AndreaBozzo/ceres-open-data-index huggingface dataset:
Ethiopia - Potential Settlement Expansion Areas

[Initial analysis] The database contains information about buildings identified by Google outside of settlements recognized by GRID3. It serves as a proxy for identifying potential new settlements or areas of urban growth. The analysis incorporates two levels of clustering: one at a distance of 500 meters and another at 100 meters.

The 500-meter clustering helps identify broader areas where multiple buildings are concentrated, potentially indicating the presence of a new settlement or an expansion of an existing one. This distance threshold allows for the initial identification of potential new settlement areas.

The 100-meter clustering provides a more granular view, highlighting tighter clusters of buildings within the broader 500-meter areas. This finer level of clustering aids in distinguishing individual settlement units or neighborhoods within the larger potential settlement areas.

By combining these two levels of clustering, the database facilitates a comprehensive analysis of potential new settlements or urban growth areas. It enables researchers, urban planners, and policymakers to identify and prioritize areas for further investigation, resource allocation, or development planning.

Tags: geodata, populated places-settlements
Organization: 3iS
Ethiopia Water Points Data: Multi-Source Collection with Administrative Region Tags (Admin 1, 2, 3) – Use with Caution

This dataset encompasses a collection of water points across Ethiopia, each annotated with administrative region tags (Admin 1, Admin 2, and Admin 3) to facilitate detailed geographic analysis. Sourced as secondary data from mWater, the dataset compiles information from multiple sources collected at various times. It provides insights into water accessibility, infrastructure types, and management across different regions. However, users are advised to exercise caution as the dataset may include water points that are no longer available or may omit new ones due to the nature of data collection. The degree of confidence in the accuracy and completeness of the data is moderate, reflecting the variability in source data and the dynamic nature of water point status. This resource is particularly useful for stakeholders in humanitarian response, development planning, and resource management, offering a broad overview but requiring validation for precision-critical applications.

Tags: water sanitation and hygiene-wash
Organization: 3iS
Colombia - Work of InterAction Members

InterAction is an alliance of international NGOs, all working to make the world a more peaceful, just, and prosperous place. NGO Aid Map highlights the work of InterAction Member NGOs around the globe.

Tags: children, conflict-violence, covid-19, economics, environment, governance and civil society, health, human rights, hxl, maternity, peacekeeping, protection, water sanitation and hygiene-wash
Organization: InterAction (inactive)
Iraq - Populated Places (Cities, Villages, Towns)

Settlement locations representing cities, towns, villages, and neighborhoods P-coded in accordance with [Iraq - Subnational Administrative Boundaries](https://data.humdata.org/dataset/cod-ab-irq) (COD-AB).

The "Iraq populated places 2021 P-coded.xlsx" spreadsheet contains two tables .   Table "IRQ populated places master" contains all 12,494 available records.  Table '"RQ populated places filter" excludes 338 master records that have blank English (ADM3_EN) and blank Arabic (ADM4_AR) names, and is the basis for the shapefile.

The "IRQ populated places V04" contains the 12,156 points of the "IRQ populated places filter" table.

When names are verified for the 338 excluded records the spreadsheet and shapefile will be updated.

The [Iraq - Subnational Administrative Boundaries](https://data.humdata.org/dataset/cod-ab-irq) (COD-AB) administrative level 0-3 gazetteer is also included.

Tags: geodata, hxl, populated places-settlements
Organization: OCHA Iraq (inactive)
5W GIFMM Colombia January - June 2021

5W (Who, What, Where, When, Why) for the months January to April 2021, covering all reported activities that are part of the reponse to the Venezuela refugee and migrant crisis of GIFMM members in Colombia. 

Tags: who is doing what and where-3w-4w-5w
Organization: Grupo Interagencial sobre Flujos Migratorios Mixtos (inactive)
Anciennes provinces (RDC) / Old provinces (DRC)

Les 11 anciennes provinces administratives de la République démocratique du Congo, extraites de la base de données OpenStreetMap. En 2015, celles-ci ont été remplacées par la nouvelle configuration à 26 provinces.

The 11 old administrative provinces of the Democratic Republic of the Congo, extracted from the OpenStreetMap database.

