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337 lines
8.7 KiB
Markdown
337 lines
8.7 KiB
Markdown
# 🍳 Semantica Cookbook
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Welcome to the **Semantica Cookbook**!
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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.
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---
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## 🏁 Introduction
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Start here if you are new to the framework. These notebooks cover the essentials.
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<div class="grid cards" markdown>
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- :material-hand-wave: **Welcome to Semantica**
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---
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An interactive introduction to the framework.
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[Open Notebook](cookbook/introduction/Welcome_to_Semantica.ipynb)
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- :material-cog: **Configuration Basics**
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---
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Learn how to configure API keys and settings.
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[Open Notebook](cookbook/introduction/Configuration_Basics.ipynb)
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- :material-graph: **Your First Knowledge Graph**
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---
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Build a simple graph from scratch.
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[Open Notebook](cookbook/introduction/Your_First_Knowledge_Graph.ipynb)
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- :material-database-import: **Data Ingestion**
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---
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Loading data from files and web sources.
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[Open Notebook](cookbook/introduction/Data_Ingestion.ipynb)
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- :material-file-document-outline: **Document Parsing**
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---
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Extracting text from PDFs, DOCX, and more.
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[Open Notebook](cookbook/introduction/Document_Parsing.ipynb)
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- :material-broom: **Data Normalization**
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---
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Cleaning and preparing text.
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[Open Notebook](cookbook/introduction/Data_Normalization.ipynb)
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- :material-account-search: **Entity Extraction**
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---
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Identifying people, places, and organizations.
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[Open Notebook](cookbook/introduction/Entity_Extraction.ipynb)
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- :material-relation-many-to-many: **Relation Extraction**
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---
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Finding connections between entities.
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[Open Notebook](cookbook/introduction/Relation_Extraction.ipynb)
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- :material-vector-square: **Embedding Generation**
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---
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Creating vector representations.
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[Open Notebook](cookbook/introduction/Embedding_Generation.ipynb)
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- :material-database-search: **Vector Store**
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---
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Storing and searching vectors.
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[Open Notebook](cookbook/introduction/Vector_Store.ipynb)
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- :material-database-settings: **Graph Store**
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---
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Storing graphs in Neo4j, KuzuDB, or FalkorDB.
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[Open Notebook](cookbook/introduction/Graph_Store.ipynb)
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- :material-sitemap: **Ontology**
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---
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Defining the structure of your knowledge.
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[Open Notebook](cookbook/introduction/Ontology.ipynb)
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</div>
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---
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## 🧠 Advanced Concepts
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Deep dive into advanced features and customization.
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<div class="grid cards" markdown>
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- :material-flask: **Advanced Extraction**
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---
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Techniques for complex entity and relation extraction.
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[Open Notebook](cookbook/advanced/Advanced_Extraction.ipynb)
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- :material-chart-network: **Advanced Graph Analytics**
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---
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In-depth graph analysis algorithms.
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[Open Notebook](cookbook/advanced/Advanced_Graph_Analytics.ipynb)
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- :material-monitor-dashboard: **Complete Visualization Suite**
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---
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Comprehensive guide to visualization tools.
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[Open Notebook](cookbook/advanced/Complete_Visualization_Suite.ipynb)
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- :material-scale-balance: **Conflict Resolution**
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---
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Advanced methods for resolving data conflicts.
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[Open Notebook](cookbook/advanced/Conflict_Resolution_Strategies.ipynb)
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- :material-export: **Multi-Format Export**
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Exporting data to various formats.
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[Open Notebook](cookbook/advanced/Multi_Format_Export.ipynb)
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- :material-source-merge: **Multi-Source Integration**
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---
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Integrating data from disparate sources.
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[Open Notebook](cookbook/advanced/Multi_Source_Data_Integration.ipynb)
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- :material-pipe: **Pipeline Orchestration**
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---
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Building and managing complex pipelines.
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[Open Notebook](cookbook/advanced/Pipeline_Orchestration.ipynb)
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- :material-brain: **Reasoning and Inference**
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---
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Applying logical reasoning to your graph.
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[Open Notebook](cookbook/advanced/Reasoning_and_Inference.ipynb)
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- :material-layers: **Semantic Layer Construction**
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---
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Building a robust semantic layer.
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[Open Notebook](cookbook/advanced/Semantic_Layer_Construction.ipynb)
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- :material-clock-outline: **Temporal Knowledge Graphs**
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---
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Working with time-aware graphs.
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[Open Notebook](cookbook/advanced/Temporal_Knowledge_Graphs.ipynb)
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</div>
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---
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## 💡 Use Cases
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Real-world examples and applications across various industries.
