration efforts in Puerto Rico after Hurricane Maria. PloS one. 2019 Jun 28;14(6):e0218883.<\/SPAN><\/P>

Román MO, Wang Z, Sun Q, Kalb V, Miller SD, Molthan A, Schultz L, Bell J, Stokes EC, Pandey B, Seto KC. NASA's Black Marble nighttime lights product suite. Remote Sensing of Environment. 2018 Jun 1;210:113-43.<\/SPAN><\/P>

Point of Contact:<\/SPAN><\/P>

Ranjay Shrestha<\/SPAN><\/P>

NASA Goddard Space Flight Center<\/SPAN><\/P>

E-mail: ranjay.m.shrestha@nasa.gov<\/SPAN><\/P>

Additional Links:<\/SPAN><\/P>

NASA\u2019s Black Marble Product Suite<\/SPAN><\/P>

Román, M.O. et al. (2019) Satellite-based assessment of electricity restoration efforts in Puerto Rico after Hurricane Maria. PLoS One, 14 (6).<\/SPAN><\/P>

Román, M.O. et al. (2018) NASA\u2019s Black Marble nighttime lights product suite. Remote Sensing of Environment. 210, 113\u2013143.<\/SPAN><\/P>

Esri REST Endpoint:<\/SPAN><\/P>

See URL section on right side of page<\/SPAN><\/P>

<\/P>

WMS Endpoint:<\/SPAN><\/P>

<\/P>

Data Download:<\/SPAN><\/P>

https://maps.disasters.nasa.gov/download/gis_products/event_specific/2023/hurricane_otis/blackmarble_hd/<\/SPAN><\/A><\/P><\/DIV><\/DIV><\/DIV>", "copyrightText": "USRA/NASA Black Marble Science team", "supportsDynamicLayers": true, "layers": [ { "id": 0, "name": "blackmarble_hd", "parentLayerId": -1, "defaultVisibility": true, "subLayerIds": [ 1, 2, 3 ], "minScale": 0, "maxScale": 0, "type": "Mosaic Layer", "supportsDynamicLegends": false }, { "id": 1, "name": "Boundary", "parentLayerId": 0, "defaultVisibility": false, "subLayerIds": null, "minScale": 0, "maxScale": 0, "type": "Feature Layer", "geometryType": "esriGeometryPolygon", "supportsDynamicLegends": true }, { "id": 2, "name": "Footprint", "parentLayerId": 0, "defaultVisibility": true, "subLayerIds": null, "minScale": 0, "maxScale": 0, "type": "Feature Layer", "geometryType": "esriGeometryPolygon", "supportsDynamicLegends": true }, { "id": 3, "name": "Image", "parentLayerId": 0, "defaultVisibility": true, "subLayerIds": null, "minScale": 0, "maxScale": 0, "type": "Raster Layer", "supportsDynamicLegends": true }, { "id": 16, "name": "blackmarble_hd_cloudmask", "parentLayerId": -1, "defaultVisibility": true, "subLayerIds": [ 17, 18, 19 ], "minScale": 0, "maxScale": 0, "type": "Mosaic Layer", "supportsDynamicLegends": false }, { "id": 17, "name": "Boundary", "parentLayerId": 16, "defaultVisibility": false, "subLayerIds": null, "minScale": 0, "maxScale": 0, "type": "Feature Layer", "geometryType": "esriGeometryPolygon", "supportsDynamicLegends": true }, { "id": 18, "name": "Footprint", "parentLayerId": 16, "defaultVisibility": true, "subLayerIds": null, "minScale": 0, "maxScale": 0, "type": "Feature Layer", "geometryType": "esriGeometryPolygon", "supportsDynamicLegends": true }, { "id": 19, "name": "Image", "parentLayerId": 16, "defaultVisibility": true, "subLayerIds": null, "minScale": 0, "maxScale": 0, "type": "Raster Layer", "supportsDynamicLegends": true } ], "tables": [], "spatialReference": { "wkid": 102100, "latestWkid": 3857, "xyTolerance": 0.001, "zTolerance": 0.001, "mTolerance": 0.001, "falseX": -20037700, "falseY": -30241100, "xyUnits": 10000, "falseZ": -100000, "zUnits": 10000, "falseM": -100000, "mUnits": 10000 }, "singleFusedMapCache": false, "initialExtent": { "xmin": -1.1146774830203624E7, "ymin": 1885446.7153152393, "xmax": -1.1086071601632511E7, "ymax": 1924590.3589278471, "spatialReference": { "wkid": 102100, "latestWkid": 3857, "xyTolerance": 0.001, "zTolerance": 0.001, "mTolerance": 0.001, "falseX": -20037700, "falseY": -30241100, "xyUnits": 10000, "falseZ": -100000, "zUnits": 10000, "falseM": -100000, "mUnits": 10000 } }, "fullExtent": { "xmin": -1.11398342099E7, "ymin": 1886607.631880549, "xmax": -1.1092987257499998E7, "ymax": 1923250.2976000016, "spatialReference": { "wkid": 102100, "latestWkid": 3857, "xyTolerance": 0.001, "zTolerance": 0.001, "mTolerance": 0.001, "falseX": -20037700, "falseY": -30241100, "xyUnits": 10000, "falseZ": -100000, "zUnits": 10000, "falseM": -100000, "mUnits": 10000 } }, "timeInfo": { "timeExtent": [ 1697155200000, 1699056000000 ], "timeReference": { "timeZone": "Central Standard Time", "respectsDaylightSaving": false }, "timeRelation": "esriTimeRelationOverlaps", "defaultTimeInterval": 1, "defaultTimeIntervalUnits": "esriTimeUnitsDays", "defaultTimeWindow": 0, "defaultTimeWindowUnits": "esriTimeUnitsMonths", "hasLiveData": false, "liveModeOffsetDirection": "past" }, "datesInUnknownTimezone": false, "minScale": 0, "maxScale": 0, "units": "esriMeters", "supportedImageFormatTypes": "PNG32,PNG24,PNG,JPG,DIB,TIFF,EMF,PS,PDF,GIF,SVG,SVGZ,BMP", "documentInfo": { "Title": "Black Marble High Definition in Acapulco, Mexico due to Hurricane Otis", "Author": "", "Comments": "

