The Armed Conflict Location & Event Data Project (ACLED) is a US-registered non-profit whose mission is to provide the highest quality real-time data on political violence and demonstrations globally. The information collected includes the type of event, its date, the location, the actors involved, a brief narrative summary, and any reported fatalities. ACLED users rely on our robust global dataset to support decision-making around policy and programming, accurately analyze political and country risk, support operational security planning, and improve supply chain management.ACLED’s transparent methodology, expert team composed of 250 individuals speaking more than 70 languages, real-time coding system, and weekly update schedule are unrivaled in the field of data collection on conflict and disorder. Global Coverage: We track political violence, demonstrations, and strategic developments around the world, covering more than 240 countries and territories.Published Weekly: Our data are collected in real time and published weekly. It is the only dataset of its kind to provide such a high update frequency, with peer datasets most often updating monthly or yearly.Historical Data: Our dataset contains at least two full years of data for all countries and territories, with more extensive coverage available for multiple regions.Experienced Researchers: Our data are coded by experienced researchers with local, country, and regional expertise and language skills.Thorough Data Collection and Sourcing: Pulling from traditional media, reports, local partner data, and verified new media, ACLED uses a tailor-made sourcing methodology for individual regions/countries.Extensive Review Process: Our data go through an exhaustive multi-stage quality assurance process to ensure their accuracy and reliability. This process includes both manual and automated error checking and contextual review.Clean, Standardized, and Validated: Our data can be easily connected with internal dashboards through our API or downloaded through the Data Export Tool on our website.Resources Available on ESRI’s Living AtlasACLED data are available through the Living Atlas for the most recent 12 month period. The data are mapped to the centroid of first administrative divisions (“admin1”) within countries (e.g., states, districts, provinces) and aggregated by month. Variables in the data include:The number of events per admin1-month, disaggregated by event type (protests, riots, battles, violence against civilians, explosions/remote violence, and strategic developments)A conservative estimate of reported fatalities per admin1-monthThe total number of distinct violent actors active in the corresponding admin1 for each monthThis Living Atlas item is a Web Map, which provides a pre-configured view of ACLED event data in a few layers:ACLED Event Counts layer: events per admin1-month, styled by predominant event type for each location.ACLED Violent Actors layer: the number of distinct violent actors per admin1-month.ACLED Fatality Estimates layer: the estimated number of fatalities from political violence per admin1-month.These layers are based on the ACLED Conflict and Demonstrations Event Data Feature Layer, which has the same data but only a basic default styling that is similar to the Event Counts layer. The Web Map layers are configured with a time-slider component to account for the multiple months of data per admin1 unit. These indicators are also available in the ACLED Conflict and Demonstrations Data Key Indicators Group Layer, which includes the same preconfigured layers but without the time-slider component or background layers.Resources Available on the ACLED WebsiteThe fully disaggregated dataset is available for download on ACLED's website including:Date (day, month, year)Actors, associated actors, and actor typesLocation information (ADMIN1, ADMIN2, ADMIN3, location and geo coordinates)A conservative fatality estimateDisorder type, event types, and sub-event typesTags further categorizing the data A notes column providing a narrative of the event For more information, please see the ACLED Codebook.To explore ACLED’s full dataset, please register on the ACLED Access Portal, following the instructions available in this Access Guide. Upon registration, you’ll receive access to ACLED data on a limited basis. Commercial users have access to 3 free data downloads company-wide with access to up to one year of historical data. Public sector users have access to 6 downloads of up to three years of historical data organization-wide. To explore options for extended access, please reach out to our Access Team (access@acleddata.com).With an ACLED license, users can also leverage ACLED’s interactive Global Dashboard and check in for weekly data updates and analysis tracking key political violence and protest trends around the world. ACLED also has several analytical tools available such as our Early Warning Dashboard, Conflict Alert System (CAST), and Conflict Index Dashboard.

A weekly dataset providing the total number of reported political violence, civilian-targeting, and demonstration events in Marshall Islands. Note: These are aggregated data files organized by country-year and country-month. To access full event data, please register to use the Data Export Tool and API on the ACLED website.

