🌍 GEO-INFER Framework

Geospatial Inference Framework

Implementing Active Inference principles for regional, ecological, civic, and commercial applications

🚀 Quick Start • 📦 Modules • 🎯 Use Cases • 📚 Docs • 👥 Contribute • 🤖 PAI • 🧠 Agents

🌟 What is GEO-INFER?

GEO-INFER is a geospatial inference framework that implements Active Inference principles for spatial-temporal problems. The framework provides 44 specialized modules organized into categories with defined dependencies and data flow patterns.

✨ Key Features

🗺️ Spatial Analysis: H3 v4 spatial indexing and geospatial processing
🧠 Active Inference: Mathematical foundations for perception-action loops (free energy minimization, Bayesian inference, perception-action loops)
🔄 Data Processing Pipelines: Validation, quality control, and ETL workflows
🧩 Modular Architecture: 44 specialized modules with clear dependencies
🧪 Testing: 416 test files with ~3,000+ tests across all modules
📚 Documentation: Standardized documentation with integration guides

📊 Codebase at a Glance

Metric	Value
Modules	44 specialized packages
Source Files	858 files, 294,403 lines
Test Files	416 files, 86,793 lines
Tests	~3,000+ passing
Min Tests/Module	4 test files (every module)
Package Standard	PEP 8 lowercase naming (100%)

🚀 Quick Start

⚡ Get Started in 3 Steps

# 1
. Clone and enter the repository
git clone https://github.com/geo-infer/geo-infer.git
cd GEO-INFER

# 2
. Install core modules (choose what you need)
uv pip install -e ./GEO-INFER-MATH    # Mathematical foundations
uv pip install -e ./GEO-INFER-SPACE   # Spatial analysis (H3 v4)
uv pip install -e ./GEO-INFER-ACT     # Active inference

# 3
. Run your first analysis
python -c "
from geo_infer_space import SpatialAnalyzer
from geo_infer_act import ActiveInferenceModel

# Create
 your first spatial analysis
analyzer = SpatialAnalyzer()
model = ActiveInferenceModel()

print('🎉 GEO-INFER is ready!')
print('📚 Check GEO-INFER-INTRA/docs/ for documentation')
"

📋 Prerequisites

Python: 3.9+ (3.11+ recommended)
Package Manager: uv (fast, reliable Python package installer)
Git: For cloning and version control
Optional: Docker for containerized deployment

🎯 First Steps by Use Case

I want to...	Start with these modules	Example command
Analyze spatial data	`MATH`, `SPACE`	`uv pip install -e ./GEO-INFER-MATH ./GEO-INFER-SPACE`
Build AI models	`MATH`, `AI`, `DATA`	`uv pip install -e ./GEO-INFER-MATH ./GEO-INFER-AI ./GEO-INFER-DATA`
Process sensor data	`IOT`, `DATA`, `TIME`	`uv pip install -e ./GEO-INFER-IOT ./GEO-INFER-DATA ./GEO-INFER-TIME`
Design governance systems	`METAGOV`, `ORG`, `NORMS`	`uv pip install -e ./GEO-INFER-METAGOV ./GEO-INFER-ORG ./GEO-INFER-NORMS`
Create web applications	`API`, `APP`, `SPACE`	`uv pip install -e ./GEO-INFER-API ./GEO-INFER-APP ./GEO-INFER-SPACE`

📦 Module Overview

GEO-INFER provides 44 specialized modules organized into clear categories. Each module follows standardized documentation with working examples and integration guides.

🧠 Core Analytical Modules

Module	Purpose	Status
MATH	Mathematical foundations, statistics, optimization	✅ Beta
ACT	Active Inference modeling and belief updates	✅ Beta
BAYES	Bayesian inference (GP, MCMC, model comparison)	✅ Beta
AI	Machine learning and neural networks	✅ Beta
COG	Cognitive modeling and spatial cognition	✅ Beta
AGENT	Intelligent agents and autonomous systems	✅ Beta
SPM	Statistical mapping and spatial statistics	🟡 Alpha

🗺️ Spatial-Temporal Modules

Module	Purpose	Status
SPACE	H3 v4 spatial indexing and geospatial analysis	✅ FULLY MIGRATED
TIME	Temporal methods and time series analysis	✅ Beta
IOT	IoT sensor networks and real-time data	✅ Beta

💾 Infrastructure Modules

Module	Purpose	Status
DATA	ETL processes and data pipeline management	✅ Beta
API	REST/GraphQL services and external integration	✅ Beta
SEC	Security frameworks and access control	🟡 Alpha
OPS	System orchestration and monitoring	🟡 Alpha
METAGOV	Meta-governance and organizational governance methods	🟡 Alpha

🎯 Domain Applications

Category	Key Modules	Status
Agriculture	AG (precision farming, crop monitoring)	✅ Beta
Health	HEALTH (epidemiology, healthcare access)	✅ Beta
Economics	ECON (market analysis, policy modeling)	✅ Beta
Risk	RISK (insurance, hazard assessment)	🟡 Alpha
Logistics	LOG (supply chains, route optimization)	✅ Beta
Biology	BIO (spatial omics, ecological modeling)	✅ Beta
Climate	CLIMATE (climate modeling, adaptation)	✅ Beta
Energy	ENERGY (renewables, grid optimization)	🟡 Alpha
Water	WATER (hydrology, water quality)	🟡 Alpha
Transport	TRANSPORT (traffic, urban mobility)	🟡 Alpha
Forest	FOREST (forestry, deforestation detection)	✅ Beta
Marine	MARINE (ocean, coastal management)	🟡 Alpha
Emergency	EMERGENCY (disaster response, evacuation)	🟡 Alpha
Education	EDU (learning, curriculum design)	🟡 Alpha

🤖 Agent Documentation

All modules have AGENTS.md files documenting:

Agent capabilities and integration patterns
Implementation status (✅ Implemented / 🔮 Planned)
Code examples for agent integration
Framework support vs domain applications

See AGENTS.md for the complete multi-agent systems architecture.