Date of Image:<\/SPAN><\/P>

10/13/2023, 10/29/2023, 11/2/2023, 11/3/2023, 11/4/2023<\/SPAN><\/P>

Date of Next Image:<\/SPAN><\/P>

Unknown<\/SPAN><\/P>

Summary:<\/SPAN><\/P>

These Black Mable High-Definition (BMHD) images were created by the USRA/NASA Black Marble Science team, with directed funding the NASA-Google Partnership program. The images map the widespread impact of Hurricane Otis on electric grids across Acapulco, Mexico. The baseline image (before the storm) was from October 13, 2023, a cloud-free, moon-free night, and the \u201cafter\" image was from October 29, 2023. There is a layer to display where clouds are present in the \"after\" imager. This comparison between the two images is meant as a visual assessment of outage impacts from the storm to aid various partners who are working to deliver emergency aids to local communities. Power outage maps like these help disaster response efforts in the short-term as well as long-term monitoring during the crucial stages of disaster recovery.<\/SPAN><\/P>

Suggested Use:<\/SPAN><\/P>

NOTE: Black Marble HD images are downscaled from NASA\u2019s Black Marble nighttime lights product (VNP46), and as such are a \u201cmodelled\u201d or \u201cbest guess\u201d estimate of how lights are distributed at a 30m resolution. These images should be used for visualization purposes, not for quantitative analysis.<\/SPAN><\/P>

The image is in inferno color scale. Yellow represents presence of more light; dark blue less lights.<\/SPAN><\/P>

Satellite/Sensor:<\/SPAN><\/P>

The primary data source, NASA\u2019s Black Marble nighttime lights product suite (VNP46), utilized to generate this product is derived from the Visible Infrared Imaging Radiometer Suite (VIIRS) Day/Night Band (DNB) onboard the Suomi National Polar-orbiting Platform (SNPP) along with high resolution base layers - Landsat derived normalized index products (NDVI and NDWI) and OpenStreetMap (OSM) derived road layer<\/SPAN><\/P>

Resolution:<\/SPAN><\/P>

Scaled resolution of 30 meters<\/SPAN><\/P>

Credits:<\/SPAN><\/P>

USRA/NASA Black Marble Science team<\/SPAN><\/P>

Please cite the following two references when using this data:<\/SPAN><\/P>

Román MO, Stokes EC, Shrestha R, Wang Z, Schultz L, Carlo EA, Sun Q, Bell J, Molthan A, Kalb V, Ji C. Satellite-based assessment of electricity restoration efforts in Puerto Rico after Hurricane Maria. PloS one. 2019 Jun 28;14(6):e0218883.<\/SPAN><\/P>

Román MO, Wang Z, Sun Q, Kalb V, Miller SD, Molthan A, Schultz L, Bell J, Stokes EC, Pandey B, Seto KC. NASA's Black Marble nighttime lights product suite. Remote Sensing of Environment. 2018 Jun 1;210:113-43.<\/SPAN><\/P>

Point of Contact:<\/SPAN><\/P>

Ranjay Shrestha<\/SPAN><\/P>

NASA Goddard Space Flight Center<\/SPAN><\/P>

E-mail: ranjay.m.shrestha@nasa.gov<\/SPAN><\/P>

Additional Links:<\/SPAN><\/P>

NASA\u2019s Black Marble Product Suite<\/SPAN><\/P>

Román, M.O. et al. (2019) Satellite-based assessment of electricity restoration efforts in Puerto Rico after Hurricane Maria. PLoS One, 14 (6).<\/SPAN><\/P>

Román, M.O. et al. (2018) NASA\u2019s Black Marble nighttime lights product suite. Remote Sensing of Environment. 210, 113\u2013143.<\/SPAN><\/P>

Esri REST Endpoint:<\/SPAN><\/P>

See URL section on right side of page<\/SPAN><\/P>

<\/P>

WMS Endpoint:<\/SPAN><\/P>

<\/P>

Data Download:<\/SPAN><\/P>

https://maps.disasters.nasa.gov/download/gis_products/event_specific/2023/hurricane_otis/blackmarble_hd/<\/SPAN><\/A><\/P><\/DIV><\/DIV><\/DIV>", "Subject": "Black Marble High Definition in Acapulco, Mexico due to Hurricane Otis", "Category": "", "AntialiasingMode": "None", "TextAntialiasingMode": "Force", "Version": "2.9.0", "Keywords": "NASA,NASA Disasters Program,Hurricane Otis,Otis,Mexico,Black Marble HD" }, "supportsQueryDomains": true, "capabilities": "Map,Query,Data", "supportedQueryFormats": "JSON, geoJSON, PBF", "exportTilesAllowed": false, "referenceScale": 0.0, "supportsDatumTransformation": true, "floorAwareMapProperties": { "defaultFloorFilterSettings": {"isEnabled": false} }, "archivingInfo": {"supportsHistoricMoment": false}, "supportsClipping": true, "supportsSpatialFilter": true, "supportsTimeRelation": true, "supportsQueryDataElements": true, "maxRecordCount": 2000, "maxImageHeight": 4096, "maxImageWidth": 4096, "supportedExtensions": "", "resampling": false, "serviceItemId": "0284c0a6657d46f49f1a7a014af2767d" }