Tags: administrative boundaries-divisions, geodata
Organization: OpenStreetMap RDC
IOM Bangladesh- Needs and Population Monitoring (NPM) Round 6 Site Assessment

Following an outbreak of violence on 25 August 2017 in Rakhine State, Myanmar, a new massive influx of Rohingya refugees to Cox’s Bazar, Bangladesh started in late August 2017. Most of the Rohingya refugees settled in Ukhia and Teknaf Upazilas of Cox’s Bazar, a district bordering Myanmar identified as the main entry area for border crossings.

This assessment covers all locations hosting Rohingya population in Cox’s Bazar District in Bangladesh and present needs overview and population information as of 15 October 2017. 

All information and findings are included in the attached products including the raw dataset for further reference and analysis. [Full report available on humanitarianresponse.info](https://www.humanitarianresponse.info/en/operations/bangladesh/assessment/needs-and-population-monitoring-round-6)



Tags: displacement, geodata, needs assessment, refugee crisis, refugees
Organization: International Organization for Migration (IOM)
Tropical Cyclone IRMA-17 : Path and Wind Speed Zones

This dataset illustrates the tropical cyclone IRMA-17 path with low, medium and strong wind impact zones observed and predicted at 7 September 2017. The tropical cyclone path and wind speed zones were derived from Joint Research Centre data (Warning 33 issued the 07 th September 2017 at 09:00 UTC). This is a preliminary analysis and has not yet been validated in the field. 

Tags: cyclones-hurricanes-typhoons, geodata
Organization: United Nations Satellite Centre (UNOSAT)
South Sudan - Integrated Food Security Phase classification  and population by state and County

South Sudan Integrated Food Security Phase classification  and population by state and County. 

The Integrated Food Security Phase Classification (IPC), also known as IPC scale, is a tool for improving food security analysis and decision-making. It is a standardized scale that integrates food security, nutrition and livelihood information into a statement about the nature and severity of a crisis and implications for strategic response.

The IPC was originally developed for use in Somalia by the United Nations Food and Agriculture Organization's Food Security Analysis Unit (FSAU). Several national governments and international agencies, including CARE International, European Commission Joint Research Centre (EC JRC), Food and Agricultural Organization of the United Nations (FAO), USAID/FEWS NET, Oxfam GB, Save the Children UK/US, and United Nations World Food Programme (WFP), have been working together to adapt it to other food security contexts

Tags: food security, integrated food security phase classification-ipc
Organization: OCHA South Sudan
Philippines small area poverty estimates (2012, 2009, 2006)

# City and municipal-level poverty estimates for 2012, 2009, and 2006

####__2012 City and Municipal-Level Small Area Poverty Estimates__    
Source: Philippine Statistics Authority, through a national government funded project on the generation of the 2012 small area estimates on poverty   
[http://www.nscb.gov.ph/announce/2014/PSA-NSCB_2012MunCity_Pov.asp](http://www.nscb.gov.ph/announce/2014/PSA-NSCB_2012MunCity_Pov.asp)   
_Note: Region V, Sorsogon, Bacon is in 2006 and 2009 data but not the 2012 data. According to Wikipedia, Sorgoson City was formed by merging the Bacon and Sorsogon towns._   


####__City and Municipal-Level Poverty Estimates; 2006 and 2009__   
Source: NSCB/World Bank/AusAID Project on the Generation of the 2006 and 2009 City and Municipal Level Poverty Estimates   
[http://www.nscb.gov.ph/poverty/dataCharts.asp](http://www.nscb.gov.ph/poverty/dataCharts.asp)   
[PDF download](http://www.nscb.gov.ph/poverty/2009_SAE/2006%20and%202009%20City%20and%20Municipal%20Level%20Poverty%20Estimates.pdf)    
_Note: The 2009 city and municipal level poverty estimates for ARMM were revised to reflect on the movement/creation of municipalities and barangays which were not considered in the preliminary estimation of the 2009 city and municipal level poverty estimates published in the NSCB website last 03 August 2013._    