👥 Community & Applications

Module	Purpose	Status
CIV	Civic engagement and participatory mapping	🟡 Alpha
APP	User interfaces and dashboards	✅ Beta
ART	Artistic expression and visualization	✅ Beta
PLACE	Place-based analysis and regional insights	✅ FULLY MIGRATED

📚 Documentation & Resources

🎯 Getting Started Guides

Resource	Description	Location
Quick Start Tutorial	15-minute introduction to GEO-INFER	`GEO-INFER-EXAMPLES/examples/basic_tutorial.md`
Module Integration Guide	Cross-module integration patterns	`GEO-INFER-INTRA/docs/guides/MODULE_INTEGRATION_GUIDE.md`
Environmental Monitoring	Specialized environmental workflows	`GEO-INFER-INTRA/docs/guides/ENVIRONMENTAL_MONITORING_INTEGRATION.md`
API Documentation	Complete API reference	`GEO-INFER-INTRA/docs/api/`

📖 Documentation Standards

Resource	Description	Status
Documentation Standards	Comprehensive contribution guidelines	✅ COMPLETE
Module Templates	Standardized YAML front matter templates	✅ AVAILABLE
Integration Guides	Cross-module workflow tutorials	✅ ESTABLISHED
Code Examples	Working, tested code samples	✅ VERIFIED

🧪 Testing & Quality

Resource	Description	Command
Unified Test Suite	Run all tests across modules	`uv run python GEO-INFER-TEST/run_unified_tests.py`
Module-Specific Tests	Test individual modules	`uv run python GEO-INFER-TEST/run_unified_tests.py --module MATH`
Integration Tests	Cross-module integration testing	`uv run python GEO-INFER-TEST/run_unified_tests.py --category integration`
Performance Benchmarks	Performance validation	`uv run python GEO-INFER-TEST/run_unified_tests.py --category performance`

🔗 Key Resources

📋 Module Index: Complete module overview with status and dependencies
🎨 Integration Examples: Integration patterns and use cases
📚 API Documentation: API references and schemas
🔧 Development Standards: Coding guidelines and best practices
🧪 Quality Assurance: Testing frameworks and validation procedures

🏗️ Architecture Overview

Category	Modules
🧠 Analytical Core	ACT, BAYES, AI, MATH, COG, AGENT, SPM
🗺️ Spatial-Temporal	SPACE, TIME, IOT
💾 Data Management	DATA, API
🔒 Security & Governance	SEC, NORMS, REQ, METAGOV
🧪 Simulation & Modeling	SIM, ANT
👥 People & Community	CIV, PEP, ORG, COMMS
🖥️ Applications	APP, ART
🏢 Domain-Specific	AG, HEALTH, ECON, RISK, LOG, BIO, CLIMATE, ENERGY, WATER, TRANSPORT, FOREST, MARINE, EMERGENCY, EDU
📍 Place-Based	PLACE
⚙️ Operations	OPS, INTRA, GIT, TEST, EXAMPLES

Architecture

Overview

graph TB
    classDef coreNode fill:#ff9e80,stroke:#d50000,stroke-width:3px
    classDef spatialNode fill:#80d8ff,stroke:#0091ea,stroke-width:2px
    classDef dataNode fill:#b9f6ca,stroke:#00c853,stroke-width:2px
    classDef domainNode fill:#e1bee7,stroke:#8e24aa,stroke-width:2px
    classDef opsNode fill:#fff59d,stroke:#f57f17,stroke-width:2px
    classDef appNode fill:#f8bbd9,stroke:#c2185b,stroke-width:2px

    %% Core Analytical Layer
    MATH["GEO-INFER-MATH<br/>Mathematical Foundations"]:::coreNode
    BAYES["GEO-INFER-BAYES<br/>Bayesian Inference"]:::coreNode
    ACT["GEO-INFER-ACT<br/>Active Inference"]:::coreNode
    AI["GEO-INFER-AI<br/>Artificial Intelligence"]:::coreNode
    COG["GEO-INFER-COG<br/>Cognitive Modeling"]:::coreNode
    AGENT["GEO-INFER-AGENT<br/>Intelligent Agents"]:::coreNode
    SPM["GEO-INFER-SPM<br/>Statistical Mapping"]:::coreNode

    %% Spatial-Temporal Layer
    SPACE["GEO-INFER-SPACE<br/>Spatial Methods H3 v4"]:::spatialNode
    TIME["GEO-INFER-TIME<br/>Temporal Methods"]:::spatialNode
    IOT["GEO-INFER-IOT<br/>IoT Integration"]:::spatialNode

    %% Data Management Layer
    DATA["GEO-INFER-DATA<br/>Data Management"]:::dataNode
    API["GEO-INFER-API<br/>API Services"]:::dataNode

    %% Operations Layer
    OPS["GEO-INFER-OPS<br/>Orchestration"]:::opsNode
    SEC["GEO-INFER-SEC<br/>Security"]:::opsNode
    INTRA["GEO-INFER-INTRA<br/>Documentation"]:::opsNode
    GIT["GEO-INFER-GIT<br/>Version Control"]:::opsNode
    TEST["GEO-INFER-TEST<br/>Quality Assurance"]:::opsNode

    %% Domain-Specific Layer
    AG["GEO-INFER-AG<br/>Agriculture"]:::domainNode
    HEALTH["GEO-INFER-HEALTH<br/>Health Applications"]:::domainNode
    ECON["GEO-INFER-ECON<br/>Economics"]:::domainNode
    RISK["GEO-INFER-RISK<br/>Risk Management"]:::domainNode
    LOG["GEO-INFER-LOG<br/>Logistics"]:::domainNode
    BIO["GEO-INFER-BIO<br/>Bioinformatics"]:::domainNode

    %% Application Layer
    APP["GEO-INFER-APP<br/>User Interfaces"]:::appNode
    ART["GEO-INFER-ART<br/>Artistic Expression"]:::appNode
    PLACE["GEO-INFER-PLACE<br/>Place-Based Analysis"]:::appNode

    %% Simulation Layer
    SIM["GEO-INFER-SIM<br/>Simulation"]:::domainNode
    ANT["GEO-INFER-ANT<br/>Complex Systems"]:::domainNode

    %% People & Community Layer
    CIV["GEO-INFER-CIV<br/>Civic Engagement"]:::domainNode
    PEP["GEO-INFER-PEP<br/>People Management"]:::domainNode
    ORG["GEO-INFER-ORG<br/>Organizations"]:::domainNode
    COMMS["GEO-INFER-COMMS<br/>Communications"]:::domainNode

    %% Governance Layer
    NORMS["GEO-INFER-NORMS<br/>Compliance"]:::opsNode
    REQ["GEO-INFER-REQ<br/>Requirements"]:::opsNode
    METAGOV["GEO-INFER-METAGOV<br/>Meta-Governance"]:::opsNode

    %% Examples Layer
    EXAMPLES["GEO-INFER-EXAMPLES<br/>Cross-Module Demos"]:::opsNode

    %% Core Dependencies
    MATH --> BAYES
    MATH --> ACT
    MATH --> AI
    MATH --> SPM
    BAYES --> ACT
    AI --> AGENT
    ACT --> AGENT
    COG --> AGENT

    %% Spatial Dependencies
    SPACE --> AG
    SPACE --> HEALTH
    SPACE --> ECON
    SPACE --> RISK
    SPACE --> LOG
    SPACE --> BIO
    SPACE --> PLACE
    TIME --> AG
    TIME --> HEALTH
    TIME --> ECON
    TIME --> SIM
    IOT --> SPACE
    IOT --> TIME

    %% Data Dependencies
    DATA --> SPACE
    DATA --> TIME
    DATA --> AI
    DATA --> AG
    DATA --> HEALTH
    DATA --> ECON
    API --> APP
    API --> ART

    %% Operations Dependencies
    OPS --> DATA
    OPS --> SEC
    SEC --> DATA
    SEC --> API
    INTRA --> COMMS
    GIT --> OPS
    TEST --> OPS

