Somali administrative level 0-2, state, and operational zone level 1 and 2 edge-matched shapefiles, EMF files, geodatabase and gazetteer. COD-EM datasets do not replace the authoritative [COD-AB available here](https://data.humdata.org/dataset/cod-ab-som); however COD-EM datasets may be preferred for cartographic purposes. See caveats. Vetting by Information Technology Outreach Services (ITOS) with funding from USAID.