--------------
### __Column Header__  /  _Description_
- **Prelim_*year*** /  *Preliminary (indicated by "TRUE" or "FALSE")*
- **Pov_*year***  /  *Poverty Incidence*
- **SE_*year***  /  *Standard Error*
- **CoV_*year***  /  *Coefficient of Variation*
- **Con_90lower_*year***  /  *90% Confidence Interval Lower Limit*
- **Con_90upper_*year***  /  *90% Confidence Interval Upper Limit*

Tags: economics, geodata, poverty, socioeconomics
Organization: American Red Cross (inactive)
West Africa cell signal strength (OpenSignal)

This dataset contains cell signal strength data collected by 100+ Red Cross volunteers across West Africa (Guinea, Liberia, and Sierra Leone border regions). Data have been cleaned and converted to a consistent scale (in dBm). This package contains a zipped shapefile, QGIS style file, and a text file with the complete data. Procedure is documented here: https://github.com/AmericanRedCross/workflows/blob/master/opensignal-data.md

Tags: facilities-infrastructure, geodata
Organization: American Red Cross (inactive)
IRC Ethiopia OFDA Funded Emergency Responses 31 October 2017 Update

IRC’s GIS unit created this database to allow for a more sustained approach to producing relevant mapping products and geospatial analysis for regions undergoing emergencies, and will fill gaps in information sharing and management between OFDA, IRC, and other implementing partners during emergency response. IRC’s GIS services provide OFDA/Ethiopia with the information and analysis required to monitor the evolution of project / program results and to track project and program impacts across implementing agencies and geographic locations. This dataset contains boundaries of Ethiopian administrative Woredas which are roughly consistent with the actual administrative boundaries for the year 2017.The Woreda boundary contains attribute data (implementing Partners, Situation and Sector Fields) for IRC Ethiopia OFDA Funded Emergency Responses as of 31 Oct 2017.

Tags: geodata, humanitarian response plan-hrp
Organization: International Rescue Committee Ethiopia
IRC Ethiopia OFDA Funded Emergency Responses  31 August 2018 Update

IRC’s GIS unit created this database to allow for a more sustained approach to producing relevant mapping products and geospatial analysis for regions undergoing emergencies, and will fill gaps in information sharing and management between OFDA, IRC, and other implementing partners during emergency response. IRC’s GIS services provide OFDA/Ethiopia with the information and analysis required to monitor the evolution of project / program results and to track project and program impacts across implementing agencies and geographic locations. This dataset contains boundaries of Ethiopian administrative Woredas which are roughly consistent with the actual administrative boundaries for the year 2017.The Woreda boundary contains attribute data (implementing Partners, Situation and Sector Fields) for IRC Ethiopia OFDA Funded Emergency Responses as of 31 Aug 2018.

Tags: geodata, humanitarian response plan-hrp
Organization: International Rescue Committee Ethiopia
IRC Ethiopia ECHO Funded Emergency Responses 28 February 2018 Update

IRC’s GIS unit created this database to allow for a more sustained approach to producing relevant mapping products and geospatial analysis for regions undergoing emergencies, and will fill gaps in information sharing and management between OFDA, IRC, and other implementing partners during emergency response. IRC’s GIS services provide OFDA/Ethiopia with the information and analysis required to monitor the evolution of project / program results and to track project and program impacts across implementing agencies and geographic locations. This dataset contains boundaries of Ethiopian administrative Woredas which are roughly consistent with the actual administrative boundaries for the year 2017.The Woreda boundary contains attribute data (implementing Partners, Situation and Sector Fields) for IRC Ethiopia ECHO Funded Emergency Responses as of 28 Feb 2018.


Tags: geodata, humanitarian response plan-hrp
Organization: International Rescue Committee Ethiopia
IRC Ethiopia All Emergency Responses 30 November 2018 Updates

IRC’s GIS unit created this database to allow for a more sustained approach to producing relevant mapping products and geospatial analysis for regions undergoing emergencies, and will fill gaps in information sharing and management between OFDA, IRC, and other implementing partners during emergency response. IRC’s GIS services provide OFDA/Ethiopia with the information and analysis required to monitor the evolution of project / program results and to track project and program impacts across implementing agencies and geographic locations. This dataset contains boundaries of Ethiopian administrative Woredas which are roughly consistent with the actual administrative boundaries for the year 2017.The Woreda boundary contains attribute data (implementing Partners, Situation and Sector Fields) for IRC Ethiopia OFDA Funded Emergency Responses as of 30 November 2018.

