# 🍳 Semantica Cookbook

Welcome to the **Semantica Cookbook**!

This collection of Jupyter notebooks is designed to take you from a beginner to an expert in building semantic AI applications. Whether you're looking for quick recipes or deep-dive tutorials, you'll find it here.

---

## 🏁 Introduction

Start here if you are new to the framework. These notebooks cover the essentials.

- **[Welcome to Semantica](cookbook/introduction/Welcome_to_Semantica.ipynb)**: An interactive introduction to the framework.
- **[Configuration Basics](cookbook/introduction/Configuration_Basics.ipynb)**: Learn how to configure API keys and settings.
- **[Your First Knowledge Graph](cookbook/introduction/Your_First_Knowledge_Graph.ipynb)**: Build a simple graph from scratch.
- **[Data Ingestion](cookbook/introduction/Data_Ingestion.ipynb)**: Loading data from files and web sources.
- **[Document Parsing](cookbook/introduction/Document_Parsing.ipynb)**: Extracting text from PDFs, DOCX, and more.
- **[Data Normalization](cookbook/introduction/Data_Normalization.ipynb)**: Cleaning and preparing text.
- **[Entity Extraction](cookbook/introduction/Entity_Extraction.ipynb)**: Identifying people, places, and organizations.
- **[Relation Extraction](cookbook/introduction/Relation_Extraction.ipynb)**: Finding connections between entities.
- **[Embedding Generation](cookbook/introduction/Embedding_Generation.ipynb)**: Creating vector representations.
- **[Vector Store](cookbook/introduction/Vector_Store.ipynb)**: Storing and searching vectors.
- **[Ontology](cookbook/introduction/Ontology.ipynb)**: Defining the structure of your knowledge.
- **[Conflict Detection](cookbook/introduction/Conflict_Detection.ipynb)**: Handling contradictory information.
- **[Deduplication](cookbook/introduction/Deduplication.ipynb)**: Merging duplicate entities.
- **[Building Knowledge Graphs](cookbook/introduction/Building_Knowledge_Graphs.ipynb)**: Putting it all together.
- **[Graph Analytics](cookbook/introduction/Graph_Analytics.ipynb)**: Analyzing graph structure.
- **[Graph Quality](cookbook/introduction/Graph_Quality.ipynb)**: Ensuring data quality.
- **[Visualization](cookbook/introduction/Visualization.ipynb)**: Visualizing your graphs.
- **[Export](cookbook/introduction/Export.ipynb)**: Exporting data to other formats.

---

## 🧠 Advanced Concepts

Deep dive into advanced features and customization.

- **[Advanced Extraction](cookbook/advanced/Advanced_Extraction.ipynb)**: Techniques for complex entity and relation extraction.
- **[Advanced Graph Analytics](cookbook/advanced/Advanced_Graph_Analytics.ipynb)**: In-depth graph analysis algorithms.
- **[Complete Visualization Suite](cookbook/advanced/Complete_Visualization_Suite.ipynb)**: Comprehensive guide to visualization tools.
- **[Conflict Resolution Strategies](cookbook/advanced/Conflict_Resolution_Strategies.ipynb)**: Advanced methods for resolving data conflicts.
- **[Multi-Format Export](cookbook/advanced/Multi_Format_Export.ipynb)**: Exporting data to various formats.
- **[Multi-Source Data Integration](cookbook/advanced/Multi_Source_Data_Integration.ipynb)**: Integrating data from disparate sources.
- **[Pipeline Orchestration](cookbook/advanced/Pipeline_Orchestration.ipynb)**: Building and managing complex pipelines.
- **[Reasoning and Inference](cookbook/advanced/Reasoning_and_Inference.ipynb)**: Applying logical reasoning to your graph.
- **[Semantic Layer Construction](cookbook/advanced/Semantic_Layer_Construction.ipynb)**: Building a robust semantic layer.
- **[Temporal Knowledge Graphs](cookbook/advanced/Temporal_Knowledge_Graphs.ipynb)**: Working with time-aware graphs.
- **[Text Chunking Strategies](cookbook/advanced/Text_Chunking_Strategies.ipynb)**: Optimizing text processing.
- **[Unstructured to Ontology](cookbook/advanced/Unstructured_to_Ontology.ipynb)**: Automatically generating ontologies from text.

---

## 💡 Use Cases

Real-world examples and applications across various industries.

### Advanced RAG
- **[GraphRAG Complete](cookbook/use_cases/advanced_rag/GraphRAG_Complete.ipynb)**: End-to-end implementation of Graph Retrieval Augmented Generation.

### Biomedical
- **[Drug Discovery Pipeline](cookbook/use_cases/biomedical/Drug_Discovery_Pipeline.ipynb)**: Accelerating drug discovery with knowledge graphs.
- **[Genomic Variant Analysis](cookbook/use_cases/biomedical/Genomic_Variant_Analysis.ipynb)**: Analyzing genomic variants and their implications.

### Blockchain
- **[DeFi Protocol Intelligence](cookbook/use_cases/blockchain/DeFi_Protocol_Intelligence.ipynb)**: Analyzing decentralized finance protocols.
- **[Transaction Network Analysis](cookbook/use_cases/blockchain/Transaction_Network_Analysis.ipynb)**: Investigating blockchain transaction networks.

