1.0 DCPLUS 20200311 20143800 20200804 20143800 https://www.arcgis.com/sharing/rest/content/items/65c159f967a3441da6b4328966423f20/info/thumbnail/ago_downloaded.png https://www.arcgis.com/home/item.html?id=65c159f967a3441da6b4328966423f20 65c159f967a3441da6b4328966423f20 Feature Service https://services.arcgis.com/iQ1dY19aHwbSDYIF/arcgis/rest/services/grid_data/FeatureServer Derived map of global electricity transmission and distribution lines__grid.gpkg 2020-03-11T20:14:38 2020-08-04T21:08:51 energy extractives energydata.info ## Overview: Global results from [gridfinder](https://github.com/carderne/gridfinder) model, produced by ESMAP based on joint work with Facebook and others. Uses night-time lights, road networks and existing grid network data to predict the location of transmission and distribution lines globally. Validated in several countries with ~70% accuracy at 1 km. ## More information: Blog with brief overview: https://blogs.worldbank.org/energy/using-night-lights-map-electrical-grid-infrastructure Full research paper: https://www.nature.com/articles/s41597-019-0347-4 Visualization: https://gridfinder.org/ ## The following data are included: * **grid.gpkg**: Vectorized predicted distribution and transmission line network, with existing OpenStreetMap lines tagged in the 'source' column * **targets.tif**: Binary aster showing locations predicted to be connected to distribution grid. * **lv.tif**: Raster of predicted low-voltage infrastructure in kilometres per cell. public creative commons attribution 4.0 -175.3479180693294 178.41458476057232 71.74375057391805 -53.29375042632894 1 /9j/4AAQSkZJRgABAgAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCACFAMgDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiioLKRpbC3kc5d4lZj6kgUAT0UjMqKWYhVAySTgAVXF/CQCEuOf+naT/wCJp2Y7Ms0VW+3Rf3Lj/wAB5P8A4mj7dF/cuP8AwHk/+JoswsyzRVb7dF/cuP8AwHk/+JooswsyzRRRSEFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAyVnWJ2jTe4B2rnGT9ar6dlbZYvMWRY1VQwUqRwOGHY4wfx6VbrJdLiwubi9KeebgqojD4CHIVQMjoeMn1A6jpS1VilroXL4kiGHB8uWTZJgZ+XB/QnAPse3WrVU7SZb6X7XG4a3C7YWU/e/vN+YwPofWrlJ6aCfYKKKKQgooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKrXy77YLgEGSPcD3G8Z/SrNVXIubkRAAxQsGc5GN/ULj24Pb+Hr2a3Gtx8VnBESVjX7xYcDjPPH41PRRSEFFFFABRRRQBC1xswZIpEUkDdgED64J/OpVYMoZSCCMgjvS1TFmbZw1mwjj/itwoCHJyWHGQ3J9j3HenoPQuUVDHcxugZv3TdCkhAYGkkuQoHlI07H+GMrke/JAosFieiqk8N3cEqlybZM8GNAzkY9WBA59jx+iPZTFo2i1C4QooBBCMshHdsrnnvtIot5hbzLlFQILpH/eNFImP4EKkH8Sc96ZNDcXBAFw9vGDz5YBdvbJyAPoM+4osFi1RVES3DySyW4DQo23Yw5cg/MVOePTkdR6HNPW9kddy2FyR65jH82o5QsW6KiS5idFbeFyM4Y4I+o7UxLsNIFeKSJW+477dr89sHqfQ4oswsWKKjM2LhYdjHcpbdxgYx757ior1XMGY5XifcoDrg4ycHg5HQ9xRYLFmiqKWl7ASyajJcHH3LmNMfgUVcfjn6VJNqEVqk73IaFIV3Fmxhh/s4PJ7Y69PUUW7BbsWqKRXV1DIwZT0IORQzqi7nYKPUnFIRQv/tJlK2p3OYiWjLEZAIwAc/KTlhn29qtWoi+yxmDPlsNwznPPPOec+uaiikR9RnZWUr5MfIP+09TxW8MBcxRJGZGLvsGNzHqT7+9U3pYp7WJKKKKkkKKKKACiiigAooooAKKKKACiiigApksiwwvK2SqKWOBk8egp9RzxLcQSQsSFkUqcHBwetCALdXS3jWQAPt+YA5Ge9PChRhQAOvFAG0ADPHqc0tABSMquhR1DKwwQRkEUtFAGdcNLZTCcAzRKjfKW+ZR8ucH+LoTz+fpYsrxbyJnAKsGIKspUgZ+UkHkZGD/+qpygLq3OVziqbadZX0ERvLO3uCmQvnRK+3J5xkcdKq6a1KumtS9WXqV0ksRghlHmbyMbT8zLjgcdNxUEjOOe/SdLKWOfzFnU7UZIy6bmAJBwzZ+YAj2Pv3NZHS5tbtpVjDgtGUxyDgbvzOentTile40le5ai0+NfKeRmadMkyIzIGYgAnaDjsOuaZJbXBtsNdNO8cgkI2KN2MEL2xyBUsOm2lshjt4fIjznZCxRc/QYFUJ42juLpGHmI8Uau7qAG6j5/XPQkLwPTFCd3uCd2SLG99d/aoMxQmMFZCB++B5Ax1wMA+vPbmrFoXuX+2OgjEkahVDZJHXJI47nH4nvxT0ozXWkRxpdGRGHMzg78EZK9fvDOM9sdMg1sABVCqAABgAdqJaaBLTQXpRRRUEBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFRW3+oX8f51LUVt/qF/H+dADLlTL5cIdkDtlyrFW2j0I6c4/DNTRxrHGqKDtUYGTk/mahumaPyZVGdsgVhjqG+X9CQfwqxT6D6CM21GbBOBnAGSaqRvcRxTXNzBGsu3AjikL5A6clRyST2q5Ve9UtbrjHEsbc+zg0LsCJIEaOBEcgsB8xAwCe+KkoopCCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACkVQihVGAKWigBk0YmheMkqGUjK9R7j3pLeRpbaN3AV2UFgOx7j86kqvbDy5Z4cjAfzFA6gNzz/AMC3U+g+hYqvLia4SDnCYlcfj8o/MZ49PzmdxGjO3QDJwKitY3SLdLnzZDvcE5wT2/Dp+FC7gieiiikIKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACqzfLqceON8Lbvfay4/Lc351Zqld+Z9ugEYbc0Ui7lx8uSnPPpzTW40PJ+1XBT/AJYxEEn+84Ocfhwfr9DVqmRxrDGsaDCqMDnNPoYMKKKKQgooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKqg79VYdPJgGPfex/l5Y/OiimhotUUUUhBRRRQAUUUUAFFFFABRRRQB//2Q== 65c159f967a3441da6b4328966423f20 https://services.arcgis.com/iQ1dY19aHwbSDYIF/arcgis/rest/services/grid_data/FeatureServer Feature Service EPSG