semvec/pypi-packages huggingface dataset:
IMDLoader 0.1.2
Download and process English Indices of Deprivation data
License: MIT
Requires Python: >=3.10
Keywords: data-loading, duckdb, imd, indices-of-deprivation, uk-statistics

# IMD 2025 Data Loader 🦆

A simple Python package for downloading and loading the latest English Indices of Deprivation 2025 data into DuckDB.

IMD Source Data -> [Click Here](https://www.gov.uk/government/statistics/english-indices-of-deprivation-2025)

## Installation

```bash
pip install imd-loader
```

Or with uv:

```bash
uv add imd-loader
```

## Quick Start

### Simple Usage

Use in a Python script.

```python
from ImdLoader import load_with_progress

if __name__ == "__main__":
    load_with_progress()
```

Or use the cli tool to load directly.

```bash
imd load
```

## Database Structure

The loader creates a DuckDB database with the following structure:

- **Schemas**: Named after the Excel filename
- **Tables**: Named after the Excel sheet names

## Querying the Data

You can query the data through:

- The cli tool
- Via the package itself - just import 'query'
- Via a local duckdb seesion - just run duckdb -ui in your terminal and attach the .duckdb file
nimbus-analytics 0.1.0b1
Open-source alternative to Segment & Mixpanel - High-performance event analytics backend
License: MIT
Requires Python: >=3.10
Keywords: analytics fastapi events metrics postgresql redis async segment mixpanel alternative

# Nimbus Analytics

**🚀 Open-source, self-hosted alternative to Segment & Mixpanel**

Save 90% on analytics costs. Own your data. Full customization.

## ⚠️ Beta Release

**Status:** Backend API is production-ready ✅ | Dashboard UI coming Q1 2026 🚧

## Quick Start

```bash
# Install
pip install nimbus-analytics

# Run with Docker
docker-compose up -d

# Or start manually
uvicorn nimbus.main:app --host 0.0.0.0 --port 8000
```

## Features

- ⚡ **Fast**: 10,000+ events/second
- 🔐 **Secure**: JWT + HMAC authentication
- 📊 **Real-time**: WebSocket streaming
- 🎯 **Multi-tenant**: Project isolation
- 🐳 **Docker**: One-command deployment
- 🧪 **Tested**: 100% pass rate
- 📚 **Documented**: Interactive Swagger UI

## Use Cases

Perfect for:
- Replacing expensive Segment/Mixpanel subscriptions ($500-$5000/month → $50/month)
- Companies with data privacy requirements (HIPAA, GDPR, SOC2)
- Teams needing self-hosted analytics
- Developers wanting full customization

## Documentation

📖 Full documentation: https://github.com/bahagh/nimbus

## Cost Comparison

| Monthly Events | Segment | Mixpanel | Nimbus |
|----------------|---------|----------|--------|
| 10M | ~$500 | ~$1,000 | **$50** |
| 100M | ~$2,000 | ~$5,000 | **$200** |

## Links

- 🏠 Homepage: https://github.com/bahagh/nimbus
- 📚 Documentation: https://github.com/bahagh/nimbus#readme
- 🐛 Issues: https://github.com/bahagh/nimbus/issues
- 💬 Discussions: https://github.com/bahagh/nimbus/discussions

## License

MIT License - see LICENSE file