ir-gravity-model
CommunityModel trade, RTAs, and conflict tone in dyads.
Education & Research#trade data#international relations#fixed effects#gravity model#PPML#GDELT#dyadic events
Authorxjtulyc
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill helps you perform international relations quantitative research by estimating gravity-style trade relationships (including zero trade flows) and linking them to regional trade agreements (RTAs) and bilateral news event tone from GDELT.
Core Features & Use Cases
- PPML gravity estimation: Estimate bilateral trade flows with Poisson Pseudo-Maximum Likelihood to remain consistent with zeros and heteroscedasticity, using exporter/importer/year fixed effects.
- RTA trade effect measurement: Capture trade creation vs trade diversion using an RTA-in-force variable (and a framework for interpreting dyadic RTA exposure).
- GDELT dyadic event aggregation: Download (GDELT 1.0 CSV daily exports), aggregate events to monthly/annual dyad-periods, and compute conflict/cooperation metrics using GoldsteinScale and AvgTone.
- Workflow integration: Load COW bilateral trade data, merge CEPII GeoDist controls (distance/contiguity/language proxies), optionally merge GDP and RTA datasets, and compare PPML vs log-OLS as a robustness check.
Quick Start
Estimate a PPML gravity model linking dyadic trade (including zeros) with bilateral distance and RTA exposure while aggregating GDELT event tone to dyad-month level for additional interpretation.
Dependency Matrix
Required Modules
pandas>=1.5statsmodels>=0.14numpy>=1.23matplotlib>=3.6requests>=2.28
Components
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: ir-gravity-model Download link: https://github.com/xjtulyc/awesome-rosetta-skills/archive/main.zip#ir-gravity-model Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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