An end-to-end event extraction and summarization system.

A small package to access the API of ACLED and retrieve conflict event data. IMPORTANT: the dev version is maintained on my GitLab page.

Crisis incidents caused by rebel groups create a negative influence on the political and economic situation of a country. However, information about rebel group activities has always been limited. Sometimes these groups do not take responsibility for their actions, sometimes they falsely claim responsibility for other rebel group’s actions. Thi…

Multi-agent platform using OSINT tools to create geopolitical analysis

Social unrest is hypothesized to exhibit patterns, which if detected early can facilitate mitigation efforts. This real world task introduced us to the task of identifying and predicting social unrest based on NLP and ML methods. This task consists of 3 subtasks revolving around information extraction, summarization and event prediction from text.

Developed a real-time geopolitical event analysis platform, showcasing skills in competitive analysis and industry research, relevant to understanding the financial impact of climate risks at a property level.

TCS-COMMUNITY - Open community for TCS-PLATFORM. L1-L3 macro pipeline (FRED/GDACS/ACLED) + Discussions + Trial Pro 30 days. Star to join.

Repository for the paper "Revealing land use dynamics in armed-conflict hotspots in North-East Nigeria using earth observation data"

an R function to ingest ACLED event data using jsonlite for ingestion and data.table for processing

Code repository for the EACL 2023 long paper Extracting Victim Counts from Text

Rule-based NLP toolkit for detecting attacks on healthcare in conflict zones from free-text event data. Source-agnostic adapter pattern.

Elastic search index for the Armed Conflict Location and Event Data Project (ACLED) from Asia and Africa in the same Elastic Search index.

This project supports economic monitoring in Morocco using alternative data. It currently includes drought monitoring and conflict event analysis using satellite and geospatial data.

Open-source conflict monitoring & situational awareness — ACLED/GDELT/UCDP + OSINT feeds, hotspots/trends, and a sourced 'what's working' lessons KB (OSINT/force-protection)

Interactive Tableau dashboard analyzing global civilian targeting events over time using ACLED aggregated conflict data. ACLED's Violence Against Civilians category records incidents where organized armed actors deliberately target civilians. Event counts reflect the frequency of incidents, not the number of people killed or injured.

This project analyzes conflict events and population exposure using data from the Armed Conflict Location & Event Data Project (ACLED) and WorldPop population rasters. It maps conflict fatalities, applies spatial gridding, and estimates exposed populations at country level to support regional conflict monitoring and humanitarian analysis.

Full-Spectrum Geospatial Intelligence MCP Server — 171 tools across 27 categories: satellite imagery, aircraft tracking, maritime intelligence, military & defense, space tracking, conflict mapping, environmental monitoring, and more

This project analyzes Gen Z protest participation using conflict event data, demographic analysis, and social contract indicators. It combines protest data from the Armed Conflict Location & Event Data Project (ACLED), UN population estimates, and Gallup World Poll data to examine youth-led mobilization patterns and protest dynamics.

HTML and JS project visualising ACLED data using MapBox for @UCL course 'Digital Visualisation'

Geospatial visualisation of the Russia-Ukraine war's footprint across Ukrainian territory, 2022-2025, using ACLED event data.