Tags: funding, geodata, humanitarian response plan-hrp
Organization: International Rescue Committee Ethiopia
IRC Ethiopia OFDA Funded Ongoing Emergency Responses 28 February 2018 Update

IRC’s GIS unit created this database to allow for a more sustained approach to producing relevant mapping products and geospatial analysis for regions undergoing emergencies, and will fill gaps in information sharing and management between OFDA, IRC, and other implementing partners during emergency response. IRC’s GIS services provide OFDA/Ethiopia with the information and analysis required to monitor the evolution of project / program results and to track project and program impacts across implementing agencies and geographic locations. This dataset contains boundaries of Ethiopian administrative Woredas which are roughly consistent with the actual administrative boundaries for the year 2017.The Woreda boundary contains attribute data (implementing Partners, Situation and Sector Fields) for IRC Ethiopia OFDA Funded Emergency Responses as of 28 Feb 2018.
Any maps or analysis produced using these boundaries should make explicit recognition of the fact that all boundaries are approximate and not official.

Tags: geodata, humanitarian response plan-hrp
Organization: International Rescue Committee Ethiopia
IRC Ethiopia OFDA Funded Emergency Responses 31 March 2019 Update

IRC’s GIS unit created this database to allow for a more sustained approach to producing relevant mapping products and geospatial analysis for regions undergoing emergencies, and will fill gaps in information sharing and management between OFDA, IRC, and other implementing partners during emergency response. IRC’s GIS services provide OFDA/Ethiopia with the information and analysis required to monitor the evolution of project / program results and to track project and program impacts across implementing agencies and geographic locations. This dataset contains boundaries of Ethiopian administrative Woredas which are roughly consistent with the actual administrative boundaries for the year 2017.The Woreda boundary contains attribute data (implementing Partners, Situation and Sector Fields) for IRC Ethiopia OFDA Funded Emergency Responses as of 31 Mar 2019.

Tags: geodata, humanitarian response plan-hrp
Organization: International Rescue Committee Ethiopia
IRC Ethiopia All Emergency Responses 31 March 2018 Update

IRC’s GIS unit created this database to allow for a more sustained approach to producing relevant mapping products and geospatial analysis for regions undergoing emergencies, and will fill gaps in information sharing and management between OFDA, IRC, and other implementing partners during emergency response. IRC’s GIS services provide OFDA/Ethiopia with the information and analysis required to monitor the evolution of project / program results and to track project and program impacts across implementing agencies and geographic locations. This dataset contains boundaries of Ethiopian administrative Woredas which are roughly consistent with the actual administrative boundaries for the year 2017.The Woreda boundary contains attribute data (implementing Partners, Situation and Sector Fields) for IRC Ethiopia Emergency Responses as of 31 March 2018.

Tags: funding, geodata, humanitarian response plan-hrp
Organization: International Rescue Committee Ethiopia
IRC Ethiopia ECHO Funded Emergency Responses 31 July 2018 Update

IRC’s GIS unit created this database to allow for a more sustained approach to producing relevant mapping products and geospatial analysis for regions undergoing emergencies, and will fill gaps in information sharing and management between OFDA, IRC, and other implementing partners during emergency response. IRC’s GIS services provide OFDA/Ethiopia with the information and analysis required to monitor the evolution of project / program results and to track project and program impacts across implementing agencies and geographic locations. This dataset contains boundaries of Ethiopian administrative Woredas which are roughly consistent with the actual administrative boundaries for the year 2017.The Woreda boundary contains attribute data (implementing Partners, Situation and Sector Fields) for IRC Ethiopia ECHO Funded Emergency Responses as of 31 July 2018.