    %% Domain Dependencies
    AG --> APP
    HEALTH --> APP
    ECON --> APP
    RISK --> APP
    LOG --> ECON
    BIO --> HEALTH

    %% Simulation Dependencies
    SIM --> SPACE
    SIM --> TIME
    SIM --> AI
    ANT --> ACT
    ANT --> SIM

    %% People Dependencies
    CIV --> APP
    PEP --> ORG
    ORG --> COMMS
    COMMS --> INTRA

    %% Governance Dependencies
    NORMS --> SEC
    REQ --> NORMS
    REQ --> SEC

    %% Examples Dependencies
    EXAMPLES --> APP
    EXAMPLES --> SPACE
    EXAMPLES --> TIME

📊 Complete Module Dependencies Matrix

Module	Core Dependencies	Optional Dependencies	Provides Services To	Data Flow Direction	Status	H3 v4 Status
OPS	-	SEC	ALL modules	→ All	Beta	✅ Updated
DATA	OPS, SEC	-	ALL modules	→ All	Alpha	✅ Updated
SPACE	DATA, MATH	TIME, AI, IOT	AG, HEALTH, SIM, APP, ART, PLACE, LOG, RISK, BIO, ECON	→ Domain/App	Beta	✅ FULLY MIGRATED
TIME	DATA, MATH	SPACE, AI, IOT	AG, HEALTH, ECON, SIM, LOG, RISK, BIO	→ Domain/Analytics	Alpha	⏳ Not Applicable
IOT	SPACE, DATA	BAYES, TIME, AI	All sensor-based modules	→ Sensor/Real-time	Beta	✅ Updated
AI	DATA, SPACE	TIME, AGENT	All analytical modules	→ Analytics/Prediction	Gamma	⏳ Planned
ACT	MATH, BAYES	AI, AGENT, SIM	AGENT, SIM, decision systems	→ Inference/Decision	Beta	✅ Updated
BAYES	MATH	SPACE, TIME	ACT, AI, statistical modules	→ Statistical/Inference	Beta	✅ Updated
MATH	-	-	ALL analytical modules	→ All analytics	Beta	✅ Updated
API	All modules	-	External systems, APP	↔ External	Beta	✅ Updated
APP	API, SPACE	All modules	End users	← All modules	Beta	✅ Updated
AGENT	ACT, AI	SPACE, TIME, SIM	SIM, autonomous systems	↔ Agent systems	Beta	✅ Updated
SIM	SPACE, TIME	AI, AGENT, ACT	Domain modules, decision support	↔ Simulation systems	Alpha	⏳ Planned
AG	SPACE, TIME, DATA	AI, ECON, SIM	APP, ECON, food systems	↔ Agricultural systems	Beta	✅ Updated
HEALTH	SPACE, TIME, DATA	AI, RISK, BIO, SPM	APP, policy makers	↔ Health systems	Beta	✅ Updated
ECON	SPACE, TIME, DATA	AI, AG, SIM	Policy makers, RISK	↔ Economic systems	Beta	✅ Updated
ANT	ACT, SIM	AI, AGENT	SIM, complex systems	↔ Complex systems	Alpha	⏳ Planned
ART	SPACE, APP	AI, TIME	APP, visualization	← Artistic/Creative	Beta	✅ Updated
BIO	SPACE, TIME, DATA	AI, HEALTH	HEALTH, research	↔ Biological systems	Beta	✅ Updated
COG	SPACE, AI	ACT, AGENT	AGENT, human factors	→ Cognitive modeling	Beta	✅ Updated
COMMS	INTRA, APP	ALL modules	External stakeholders	← All modules	Beta	✅ Updated
GIT	OPS	-	All development	→ Version control	Beta	✅ Updated
INTRA	-	ALL modules	Documentation, standards	← All modules	Beta	✅ Updated
LOG	SPACE, TIME, DATA	AI, SIM	ECON, operations	↔ Logistics systems	Beta	✅ Updated
NORMS	SPACE, DATA	REQ, SEC	All compliance	→ Regulatory/Ethics	Beta	✅ Updated
ORG	PEP, COMMS	CIV, NORMS	Governance systems	↔ Organizational	Beta	✅ Updated
PEP	ORG, COMMS	CIV	HR, community	↔ People management	Beta	✅ Updated
REQ	NORMS, SEC	ALL modules	System specifications	→ Requirements	Beta	✅ Updated
RISK	SPACE, TIME, DATA	AI, HEALTH, ECON	Decision support	↔ Risk assessment	Beta	✅ Updated
SEC	-	ALL modules	Security services	→ All modules	Alpha	✅ Updated
SPM	MATH, SPACE	TIME, BAYES	Statistical analysis	→ Statistical mapping	Alpha	✅ Updated
TEST	ALL modules	-	Quality assurance	← All modules	Alpha	✅ Updated
EXAMPLES	All modules	-	New users, developers	← All modules (demo only)	Beta	✅ Updated
PLACE	SPACE, TIME, DATA, ALL	-	Regional analyses, place-based insights	↔ Place-based systems	Beta	✅ FULLY MIGRATED
CIV	SPACE, APP	COMMS, ORG	Community engagement	↔ Civic systems	Alpha	✅ Updated
METAGOV	ORG, SEC, NORMS	COMMS, REQ	Meta-governance & organizational governance	→ Governance/Meta-organization	Alpha	✅ Updated
CLIMATE	SPACE, TIME, BAYES, ACT	AG, HEALTH, RISK	Climate modeling, weather analysis, climate change	→ Climate/Environmental	Beta	✅ Updated
ENERGY	SPACE, TIME, ECON, RISK	IOT, AGENT	Energy systems, renewable optimization, grid	→ Energy/Sustainability	Alpha	✅ Updated
WATER	SPACE, TIME, DATA, RISK	AG, HEALTH	Water resources, hydrology, water quality	→ Water/Resource	Alpha	✅ Updated
TRANSPORT	SPACE, TIME, LOG, AGENT	CIV, IOT	Transportation systems, urban mobility	→ Transport/Mobility	Alpha	✅ Updated
EDU	SPACE, TIME, CIV, HEALTH	ECON	Educational systems, school accessibility	→ Education/Social	Alpha	✅ Updated
EMERGENCY	SPACE, TIME, RISK, AGENT, IOT	ANT	Emergency management, disaster response	→ Emergency/Safety	Alpha	✅ Updated

Legend

→ : Provides data/services to
← : Consumes data/services from
↔ : Bidirectional data exchange
Status: Alpha (Early Development), Beta (Production Ready), Gamma (Planned)

🔄 Data Flow Architecture

flowchart TD
    classDef dataSource fill:#e3f2fd,stroke:#1976d2,stroke-width:2px
    classDef processing fill:#f3e5f5,stroke:#7b1fa2,stroke-width:2px
    classDef analysis fill:#e8f5e8,stroke:#388e3c,stroke-width:2px
    classDef application fill:#fff3e0,stroke:#f57c00,stroke-width:2px
    classDef output fill:#fce4ec,stroke:#c2185b,stroke-width:2px

