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@@ -10,7 +10,17 @@ Enables investigation of offshore financial networks, intermediaries, and comple
 ## Features
 
 - 🔍 **Beneficial Ownership Tracing** — Follow ownership chains through complex corporate structures up to 6 hops deep
+
+  ![Neo4j Browser Visualization](Image/neo4j-browser-visualization.jpeg)
+  
+  *A visual representation of an ownership network within the Neo4j Browser. This screenshot displays a multi-hop path unmasking the ultimate human controller behind nested shell companies.*
+
 - 📊 **Network Analysis** — Identify influential entities using PageRank, betweenness centrality, and degree metrics
+
+  ![Graph Data Science Results](Image/gds-results.jpeg)
+  
+  *Results from PageRank and Louvain algorithms running on the graph. This highlights the most influential intermediaries and detected communities within the offshore network.*
+
 - 🏘️ **Community Detection** — Discover connected business networks using Louvain clustering and label propagation
 - 🚩 **Red Flag Detection** — Automatic identification of suspicious patterns (deep layering, PEP connections, circular ownership)
 - ⚡ **Fast Query Performance** — Optimized Cypher queries with proper indexing and bounded variable-length paths
@@ -19,6 +29,14 @@ Enables investigation of offshore financial networks, intermediaries, and comple
 
 ---
 
+## Data Model
+
+![Graph Schema Diagram](Image/schema-diagram.png)
+
+*A logical data model of the Panama Papers network created in draw.io. It defines the properties and relationships between Entity, Officer, Intermediary, and Address nodes.*
+
+---
+
 ## Technology Stack
 
 | Component | Technology | Version |
@@ -37,6 +55,14 @@ Enables investigation of offshore financial networks, intermediaries, and comple
 
 ---
 
+## Usage
+
+![FastAPI Swagger UI](Image/fastapi-swagger-ui.jpeg)
+
+*The interactive Swagger UI showcasing operational REST endpoints. This demonstrates the API's ability to execute complex graph traversals and beneficial ownership lookups.*
+
+---
+
 ## Quick Start
 
 ### Prerequisites
@@ -505,6 +531,14 @@ curl -X GET "http://localhost:8000/entities/10000001/risk"
 
 ---
 
+## Exploratory Data Analysis
+
+![Graph EDA Notebook](Image/graph-eda-notebook.jpeg)
+
+*The Exploratory Data Analysis (EDA) notebook showing the dataset's distribution. It visualizes node counts across jurisdictions and the connectivity degree before graph ingestion.*
+
+---
+
 ## Database Schema
 
 ### Node Labels