Tags: geodata, humanitarian response plan-hrp
Organization: International Rescue Committee Ethiopia
IRC Ethiopia All Emergency Responses 31 March 2019 Update

IRC’s GIS unit created this database to allow for a more sustained approach to producing relevant mapping products and geospatial analysis for regions undergoing emergencies, and will fill gaps in information sharing and management between OFDA, IRC, and other implementing partners during emergency response. IRC’s GIS services provide OFDA/Ethiopia with the information and analysis required to monitor the evolution of project / program results and to track project and program impacts across implementing agencies and geographic locations. This dataset contains boundaries of Ethiopian administrative Woredas which are roughly consistent with the actual administrative boundaries for the year 2017.The Woreda boundary contains attribute data (implementing Partners, Situation and Sector Fields) for IRC Ethiopia OFDA Funded Emergency Responses as of 31 Mar 2019.

Tags: geodata, humanitarian response plan-hrp
Organization: International Rescue Committee Ethiopia
IRC Ethiopia OFDA Funded Emergency Responses 28 February 2019 Update

IRC’s GIS unit created this database to allow for a more sustained approach to producing relevant mapping products and geospatial analysis for regions undergoing emergencies, and will fill gaps in information sharing and management between OFDA, IRC, and other implementing partners during emergency response. IRC’s GIS services provide OFDA/Ethiopia with the information and analysis required to monitor the evolution of project / program results and to track project and program impacts across implementing agencies and geographic locations. This dataset contains boundaries of Ethiopian administrative Woredas which are roughly consistent with the actual administrative boundaries for the year 2017.The Woreda boundary contains attribute data (implementing Partners, Situation and Sector Fields) for IRC Ethiopia OFDA Funded Emergency Responses as of 28 Feb 2019.

Tags: geodata, humanitarian response plan-hrp
Organization: International Rescue Committee Ethiopia
IRC Ethiopia OFDA Funded Emergency Responses 30 June 2018 Update

IRC’s GIS unit created this database to allow for a more sustained approach to producing relevant mapping products and geospatial analysis for regions undergoing emergencies, and will fill gaps in information sharing and management between OFDA, IRC, and other implementing partners during emergency response. IRC’s GIS services provide OFDA/Ethiopia with the information and analysis required to monitor the evolution of project / program results and to track project and program impacts across implementing agencies and geographic locations. This dataset contains boundaries of Ethiopian administrative Woredas which are roughly consistent with the actual administrative boundaries for the year 2017.The Woreda boundary contains attribute data (implementing Partners, Situation and Sector Fields) for IRC Ethiopia OFDA Funded Emergency Responses as of 30 June 2018.

Tags: geodata, humanitarian response plan-hrp, non-food items-nfi, water sanitation and hygiene-wash
Organization: International Rescue Committee Ethiopia
IRC Ethiopia USAID/OFDA Funded Emergency Responses 31 October 2018 Update

IRC’s GIS unit created this database to allow for a more sustained approach to producing relevant mapping products and geospatial analysis for regions undergoing emergencies, and will fill gaps in information sharing and management between OFDA, IRC, and other implementing partners during emergency response. IRC’s GIS services provide OFDA/Ethiopia with the information and analysis required to monitor the evolution of project / program results and to track project and program impacts across implementing agencies and geographic locations. This dataset contains boundaries of Ethiopian administrative Woredas which are roughly consistent with the actual administrative boundaries for the year 2017.The Woreda boundary contains attribute data (implementing Partners, Situation and Sector Fields) for IRC Ethiopia OFDA Funded Emergency Responses as of 31 Oct 2018.

Tags: geodata, humanitarian response plan-hrp
Organization: International Rescue Committee Ethiopia
IRC Ethiopia ECHO Funded Emergency Responses 31 August 2017 Update

IRC’s GIS unit created this database to allow for a more sustained approach to producing relevant mapping products and geospatial analysis for regions undergoing emergencies, and will fill gaps in information sharing and management between ECHO, IRC, and other implementing partners during emergency response. IRC’s GIS services provide ECHO/Ethiopia with the information and analysis required to monitor the evolution of project / program results and to track project and program impacts across implementing agencies and geographic locations. This dataset contains boundaries of Ethiopian administrative Woredas which are roughly consistent with the actual administrative boundaries for the year 2017.The Woreda boundary contains attribute data (implementing Partners, Situation and Sector Fields) for IRC Ethiopia ECHO Funded ERM IV Emergency Responses as of 31 August 2017

Tags: geodata, humanitarian response plan-hrp
Organization: International Rescue Committee Ethiopia