    %% Data Sources
    RS["Remote Sensing Data"]:::dataSource
    IOT["IoT Sensor Streams"]:::dataSource
    CSV["Tabular Datasets"]:::dataSource
    OSM["OpenStreetMap Data"]:::dataSource
    CGD["Crowdsourced Geodata"]:::dataSource
    API["External APIs"]:::dataSource
    SENSOR["Environmental Sensors"]:::dataSource
    
    %% Data Processing Layer
    DATA["GEO-INFER-DATA<br/>Data Management & ETL"]:::processing
    SPACE["GEO-INFER-SPACE<br/>Spatial Processing H3 v4"]:::processing
    TIME["GEO-INFER-TIME<br/>Temporal Processing"]:::processing
    SEC["GEO-INFER-SEC<br/>Security & Privacy"]:::processing

    %% Analytical Layer
    MATH["GEO-INFER-MATH<br/>Mathematical Foundations"]:::analysis
    BAYES["GEO-INFER-BAYES<br/>Bayesian Inference"]:::analysis
    ACT["GEO-INFER-ACT<br/>Active Inference"]:::analysis
    AI["GEO-INFER-AI<br/>Machine Learning"]:::analysis
    SPM["GEO-INFER-SPM<br/>Statistical Mapping"]:::analysis

    %% Domain-Specific Analysis
    AG["GEO-INFER-AG<br/>Agricultural Analysis"]:::analysis
    HEALTH["GEO-INFER-HEALTH<br/>Health Applications"]:::analysis
    ECON["GEO-INFER-ECON<br/>Economic Modeling"]:::analysis
    RISK["GEO-INFER-RISK<br/>Risk Assessment"]:::analysis
    LOG["GEO-INFER-LOG<br/>Logistics Optimization"]:::analysis
    BIO["GEO-INFER-BIO<br/>Bioinformatics"]:::analysis

    %% Simulation & Modeling
    SIM["GEO-INFER-SIM<br/>Simulation Engine"]:::analysis
    ANT["GEO-INFER-ANT<br/>Complex Systems"]:::analysis
    AGENT["GEO-INFER-AGENT<br/>Intelligent Agents"]:::analysis

    %% Application Layer
    APP["GEO-INFER-APP<br/>User Interfaces"]:::application
    ART["GEO-INFER-ART<br/>Artistic Expression"]:::application
    PLACE["GEO-INFER-PLACE<br/>Place-Based Analysis"]:::application

    %% Output Layer
    API_OUT["API Services"]:::output
    DASH["Dashboards & Reports"]:::output
    MAPS["Interactive Maps"]:::output
    MODELS["Trained Models"]:::output
    INSIGHTS["Analytical Insights"]:::output

    %% Data Flow Connections
    RS --> DATA
    IOT --> DATA
    CSV --> DATA
    OSM --> DATA
    CGD --> DATA
    API --> DATA
    SENSOR --> DATA

    DATA --> SPACE
    DATA --> TIME
    DATA --> SEC

    SPACE --> MATH
    SPACE --> BAYES
    SPACE --> ACT
    SPACE --> AI
    SPACE --> SPM

    TIME --> MATH
    TIME --> BAYES
    TIME --> ACT
    TIME --> AI

    MATH --> BAYES
    MATH --> ACT
    MATH --> AI
    MATH --> SPM

    BAYES --> ACT
    BAYES --> AI
    BAYES --> SPM

    ACT --> AI
    ACT --> AGENT

    AI --> AG
    AI --> HEALTH
    AI --> ECON
    AI --> RISK
    AI --> LOG
    AI --> BIO

    SPACE --> AG
    SPACE --> HEALTH
    SPACE --> ECON
    SPACE --> RISK
    SPACE --> LOG
    SPACE --> BIO
    SPACE --> PLACE

    TIME --> AG
    TIME --> HEALTH
    TIME --> ECON
    TIME --> RISK
    TIME --> LOG
    TIME --> BIO
    TIME --> SIM

    AG --> APP
    HEALTH --> APP
    ECON --> APP
    RISK --> APP
    LOG --> APP
    BIO --> APP
    PLACE --> APP

    SIM --> APP
    ANT --> APP
    AGENT --> APP

    APP --> API_OUT
    APP --> DASH
    APP --> MAPS
    APP --> MODELS
    APP --> INSIGHTS

    ART --> MAPS
    ART --> INSIGHTS

🔧 Core Modules (Enhanced)