### Cybersecurity
- **[Anomaly Detection Real-Time](cookbook/use_cases/cybersecurity/Anomaly_Detection_Real_Time.ipynb)**: Detecting anomalies in real-time streams.
- **[Incident Analysis](cookbook/use_cases/cybersecurity/Incident_Analysis.ipynb)**: Analyzing security incidents and breaches.
- **[Threat Correlation](cookbook/use_cases/cybersecurity/Threat_Correlation.ipynb)**: Correlating threats across different vectors.
- **[Threat Intelligence Hybrid RAG](cookbook/use_cases/cybersecurity/Threat_Intelligence_Hybrid_RAG.ipynb)**: Combining RAG with threat intelligence.
- **[Threat Intelligence Integration](cookbook/use_cases/cybersecurity/Threat_Intelligence_Integration.ipynb)**: Integrating threat feeds into a knowledge graph.
- **[Vulnerability Tracking](cookbook/use_cases/cybersecurity/Vulnerability_Tracking.ipynb)**: Tracking and managing system vulnerabilities.

### Finance
- **[Financial Data Integration](cookbook/use_cases/finance/Financial_Data_Integration.ipynb)**: Merging financial data from multiple sources.
- **[Financial Reports Analysis](cookbook/use_cases/finance/Financial_Reports_Analysis.ipynb)**: Extracting insights from financial reports.
- **[Fraud Detection](cookbook/use_cases/finance/Fraud_Detection.ipynb)**: Identifying fraudulent activities and patterns.
- **[Investment Analysis Hybrid RAG](cookbook/use_cases/finance/Investment_Analysis_Hybrid_RAG.ipynb)**: AI-powered investment analysis.
- **[Market Intelligence](cookbook/use_cases/finance/Market_Intelligence.ipynb)**: Gathering and analyzing market intelligence.
- **[Regulatory Compliance](cookbook/use_cases/finance/Regulatory_Compliance.ipynb)**: Ensuring compliance with financial regulations.

### Healthcare
- **[Clinical Reports Processing](cookbook/use_cases/healthcare/Clinical_Reports_Processing.ipynb)**: Processing and structuring clinical reports.
- **[Disease Network Analysis](cookbook/use_cases/healthcare/Disease_Network_Analysis.ipynb)**: Analyzing disease networks and comorbidities.
- **[Drug Interactions Analysis](cookbook/use_cases/healthcare/Drug_Interactions_Analysis.ipynb)**: Identifying potential drug interactions.
- **[Healthcare GraphRAG Hybrid](cookbook/use_cases/healthcare/Healthcare_GraphRAG_Hybrid.ipynb)**: Hybrid RAG for healthcare applications.
- **[Medical Database Integration](cookbook/use_cases/healthcare/Medical_Database_Integration.ipynb)**: Integrating medical databases.
- **[Medical Literature GraphRAG](cookbook/use_cases/healthcare/Medical_Literature_GraphRAG.ipynb)**: Querying medical literature with GraphRAG.
- **[Patient Records Temporal](cookbook/use_cases/healthcare/Patient_Records_Temporal.ipynb)**: Analyzing patient records over time.

### Intelligence
- **[Network Analysis Intelligence Reports](cookbook/use_cases/intelligence/Network_Analysis_Intelligence_Reports.ipynb)**: Analyzing intelligence reports for network insights.

### Renewable Energy
- **[Energy Market Analysis](cookbook/use_cases/renewable_energy/Energy_Market_Analysis.ipynb)**: Analyzing trends in the energy market.
- **[Environmental Impact](cookbook/use_cases/renewable_energy/Environmental_Impact.ipynb)**: Assessing environmental impact.
- **[Grid Management](cookbook/use_cases/renewable_energy/Grid_Management.ipynb)**: Optimizing power grid management.
- **[Resource Optimization](cookbook/use_cases/renewable_energy/Resource_Optimization.ipynb)**: Optimizing renewable resources.
- **[Supply Chain Analysis](cookbook/use_cases/renewable_energy/Supply_Chain_Analysis.ipynb)**: Analyzing the renewable energy supply chain.

### Supply Chain
- **[Supply Chain Data Integration](cookbook/use_cases/supply_chain/Supply_Chain_Data_Integration.ipynb)**: Integrating supply chain data.
- **[Supply Chain Risk Management](cookbook/use_cases/supply_chain/Supply_Chain_Risk_Management.ipynb)**: Managing and mitigating supply chain risks.

### Trading
- **[Market Data Analysis](cookbook/use_cases/trading/Market_Data_Analysis.ipynb)**: Analyzing trading market data.
- **[News Sentiment Analysis](cookbook/use_cases/trading/News_Sentiment_Analysis.ipynb)**: Analyzing news sentiment for trading signals.
- **[Real Time Market Data](cookbook/use_cases/trading/Real_Time_Market_Data.ipynb)**: Processing real-time market data.
- **[Real Time Monitoring](cookbook/use_cases/trading/Real_Time_Monitoring.ipynb)**: Monitoring trading systems in real-time.
- **[Risk Assessment](cookbook/use_cases/trading/Risk_Assessment.ipynb)**: Assessing trading risks.
- **[Strategy Backtesting](cookbook/use_cases/trading/Strategy_Backtesting.ipynb)**: Backtesting trading strategies.

---

## 🛠️ How to Run

To run these notebooks locally:

1.  **Clone the repository**:
    ```bash
    git clone https://github.com/Hawksight-AI/semantica.git
    cd semantica
    ```

2.  **Install dependencies**:
    ```bash
    pip install -e .[all]
    pip install jupyter
    ```

3.  **Launch Jupyter**:
    ```bash
    jupyter notebook
    ```