A weekly dataset providing the total number of reported political violence, civilian-targeting, and demonstration events in French Guiana. Note: These are aggregated data files organized by country-year and country-month. To access full event data, please register to use the Data Export Tool and API on the ACLED website.

A weekly dataset providing the total number of reported political violence, civilian-targeting, and demonstration events in Jordan. Note: These are aggregated data files organized by country-year and country-month. To access full event data, please register to use the Data Export Tool and API on the ACLED website.

A weekly dataset providing the total number of reported political violence, civilian-targeting, and demonstration events in Pakistan. Note: These are aggregated data files organized by country-year and country-month. To access full event data, please register to use the Data Export Tool and API on the ACLED website.

1. SUMMARY

This database contains harmonized time series for the study of Climate induced migration in Africa. We collected information between 2016-01-04 and 2022–10–31 at a district level in spatial resolution and weekly level in temporal level. The variables and the corresponding sources are summarized in the following tables.

Climate and vegetation related variables

Variable name

Source

mean precipitation

CHIRPS (https://www.chc.ucsb.edu/data/chirps dataset)

maximum land surface temperature

MODIS

(https://modis.gsfc.nasa.gov/data/dataprod/mod11.php )

mean of normalized difference vegetation index

MODIS

(https://lpdaac.usgs.gov/products/mod09gav006/ )

Fatality related variables

Variable name

Source

interaction

The Armed Conflict Location & Event Data Project (ACLED) (https://acleddata.com/data-export-tool/ )

fatalities

The Armed Conflict Location & Event Data Project (ACLED) (https://acleddata.com/data-export-tool/ )

Social economic variables

Variable name

Source

white sorghum price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

wheat flour price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

cowpeas price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

sugar price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

tea leaves price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

salt price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

sesame oil price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

vegetable oil price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

goat price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

cattle price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

camel price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

camel milk price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

charcoal price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

diesel price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

red sorghum price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

water drum price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

labor rate

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

SomaliShillingToUSD

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

SomalilandShToUSD

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

water jerry price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

transport cost

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

labor rate agricultural

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

labor rate non-agricultural

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

number of people receiving remittance

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

number of people receiving credit

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

white maize price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

imported rice price

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

CPIAUSCL (The Consumer Price Index for All Urban Consumers)

Food Security and Nutrition Analysis Unit - Somalia (FSNAU) (https://fsnau.org/sectors/markets )

Internal displacement person (IDP)

Variable name

Source

IDP Drought

UNHCR-PRMN (https://prmn-somalia.unhcr.org/ ) (2017-2022)

Population Movement Tracking (PMT) (https://www.unhcr.org/4a9501239.pdf ) (2010-2016)

IDP conflict

UNHCR-PRMN (https://prmn-somalia.unhcr.org/ ) (2017-2022)

Population Movement Tracking (PMT) (https://www.unhcr.org/4a9501239.pdf ) (2010-2016)

1. CONTACT

For questions, please email Jose Maria Tárraga at Jose.Maria.Tarraga@uv.es

1. DATABASE

We provided a CSV file containing the time series of the variables described above. Furthermore, additional information for spatial and temporal identification such as a district identifier and a date are included.

FTS publishes data on humanitarian funding flows as reported by donors and recipient organizations. It presents all humanitarian funding to a country and funding that is specifically reported or that can be specifically mapped against funding requirements stated in humanitarian response plans. The data comes from OCHA's Financial Tracking Service, is encoded as utf-8 and the second row of the CSV contains HXL tags.

A weekly dataset providing the total number of reported political violence, civilian-targeting, and demonstration events in Curacao. Note: These are aggregated data files organized by country-year and country-month. To access full event data, please register to use the Data Export Tool and API on the ACLED website

Food Prices for Curaçao. Contains data from the FAOSTAT bulk data service covering the following categories: Consumer Price Indices, Deflators, Exchange rates

Data used to update country toplines in HDX. Contains data from World Bank's data portal.

Curaçao population density for 400m H3 hexagons. Built from Kontur Population: Global Population Density for 400m H3 Hexagons Vector H3 hexagons with population counts at 400m resolution. Fixed up fusion of GHSL, Facebook, Microsoft Buildings, Copernicus Global Land Service Land Cover, Land Information New Zealand, and OpenStreetMap data.