Module Name	Purpose	Input Types	Output Types	Dependencies	Status	H3 v4 Status
GEO-INFER-ACT	Active Inference modeling for nested and interacting systems	Observations, beliefs, policies, generative models	Belief updates, action selections, free energy estimates	MATH, BAYES	Alpha	✅ Updated
GEO-INFER-AG	Agricultural methods and farming applications	Satellite imagery, soil data, weather data, field boundaries	Yield predictions, crop health maps, precision agriculture recommendations	SPACE, TIME, DATA	Alpha	✅ Updated
GEO-INFER-AI	Artificial Intelligence and Machine Learning for geospatial workflows	Imagery, spatial features, training labels, time-series data	Trained models, predictions, classifications, forecasts	DATA, SPACE	Alpha	✅ Updated
GEO-INFER-AGENT	Intelligent agent frameworks for autonomous geospatial decision-making	Agent configurations, spatial environments, behavior rules	Autonomous decisions, agent interactions, simulation results	ACT, AI	Alpha	✅ Updated
GEO-INFER-ANT	Complex systems modeling using Active Inference principles	Movement data, colony parameters, environmental conditions	Emergent behaviors, optimization solutions, swarm dynamics	ACT, SIM	Alpha	✅ Updated
GEO-INFER-API	API development and integration services for interoperability	Module functions, data requests, external API calls	REST/GraphQL APIs, webhooks, standardized responses	All modules	Beta	✅ Updated
GEO-INFER-APP	User interfaces, accessibility tools, and application development	Analysis results, data products, user interactions	Interactive maps, dashboards, reports, mobile apps	API, SPACE	Alpha	✅ Updated
GEO-INFER-ART	Art production and aesthetics with geospatial dimensions	Geospatial data, artistic parameters, aesthetic rules	Artistic visualizations, generative maps, aesthetic frameworks	SPACE, APP	Alpha	✅ Updated
GEO-INFER-BAYES	Generalized Bayesian inference processes	Observations, priors, model specifications	Posterior distributions, uncertainty estimates, model evidence	MATH	Alpha	✅ Updated
GEO-INFER-BIO	Bioinformatics analysis with spatial context	Genomic data, biological sequences, sample locations	Spatial omics analysis, phylogeographic patterns, ecological modeling	SPACE, TIME, DATA	Alpha	✅ Updated
GEO-INFER-CIV	Community engagement and participatory mapping tools	Community input, stakeholder data, participatory mapping	STEW-MAP visualizations, community-driven spatial planning	SPACE, APP	Alpha	✅ Updated
GEO-INFER-COG	Cognitive phenomena and modeling for geospatial systems	User behavior, cognitive models, spatial perception data	Attention mechanisms, spatial memory models, trust modeling	SPACE, AI	Alpha	✅ Updated
GEO-INFER-COMMS	Communications within and outside of the project	Project communications, documentation needs, outreach requirements	Communication strategies, documentation, public engagement	INTRA, APP	Alpha	✅ Updated
GEO-INFER-DATA	Data management, ETL processes, and storage optimization	Raw geospatial data, external APIs, sensor feeds	Processed datasets, data pipelines, storage solutions	OPS, SEC	Alpha	✅ Updated
GEO-INFER-ECON	Economic modeling with spatial dimensions	Economic indicators, market data, spatial boundaries	Economic models, policy analysis, market simulations	SPACE, TIME, DATA	Alpha	✅ Updated
GEO-INFER-GIT	Git integration and version control workflows	Repository configurations, version control needs	Automated versioning, repository management, CI/CD integration	OPS	Beta	✅ Updated
GEO-INFER-HEALTH	Geospatial applications for public health and epidemiology	Health data, epidemiological records, environmental factors	Disease surveillance, healthcare accessibility analysis, health risk assessment	SPACE, TIME, DATA	Alpha	✅ Updated
GEO-INFER-INTRA	Project documentation, workflows, and ontology management	Project requirements, documentation needs, ontological structures	Documentation, workflow templates, standardized ontologies	All modules	Beta	✅ Updated
GEO-INFER-IOT	Internet of Things sensors and spatial web integration	IoT sensor streams, device metadata, spatial coordinates	Real-time sensor data fusion, Bayesian spatial interpolation, global sensor networks	SPACE, BAYES, DATA	Alpha	✅ Updated
GEO-INFER-MATH	Mathematical foundations and computational methods	Mathematical problems, spatial calculations, statistical requirements	Mathematical solutions, spatial statistics, optimization results	-	Beta	✅ Updated
GEO-INFER-NORMS	Social-technical compliance modeling	Regulatory requirements, compliance data, social norms	Compliance tracking, regulatory impact mapping, social norm modeling	SPACE, DATA	Alpha	✅ Updated
GEO-INFER-OPS	Operational kernel for system orchestration and monitoring	System metrics, configuration files, infrastructure requirements	Monitoring dashboards, automated deployment, system health reports	SEC	Alpha	✅ Updated
GEO-INFER-ORG	Organizations and Decentralized Autonomous Organizations	Organizational structures, governance requirements, DAO parameters	Governance frameworks, token engineering, proposal systems	PEP, COMMS	Alpha	✅ Updated
GEO-INFER-PEP	People management, HR, and CRM functions	Personnel data, community relationships, skill requirements	Talent management, community engagement, conflict resolution	ORG, COMMS	Alpha	✅ Updated
GEO-INFER-REQ	Requirements engineering using P3IF framework	Requirements specifications, stakeholder needs, system constraints	Validated requirements, compliance frameworks, system specifications	NORMS, SEC	Alpha	✅ Updated
GEO-INFER-SEC	Security and privacy frameworks for geospatial information	Security requirements, privacy constraints, access control needs	Security protocols, data anonymization, compliance frameworks	-	Alpha	✅ Updated
GEO-INFER-SIM	Simulation environments for hypothesis testing	Model parameters, scenario definitions, simulation requirements	Digital twins, agent-based models, scenario planning tools	SPACE, TIME	Alpha	✅ Updated
GEO-INFER-SPM	Statistical Parametric Mapping for spatial-temporal analysis	Spatial-temporal data, statistical models, field observations	GLM analysis, random field theory, cluster-level inference	MATH, SPACE	Alpha	✅ Updated
GEO-INFER-SPACE	Spatial methods for geospatial analysis	Vector/raster data, coordinates, geometries, spatial queries	Processed spatial data, analysis results, spatial indices	DATA, MATH	Beta	✅ FULLY MIGRATED
GEO-INFER-TIME	Temporal methods for timeline expression and dynamic data fusion	Time-series data, sensor streams, historical records	Forecasts, trends, temporal patterns, events	DATA, MATH	Alpha	✅ Updated
GEO-INFER-RISK	Risk modeling and insurance for geospatial applications	Risk factors, hazard data, vulnerability assessments	Risk models, insurance pricing, exposure management	SPACE, TIME, DATA	Alpha	✅ Updated
GEO-INFER-LOG	Logistics and supply chain optimization	Transportation networks, supply chain data, logistics requirements	Route optimization, supply chain modeling, logistics planning	SPACE, TIME, DATA	Alpha	✅ Updated
GEO-INFER-PLACE	Place-based analyses for specific geographic locations	Location-specific data, regional datasets, local context	Regional analyses, place-based insights, territorial assessments	SPACE, TIME, DATA, ALL	Beta	✅ FULLY MIGRATED
GEO-INFER-TEST	Testing framework for quality assurance	Test requirements, quality metrics, integration needs	Automated test suites, quality reports, integration validation	All modules	Alpha	✅ Updated
GEO-INFER-EXAMPLES	Cross-module integration demonstrations and tutorials	Integration requirements, tutorial needs, demonstration scenarios	Integration examples, best practices, entry-point tutorials	All modules	Beta	✅ Updated

🔄 Framework Position in Geospatial Ecosystem

graph TD
    classDef mainNode fill:#ff9e80,stroke:#d50000,stroke-width:2px
    classDef sourceNode fill:#80d8ff,stroke:#0091ea,stroke-width:1px
    classDef applicationNode fill:#b9f6ca,stroke:#00c853,stroke-width:1px
    classDef domainNode fill:#e1bee7,stroke:#8e24aa,stroke-width:1px
    classDef integrationNode fill:#fff59d,stroke:#f57f17,stroke-width:1px

    GEOINFER["GEO-INFER Framework"]:::mainNode
    
    %% Data Sources
    RS["Remote Sensing"]:::sourceNode
    IOT["IoT Sensors"]:::sourceNode
    CSV["Tabular Data"]:::sourceNode
    OSM["OpenStreetMap"]:::sourceNode
    CGD["Crowdsourced Geodata"]:::sourceNode
    API["External APIs"]:::sourceNode
    SENSOR["Environmental Sensors"]:::sourceNode
    
    %% Applications
    DT["Digital Twins"]:::applicationNode
    CSD["Climate-Smart Decisions"]:::applicationNode
    ES["Ecological Simulations"]:::applicationNode
    CP["Civic Planning"]:::applicationNode
    RM["Risk Management"]:::applicationNode
    PA["Precision Agriculture"]:::applicationNode
    UH["Urban Health"]:::applicationNode
    
    %% Domains
    URB["Urban Systems"]:::domainNode
    ECO["Ecosystems"]:::domainNode
    AGR["Agriculture"]:::domainNode
    HLT["Health Systems"]:::domainNode
    FIN["Financial Systems"]:::domainNode
    LOG["Logistics Networks"]:::domainNode
    GOV["Governance Systems"]:::domainNode
    
    %% Integration Points
    AI_INT["AI/ML Integration"]:::integrationNode
    ACT_INT["Active Inference"]:::integrationNode
    H3_INT["H3 v4 Spatial Indexing"]:::integrationNode
    
