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🔖 Version 2.0 Using Gemini API
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‎README.md

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<div align="center">
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[![Made with Azure OpenAI](https://img.shields.io/badge/Made%20with-Azure%20OpenAI-0078D4?style=for-the-badge&logo=microsoftazure)](https://azure.microsoft.com/products/cognitive-services/openai-service/)
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[![Made with Google Gemini](https://img.shields.io/badge/Made%20with-Google%20Gemini-4285F4?style=for-the-badge&logo=google)](https://deepmind.google/technologies/gemini/)
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[![Built with Streamlit](https://img.shields.io/badge/Built%20with-Streamlit-FF4B4B?style=for-the-badge&logo=streamlit)](https://streamlit.io)
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[![Database](https://img.shields.io/badge/Database-PostgreSQL%20%7C%20SQLite-336791?style=for-the-badge&logo=postgresql)](https://www.postgresql.org/)
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<summary>🎯 Core Features</summary>
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- **Natural Language to SQL** 🗣️ → 📝
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- Convert text queries into SQL commands using Azure OpenAI
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- Intelligent query interpretation and generation
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- Convert text queries into SQL commands using Google's Gemini Pro model
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- Intelligent query interpretation with detailed decision logs
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- Step-by-step reasoning for query generation
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- **Multi-Database Support** 🗄️
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- SQLite compatibility
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- PostgreSQL integration
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- Dynamic database switching
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- SQLite compatibility with file upload
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- PostgreSQL integration with secure connection
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- Dynamic schema exploration
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- **Interactive Data Explorer** 🔍
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- Real-time data filtering
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- Interactive query results
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- Dynamic table views
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- Real-time data filtering and exploration
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- Comprehensive query results with summary statistics
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- Advanced table views with sorting and filtering
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</details>
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<details>
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<summary>📊 Visualization & Analytics</summary>
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- **Dynamic Visualizations** 📈
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- Multiple chart types
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- Interactive configurations
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- Smart visualization suggestions ⭐️
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- Multiple chart types (Bar, Line, Scatter, Area, Histogram)
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- Interactive chart configuration
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- AI-powered visualization recommendations
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- **Summary Statistics** 📋
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- Numeric data insights
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- Categorical analysis
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- Trend identification
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- Detailed numeric analysis
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- Categorical data insights
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- Distribution analysis
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- Statistical measures (mean, median, mode, skewness, kurtosis)
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</details>
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<details>
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<summary>🛡️ Security & Management</summary>
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- **Safe SQL Execution** 🔒
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- Query validation
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- Strict query validation
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- SQL injection prevention
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- Error handling
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- Comprehensive error handling and feedback
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- **Query History** 📚
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- Searchable log
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- Re-runnable queries
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- Export capabilities
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- Searchable query log
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- Query reusability
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- Multiple export formats (CSV, Excel, JSON)
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</details>
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## 🚀 Getting Started
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```mermaid
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graph LR
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A[User Input] --> B[NLP Engine]
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A[User Input] --> B[Gemini Pro]
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B --> C[SQL Generator]
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C --> D[Database]
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D --> E[Results]
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1️⃣ **Clone the Repository**
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```bash
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git clone https://github.com/lohitkolluri/NLP2SQL.git
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git clone https://github.com/yourusername/NLP2SQL.git
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cd NLP2SQL
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```
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```bash
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# Create .env file
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cat << EOF > .env
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OPENAI_API_KEY="Your Azure OpenAI API Key"
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OPENAI_ENDPOINT="https://name_of_openai_resource.openai.azure.com/"
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OPENAI_API_VERSION="API Version"
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MODEL_NAME="Name of Your Model from Azure OpenAI"
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GOOGLE_API_KEY="Your Google Gemini API Key"
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EOF
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```
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<div align="center">
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| Technology | Purpose |
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| :-------------------------------------------------------------------------------------------------------: | :------------: |
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| ![Streamlit](https://img.shields.io/badge/Streamlit-FF4B4B?style=flat-square&logo=streamlit) | Web Interface |
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| ![Azure OpenAI](https://img.shields.io/badge/Azure%20OpenAI-0078D4?style=flat-square&logo=microsoftazure) | NLP Processing |
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| ![PostgreSQL](https://img.shields.io/badge/PostgreSQL-336791?style=flat-square&logo=postgresql) | Database |
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| ![Altair](https://img.shields.io/badge/Altair-005571?style=flat-square) | Visualizations |
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| Technology | Purpose |
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| :-------------------------------------------------------------------------------------------------: | :------------: |
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| ![Streamlit](https://img.shields.io/badge/Streamlit-FF4B4B?style=flat-square&logo=streamlit) | Web Interface |
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| ![Google Gemini](https://img.shields.io/badge/Google%20Gemini-4285F4?style=flat-square&logo=google) | NLP Processing |
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| ![PostgreSQL](https://img.shields.io/badge/PostgreSQL-336791?style=flat-square&logo=postgresql) | Database |
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| ![Altair](https://img.shields.io/badge/Altair-005571?style=flat-square) | Visualizations |
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</div>
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root((NLP2SQL))
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Query Processing
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Natural Language Input
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SQL Generation
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Validation
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Decision Logging
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Detailed Reasoning
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Visualization
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Charts
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Tables
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Statistics
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Interactive Charts
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Summary Statistics
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Data Distribution
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Database
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PostgreSQL
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SQLite
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Schema Explorer
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Schema Analysis
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Security
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Query Validation
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Error Handling
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## 💡 How It Works
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1. **Query Input** ➡️ User enters natural language query
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2. **Processing** ➡️ Azure OpenAI translates to SQL
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3. **Execution** ➡️ Query runs against selected database
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4. **Visualization** ➡️ Results displayed with appropriate charts
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5. **Export** ➡️ Download results in preferred format
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2. **Processing** ➡️ Gemini Pro analyzes and generates SQL with reasoning
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3. **Validation** ➡️ Query is validated for safety and correctness
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4. **Execution** ➡️ Query runs against selected database
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5. **Analysis** ➡️ Results are processed with summary statistics
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6. **Visualization** ➡️ Data is presented with AI-recommended charts
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7. **Export** ➡️ Results can be downloaded in multiple formats
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<div align="center">
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## 📊 Supported Visualizations
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- **Bar Chart**: Comparing categorical data
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- **Line Chart**: Time-series and trend analysis
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- **Scatter Plot**: Relationship between variables
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- **Area Chart**: Cumulative totals and trends
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- **Histogram**: Distribution analysis
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## 🔒 Security Features
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### 🌟 Start Exploring Your Data Today!
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- Strict SQL query validation
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- Prevention of harmful SQL operations
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- Secure database connections
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- Protected sensitive information
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- Input sanitization
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---
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## 📈 Data Analysis
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- Comprehensive summary statistics
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- Distribution analysis
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- Correlation detection
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- Trend identification
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- Outlier detection
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<div align="center">
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</div>

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