Skip to main content

A data matching and canonicalization library with multipl database connector support

Project description

CanonMap

A powerful data matching and canonicalization library with MySQL connector support.

Features

  • Data Matching: Advanced algorithms for fuzzy string matching and record linkage
  • MySQL Integration: Seamless connection and management of MySQL databases
  • Canonicalization: Standardize and normalize data across different formats
  • Rich Logging: Beautiful console output with structured logging
  • FastAPI Support: Optional FastAPI integration for web services

Installation

pip install canonmap

For development dependencies:

pip install canonmap[dev]

For FastAPI support:

pip install canonmap[fastapi]

Quick Start

Command Line Interface

CanonMap provides a CLI tool for quick project setup:

# Create a new API project (default name: app)
cm create-api

# Create a new API project with custom name
cm create-api --name my-api

# Create a new API project with spaces (will be normalized)
cm create-api --name "My API"

The CLI will automatically:

  • Normalize directory names to follow Python conventions
  • Auto-increment names if the directory already exists (app, app-2, app-3, etc.)
  • Copy and customize the example API template
  • Replace all references from "app" to your chosen name
  • Install required dependencies (fastapi, uvicorn, python-dotenv)

Basic Usage

from canonmap import make_console_handler
from canonmap.connectors.mysql_connector import MySQLConnector

# Set up logging
make_console_handler(set_root=True)

# Create a MySQL connector
connector = MySQLConnector(
    host="localhost",
    port=3306,
    user="your_user",
    password="your_password",
    database="your_database"
)

# Use the connector for data operations
# ... your data matching and canonicalization code

Data Matching Example

from canonmap.connectors.mysql_connector.matching import Matcher

# Initialize matcher
matcher = Matcher()

# Perform fuzzy matching
matches = matcher.find_matches(
    source_data=source_records,
    target_data=target_records,
    fields_to_match=["name", "address"],
    threshold=0.8
)

Documentation

For detailed documentation, visit the project homepage.

Development

Setup

  1. Clone the repository:
git clone https://github.com/yourusername/canonmap.git
cd canonmap
  1. Install development dependencies:
pip install -e ".[dev]"
  1. Run tests:
pytest

Code Quality

This project uses several tools to maintain code quality:

  • Black: Code formatting
  • isort: Import sorting
  • flake8: Linting
  • mypy: Type checking
  • pytest: Testing

Run all quality checks:

black src/ tests/
isort src/ tests/
flake8 src/ tests/
mypy src/
pytest

Contributing

  1. Fork the repository
  2. Create a feature branch
  3. Make your changes
  4. Add tests for new functionality
  5. Ensure all tests pass
  6. Submit a pull request

License

This project is licensed under the MIT License - see the LICENSE file for details.

Changelog

See CHANGELOG.md for a list of changes and version history.

Support

Project details


Release history Release notifications | RSS feed

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

canonmap-0.4.24.tar.gz (41.3 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

canonmap-0.4.24-py3-none-any.whl (63.7 kB view details)

Uploaded Python 3

File details

Details for the file canonmap-0.4.24.tar.gz.

File metadata

  • Download URL: canonmap-0.4.24.tar.gz
  • Upload date:
  • Size: 41.3 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.13.5

File hashes

Hashes for canonmap-0.4.24.tar.gz
Algorithm Hash digest
SHA256 d243355c3c5250b61490f5a4299ae4d1572d426d345bc76e8378e5c43c0571f0
MD5 3343f7f42ccfeb57ad209acd2be47320
BLAKE2b-256 9bf0315a67b77216149e5b9d13f4cdbac929d0b85dfb7c860672a8bb4a93e533

See more details on using hashes here.

File details

Details for the file canonmap-0.4.24-py3-none-any.whl.

File metadata

  • Download URL: canonmap-0.4.24-py3-none-any.whl
  • Upload date:
  • Size: 63.7 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.13.5

File hashes

Hashes for canonmap-0.4.24-py3-none-any.whl
Algorithm Hash digest
SHA256 3d95d562884d09f0bd5560644fec06d897375d9c62b8cd5d5bf6de788b782843
MD5 5670deabb40a46426ccae8e01811d25f
BLAKE2b-256 26fb1a6219e6dd620069eb8ca7720b82a2198a9353f8acaa4fcfd5ad57da914d

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page