    %% Connections
    RS --> GEOINFER
    IOT --> GEOINFER
    CSV --> GEOINFER
    OSM --> GEOINFER
    CGD --> GEOINFER
    API --> GEOINFER
    SENSOR --> GEOINFER
    
    GEOINFER --> AI_INT
    GEOINFER --> ACT_INT
    GEOINFER --> H3_INT
    
    GEOINFER --> DT
    GEOINFER --> CSD
    GEOINFER --> ES
    GEOINFER --> CP
    GEOINFER --> RM
    GEOINFER --> PA
    GEOINFER --> UH
    
    DT --> URB
    CSD --> ECO
    ES --> ECO
    CP --> URB
    RM --> HLT
    PA --> AGR
    UH --> HLT
    
    AI_INT --> DT
    AI_INT --> CSD
    AI_INT --> ES
    AI_INT --> PA
    AI_INT --> UH
    
    ACT_INT --> RM
    ACT_INT --> CP
    ACT_INT --> GOV
    
    H3_INT --> LOG
    H3_INT --> FIN

🎯 Use Cases & Real-World Applications

Environmental Management

Implement sophisticated environmental monitoring and adaptive management using SPACE, TIME, and ACT modules integrated with domain-specific modules (AG, HEALTH, RISK, BIO).

Governance & Organizational Systems

Design and coordinate multi-level governance systems using METAGOV with stakeholder platforms, institutional design, and accountability mechanisms. Integrate with organizational (ORG), normative (NORMS), and security (SEC) frameworks.

Urban & Civic Systems

Build smart city applications combining real-time spatial analysis (SPACE, IOT), cognitive modeling (COG), autonomous agents (AGENT), and community engagement (CIV, COMMS).

Supply Chain & Logistics

Optimize complex logistics networks using spatial optimization (SPACE), temporal analysis (TIME), and economic modeling (ECON).

Testing & Quality Assurance

Comprehensive Testing Framework

# Run unified test suite
uv run python GEO-INFER-TEST/run_unified_tests.py

# Run specific test categories
uv run python GEO-INFER-TEST/run_unified_tests.py --category unit
uv run python GEO-INFER-TEST/run_unified_tests.py --category integration
uv run python GEO-INFER-TEST/run_unified_tests.py --category performance

# Run tests for specific module
uv run python GEO-INFER-TEST/run_unified_tests.py --module SPACE

# Run H3 v4 migration tests
uv run python GEO-INFER-TEST/run_unified_tests.py --h3-migration

# Run with pytest directly
uv run python -m pytest GEO-INFER-TEST/tests/ -v

Documentation

API Documentation

Core API: SPACE Module API
H3 Utilities: H3 v4 Functions
Place Analysis: PLACE Module
Module Docs Index: INTRA Modules Overview

Tutorials & Examples

Getting Started: Getting Started Examples
H3 Migration: H3 v4 Migration Guide
Advanced Usage: Module Orchestrators

👥 Contributing

We welcome contributions from developers, researchers, and geospatial professionals! GEO-INFER follows comprehensive development standards to ensure code quality and documentation excellence.

🚀 Quick Start for Contributors

# 1. Fork and clone
git clone https://github.com/your-username/geo-infer.git
cd GEO-INFER

# 2. Set up development environment
uv pip install -e ./GEO-INFER-MATH ./GEO-INFER-SPACE  # Install core modules

# 3. Run tests to verify setup
uv run python GEO-INFER-TEST/run_unified_tests.py --category unit

# 4. Check documentation standards
uv run python -c "import yaml; print('YAML validation ready')"

📋 Development Workflow

1. Choose Your Contribution Type

🐛 Bug Fixes: Fix issues in existing modules
✨ New Features: Add capabilities to existing modules
📚 Documentation: Improve docs, examples, or tutorials
🧪 Testing: Add tests or improve test coverage
🔧 Infrastructure: CI/CD, tooling, or build improvements

2. Follow Development Standards

Code Quality: Professional, functional, intelligent, modular code
Documentation: Update docs simultaneously with code changes
Testing: Write comprehensive tests for all functionality
Integration: Ensure cross-module compatibility

3. Documentation Requirements

YAML Front Matter: Required for all new documentation
Working Examples: Provide runnable code samples
Integration Guides: Document cross-module interactions
Troubleshooting: Include common issues and solutions

🎯 Key Contribution Areas

Area	Impact	Getting Started
📚 Documentation Standards	High	Review `GEO-INFER-INTRA/docs/DOCUMENTATION_STANDARDS.md`
🔧 Core Module Development	High	Start with MATH or SPACE modules
🧪 Testing Framework	High	Run `GEO-INFER-TEST/run_unified_tests.py`
🌐 API Integration	Medium	Work with API and APP modules
📊 Domain Applications	Medium	Contribute to AG, HEALTH, or LOG modules
🎨 Visualization	Medium	Enhance ART and APP modules

🔧 Development Configuration

Each GEO-INFER module includes a module-specific .cursorrules file that extends the root framework rules with module-specific development guidelines, dependencies, data sources, and integration patterns. These files help ensure consistent development practices across all modules.

Root Rules: /.cursorrules - Framework-wide development principles
Module Rules: GEO-INFER-{MODULE}/.cursorrules - Module-specific guidelines

📖 Documentation Standards

For Code Contributions

Docstrings: Comprehensive docstrings with examples
Type Hints: Full type annotations for all parameters
Mathematical Documentation: Document theoretical foundations
Integration Examples: Show cross-module usage

For Documentation Contributions

YAML Front Matter: Required metadata structure
Standard Sections: Overview, Core Features, API Reference, Use Cases
Working Examples: Tested, runnable code samples
Cross-Linking: Reference related modules and docs

🔧 Technical Requirements

Code Standards

Python: 3.9+ with type hints
Style: PEP 8 with Black formatting
Testing: Comprehensive unit and integration tests
Performance: Optimize for large-scale geospatial data

Documentation Standards

Format: Markdown with YAML front matter
Examples: Working, tested code samples
Accessibility: Clear, professional language
Maintenance: Keep docs current with code changes

🚨 Important Guidelines

✅ Always Do These

Follow the established module structure
Write comprehensive tests and documentation
Update documentation when modifying code
Use proper error handling (no pass or NotImplementedError)
Implement real functionality (no mock methods)

❌ Never Do These

Create mock or placeholder implementations
Hardcode configuration values
Ignore error conditions
Add unnecessary comments or redundant adjectives
Break established API patterns

🏆 Recognition & Support

Getting Help

📖 Documentation: Check GEO-INFER-INTRA/docs/ for comprehensive guides
💬 Community: Join our Discord community
🐛 Issues: Report bugs or request features on GitHub
📧 Support: Contact maintainers for technical guidance

Recognition

Contributors: Listed in module READMEs and project acknowledgments
Documentation: Featured in integration guides and tutorials
Testing: Recognized in test coverage reports and quality metrics
Innovation: Highlighted in release notes and case studies

🎯 Next Steps

Review Standards: Read GEO-INFER-INTRA/docs/DOCUMENTATION_STANDARDS.md
Choose Module: Start with well-established modules (MATH, SPACE, ACT)
Set Up Environment: Follow the quick start guide above
Make Contribution: Implement, test, and document your changes
Submit PR: Follow our pull request template and guidelines

Ready to contribute? Start with our documentation standards and join our community of geospatial innovators!