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### Advanced RAG
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<div class="grid cards" markdown>
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- :material-robot: **GraphRAG Complete**
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---
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End-to-end implementation of Graph Retrieval Augmented Generation.
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[Open Notebook](cookbook/use_cases/advanced_rag/GraphRAG_Complete.ipynb)
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</div>
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### Biomedical
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<div class="grid cards" markdown>
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- :material-pill: **Drug Discovery Pipeline**
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Accelerating drug discovery with knowledge graphs.
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[Open Notebook](cookbook/use_cases/biomedical/Drug_Discovery_Pipeline.ipynb)
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- :material-dna: **Genomic Variant Analysis**
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Analyzing genomic variants and their implications.
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[Open Notebook](cookbook/use_cases/biomedical/Genomic_Variant_Analysis.ipynb)
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</div>
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### Blockchain & Finance
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<div class="grid cards" markdown>
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- :material-bitcoin: **DeFi Protocol Intelligence**
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Analyzing decentralized finance protocols.
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[Open Notebook](cookbook/use_cases/blockchain/DeFi_Protocol_Intelligence.ipynb)
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- :material-finance: **Financial Data Integration**
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Merging financial data from multiple sources.
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[Open Notebook](cookbook/use_cases/finance/Financial_Data_Integration.ipynb)
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- :material-incognito: **Fraud Detection**
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Identifying fraudulent activities and patterns.
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[Open Notebook](cookbook/use_cases/finance/Fraud_Detection.ipynb)
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- :material-chart-line: **Market Intelligence**
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Gathering and analyzing market intelligence.
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[Open Notebook](cookbook/use_cases/finance/Market_Intelligence.ipynb)
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</div>
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### Cybersecurity
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<div class="grid cards" markdown>
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- :material-shield-alert: **Anomaly Detection**
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Detecting anomalies in real-time streams.
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[Open Notebook](cookbook/use_cases/cybersecurity/Anomaly_Detection_Real_Time.ipynb)
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- :material-shield-search: **Incident Analysis**
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Analyzing security incidents and breaches.
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[Open Notebook](cookbook/use_cases/cybersecurity/Incident_Analysis.ipynb)
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- :material-shield-link-variant: **Threat Correlation**
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Correlating threats across different vectors.
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[Open Notebook](cookbook/use_cases/cybersecurity/Threat_Correlation.ipynb)
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</div>
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### Healthcare
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<div class="grid cards" markdown>
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- :material-hospital-box: **Clinical Reports**
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Processing and structuring clinical reports.
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[Open Notebook](cookbook/use_cases/healthcare/Clinical_Reports_Processing.ipynb)
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- :material-virus: **Disease Network Analysis**
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Analyzing disease networks and comorbidities.
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[Open Notebook](cookbook/use_cases/healthcare/Disease_Network_Analysis.ipynb)
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- :material-account-heart: **Patient Records Temporal**
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Analyzing patient records over time.
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[Open Notebook](cookbook/use_cases/healthcare/Patient_Records_Temporal.ipynb)
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</div>
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### Intelligence
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<div class="grid cards" markdown>
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- :material-account-network: **Criminal Network Analysis**
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Analyze criminal networks with graph analytics.
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[Open Notebook](cookbook/use_cases/intelligence/Criminal_Network_Analysis.ipynb)
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- :material-gavel: **Law Enforcement**
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Process forensic evidence and analyze case files.
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[Open Notebook](cookbook/use_cases/intelligence/Law_Enforcement_Forensics.ipynb)
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- :material-eye: **Intelligence Analysis**
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Comprehensive intelligence analysis using Orchestrator-Worker pattern.
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[Open Notebook](cookbook/use_cases/intelligence/Intelligence_Analysis.ipynb)
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</div>
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### Renewable Energy & Supply Chain
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<div class="grid cards" markdown>
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- :material-wind-turbine: **Energy Market Analysis**
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Analyzing trends in the energy market.
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[Open Notebook](cookbook/use_cases/renewable_energy/Energy_Market_Analysis.ipynb)
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- :material-truck-delivery: **Supply Chain Integration**
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Integrating supply chain data.
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[Open Notebook](cookbook/use_cases/supply_chain/Supply_Chain_Data_Integration.ipynb)
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</div>
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---
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## 🛠️ How to Run
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To run these notebooks locally:
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1. **Clone the repository**:
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```bash
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git clone https://github.com/Hawksight-AI/semantica.git
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cd semantica
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```
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2. **Install dependencies**:
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```bash
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pip install -e .[all]
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pip install jupyter
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```
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3. **Launch Jupyter**:
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```bash
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jupyter notebook
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```
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