Community

Join the Community

Discord: Active Inference Institute
GitHub Discussions: Framework Discussions
Documentation: Comprehensive Docs

Community Guidelines

Be Respectful: Foster an inclusive and welcoming environment
Share Knowledge: Help others learn and grow
Report Issues: Contribute to framework improvement
Follow Standards: Maintain code quality and documentation

License

This project is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License - see the LICENSE file for details.

Acknowledgments

H3 Development Team: For the excellent H3 v4 spatial indexing library
Active Inference Institute: For foundational Active Inference principles
Open Source Community: For the geospatial tools and libraries that make this possible
Contributors: All those who have contributed to the framework's development

🎉 Framework Status Summary

✅ Completed Achievements (2026-02-17)

Component	Status	Details
H3 v4 Migration	✅ COMPLETE	SPACE and PLACE modules fully migrated
Documentation Standards	✅ ESTABLISHED	Comprehensive standards and templates created
Integration Guides	✅ PUBLISHED	Cross-module tutorials and patterns documented
Module Templates	✅ APPLIED	YAML front matter applied to all 44 modules (100%)
Testing Framework	✅ OPERATIONAL	416 test files, ~3,000+ tests across all 44 modules
Code Quality	✅ PROFESSIONAL	858 source files, 294,403 lines of real implementations
Infrastructure	✅ COMPLETE	All modules have requirements.txt, pyproject.toml, PEP 8 naming
Examples	✅ COMPLETE	Working examples added to all modules
Integration Tests	✅ COMPLETE	Cross-module integration test suites
Stub Elimination	✅ COMPLETE	Zero illegitimate pass stubs (only abstract methods/exception handlers)
PEP 8 Compliance	✅ COMPLETE	All 44 packages use lowercase naming (FOREST/MARINE/ENERGY/WATER fixed)

📊 Current Compliance Status

Documentation Compliance

✅ YAML Front Matter: 100% (44/44 modules)
✅ API Reference Sections: 100% (24/24 target modules)
✅ Core Features Sections: 100% (standardized across all modules)
⚠️ Use Cases Sections: ~80% (needs expansion in some modules)

Infrastructure Compliance

✅ requirements.txt: 100% (44/44 modules)
✅ setup.py/pyproject.toml: 100% (44/44 modules)
✅ Package Structure: 100% (all modules follow standard structure)
✅ Examples Directory: 100% (all modules have working examples)

Testing Compliance

✅ Test Suites: 100% (44/44 modules have tests, minimum 4 test files each)
✅ Test Coverage: 416 test files, ~3,000+ tests, 86,793 lines of test code
✅ Integration Tests: Cross-module test suites covering:
- SPACE + TIME + DATA workflows
- ACT + AGENT + ANT coordination
- AI + SPACE + domain modules (AG, HEALTH, ECON)
- SEC + API + APP security flows
✅ Unified Test Runner: Operational with test discovery and coverage reporting

Module Status Breakdown

✅ Beta (Production Ready): 28 modules (ACT, AG, AGENT, AI, API, APP, ART, BAYES, BIO, CLIMATE, COG, COMMS, DATA, EXAMPLES, FOREST, GIT, HEALTH, INTRA, IOT, LOG, MATH, NORMS, ORG, PEP, PLACE, SPACE, TIME, ECON)
🟡 Alpha (In Development): 16 modules (ANT, CIV, EDU, EMERGENCY, ENERGY, MARINE, METAGOV, OPS, REQ, RISK, SEC, SIM, SPM, TEST, TRANSPORT, WATER)

🚀 Recent Improvements

Phase 7: Comprehensive 44-Module Improvement (2026-02-17) ✅ Complete

10 parallel agent groups systematically improved all 44 modules:

Foundation Modules (MATH, SPACE, TIME, DATA):

Fixed 3 MATH convenience API stubs, implemented ALS CP decomposition, fixed optimizer bug
Verified H3 v4 API consistency across SPACE (zero legacy v3 calls)
Added 340+ tests to TIME, 177+ tests to DATA, fixed interpolation bugs

Core Analytics (BAYES, ACT, SPM, AI, COG):

BAYES: Implemented real Gaussian Process (Cholesky-based, RBF/Matern/Exponential kernels), replaced random-number model comparison with LOO/WAIC/DIC/AIC/BIC
ACT: Fixed 8 stubs including numpy array truth-value bug in free_energy.py, implemented perception-action loop closure
AI: Fixed missing Tuple import that blocked all tests, added 79 tests
COG: Fixed 5 broken f-strings, 2 validation bugs, added 146 tests

Agent Architecture (AGENT, ANT, SIM):

AGENT: 10 new test files (140 tests), compatibility fixes
ANT: Verified swarm algorithms, added integration tests
SIM: Expanded simulation types, added tests

Environmental Domains (FOREST, MARINE, ENERGY, WATER, CLIMATE):

Renamed 4 uppercase packages to PEP 8 lowercase (geo_infer_FOREST → geo_infer_forest, etc.)
Added 14 new source files with real domain algorithms, 286 tests, fixed 8 bugs

Applied Domains (HEALTH, ECON, RISK, AG, BIO, EMERGENCY, TRANSPORT, EDU, LOG):

740 tests across 72 test files in 9 modules
Fixed RISK broken EarthquakeModel, LOG ortools degradation, BIO deprecated imports
Created real AG API resources (FieldsResource, CropsResource, YieldResource)

Governance & Infrastructure (NORMS, METAGOV, SEC, COMMS, GIT, IOT, PEP):

522 tests across 7 modules
Fixed circular imports (COMMS), datetime comparison (SEC), missing typing imports (IOT)

Application Layer (CIV, ORG, REQ, API, APP, OPS, EXAMPLES, INTRA, ART, PLACE):

CIV/ORG/REQ: Implemented from scratch — participation platform (Shannon entropy), organization model (directed graph + 6 voting methods), requirements analyzer (topological sort + critical path)
527 tests across 10 modules

Phase 1-6: Infrastructure, Documentation & Testing (2025-01-19) ✅ Complete

Added requirements.txt to 25 modules, setup.py to 13 modules
Created test suites, API Reference sections, YAML front matter (100%)
Enhanced AI, TIME, SIM, ANT modules with real algorithms
Created 4 cross-module integration test suites
Added working examples to all modules

🎯 Current Development Focus

High Priority (Immediate)

✅ Complete YAML template application → DONE
✅ Develop comprehensive cross-module integration tests → DONE
✅ Add working examples to all modules → DONE
✅ Expand test coverage for all modules (416 test files) → DONE
✅ Eliminate all illegitimate stubs → DONE
✅ Fix PEP 8 package naming violations → DONE
⏳ Implement performance benchmarks and optimization guidelines
⏳ Establish CI/CD pipelines

Medium Priority (Next Phase)

⏳ Expand Use Cases sections with practical examples
⏳ Create domain-specific integration tutorials
⏳ Implement automated documentation generation
⏳ Upgrade remaining 16 Alpha modules to Beta

📞 Get Involved

🌟 New to GEO-INFER?

Start with our Quick Start Guide
Explore Integration Examples
Join our Discord Community

👨‍💻 Want to Contribute?

🔬 Research & Development?

Explore Active Inference Modules
Work with Spatial Analysis (H3 v4 ready)
Contribute to Domain Applications or Health Module

🤝 Community & Support

📚 Documentation: Comprehensive guides in GEO-INFER-INTRA/docs/
💬 Community: Active discussion on Discord
🐛 Issues: Report bugs and request features on GitHub
📧 Support: Technical guidance from maintainers
🎓 Learning: Tutorials, examples, and integration guides

Building the future of geospatial inference through Active Inference principles and collaborative development.

Name		Name	Last commit message	Last commit date
Latest commit History 169 Commits
.cursorrules		.cursorrules
.github		.github
GEO-INFER-ACT		GEO-INFER-ACT
GEO-INFER-AG		GEO-INFER-AG
GEO-INFER-AGENT		GEO-INFER-AGENT
GEO-INFER-AI		GEO-INFER-AI
GEO-INFER-ANT		GEO-INFER-ANT
GEO-INFER-API		GEO-INFER-API
GEO-INFER-APP		GEO-INFER-APP
GEO-INFER-ART		GEO-INFER-ART
GEO-INFER-BAYES		GEO-INFER-BAYES
GEO-INFER-BIO		GEO-INFER-BIO
GEO-INFER-CIV		GEO-INFER-CIV
GEO-INFER-CLIMATE		GEO-INFER-CLIMATE
GEO-INFER-COG		GEO-INFER-COG
GEO-INFER-COMMS		GEO-INFER-COMMS
GEO-INFER-DATA		GEO-INFER-DATA
GEO-INFER-ECON		GEO-INFER-ECON
GEO-INFER-EDU		GEO-INFER-EDU
GEO-INFER-EMERGENCY		GEO-INFER-EMERGENCY
GEO-INFER-ENERGY		GEO-INFER-ENERGY
GEO-INFER-EXAMPLES		GEO-INFER-EXAMPLES
GEO-INFER-FOREST		GEO-INFER-FOREST
GEO-INFER-GIT		GEO-INFER-GIT
GEO-INFER-HEALTH		GEO-INFER-HEALTH
GEO-INFER-INTRA		GEO-INFER-INTRA
GEO-INFER-IOT		GEO-INFER-IOT
GEO-INFER-LOG		GEO-INFER-LOG
GEO-INFER-MARINE		GEO-INFER-MARINE
GEO-INFER-MATH		GEO-INFER-MATH
GEO-INFER-METAGOV		GEO-INFER-METAGOV
GEO-INFER-NORMS		GEO-INFER-NORMS
GEO-INFER-OPS		GEO-INFER-OPS
GEO-INFER-ORG		GEO-INFER-ORG
GEO-INFER-PEP		GEO-INFER-PEP
GEO-INFER-PLACE		GEO-INFER-PLACE
GEO-INFER-REQ		GEO-INFER-REQ
GEO-INFER-RISK		GEO-INFER-RISK
GEO-INFER-SEC		GEO-INFER-SEC
GEO-INFER-SIM		GEO-INFER-SIM
GEO-INFER-SPACE		GEO-INFER-SPACE
GEO-INFER-SPM		GEO-INFER-SPM
GEO-INFER-TEST		GEO-INFER-TEST
GEO-INFER-TIME		GEO-INFER-TIME
GEO-INFER-TRANSPORT		GEO-INFER-TRANSPORT
GEO-INFER-WATER		GEO-INFER-WATER
logs		logs
outputs		outputs
~/.claude/Plans		~/.claude/Plans
.coverage		.coverage
.coverage.timelock.local.4859.XJhEuayx		.coverage.timelock.local.4859.XJhEuayx
.gitignore		.gitignore
.python-version		.python-version
AGENTS.md		AGENTS.md
CHANGELOG.md		CHANGELOG.md
CLAUDE.md		CLAUDE.md
CODE_OF_CONDUCT.md		CODE_OF_CONDUCT.md
CONTRIBUTING.md		CONTRIBUTING.md
LICENSE		LICENSE
PAI.md		PAI.md
README.md		README.md
SECURITY.md		SECURITY.md
collection_errors.log		collection_errors.log
conftest.py		conftest.py
coverage.xml		coverage.xml
pyproject.toml		pyproject.toml
pytest.ini		pytest.ini
test.log		test.log
uv.lock		uv.lock

License

ActiveInferenceInstitute/GEO-INFER

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🌍 GEO-INFER Framework

Geospatial Inference Framework

🌟 What is GEO-INFER?

✨ Key Features

📊 Codebase at a Glance

🚀 Quick Start

⚡ Get Started in 3 Steps

📋 Prerequisites

🎯 First Steps by Use Case

📦 Module Overview

🧠 Core Analytical Modules

🗺️ Spatial-Temporal Modules

💾 Infrastructure Modules

🎯 Domain Applications

🤖 Agent Documentation

👥 Community & Applications

📚 Documentation & Resources

🎯 Getting Started Guides

📖 Documentation Standards

🧪 Testing & Quality

🔗 Key Resources

🏗️ Architecture Overview

Architecture

📊 Complete Module Dependencies Matrix

Legend

🔄 Data Flow Architecture

🔧 Core Modules (Enhanced)

🔄 Framework Position in Geospatial Ecosystem

🎯 Use Cases & Real-World Applications

Environmental Management

Governance & Organizational Systems

Urban & Civic Systems

Supply Chain & Logistics

Testing & Quality Assurance

Comprehensive Testing Framework

Documentation

API Documentation

Tutorials & Examples

👥 Contributing

🚀 Quick Start for Contributors

📋 Development Workflow

1. Choose Your Contribution Type

2. Follow Development Standards

3. Documentation Requirements

🎯 Key Contribution Areas

🔧 Development Configuration

📖 Documentation Standards

For Code Contributions

For Documentation Contributions

🔧 Technical Requirements

Code Standards

Documentation Standards

🚨 Important Guidelines

✅ Always Do These

❌ Never Do These

🏆 Recognition & Support

Getting Help

Recognition

🎯 Next Steps

Community

Join the Community

Community Guidelines

License

Acknowledgments

🎉 Framework Status Summary

✅ Completed Achievements (2026-02-17)

📊 Current Compliance Status

Documentation Compliance

Infrastructure Compliance

Testing Compliance

Module Status Breakdown

🚀 Recent Improvements

Phase 7: Comprehensive 44-Module Improvement (2026-02-17) ✅ Complete

Phase 1-6: Infrastructure, Documentation & Testing (2025-01-19) ✅ Complete

Packages