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ftmq\n\nThis library provides methods to query and filter entities formatted as [Follow The Money](https://followthemoney.tech) data, either from a json file/stream or using a statement-based store backend from [nomenklatura](https://github.com/opensanctions/nomenklatura).\n\nIt also provides a `Query` class that can be used in other libraries to work with SQL store queries or api queries.\n\n`ftmq` is the base layer for [investigativedata.io's](https://investigativedata.io) libraries and applications dealing with [Follow The Money](https://followthemoney.tech) data.\n\nTo get familiar with the _Follow The Money_ ecosystem, you can have a look at [this pad here](https://pad.investigativedata.org/s/0qKuBEcsM#).\n\n## Installation\n\nMinimum Python version: 3.11\n\n    pip install ftmq\n\n## Usage\n\n### Command line\n\n```bash\ncat entities.ftm.json | ftmq -s Company --country=de --incorporationDate__gte=2023 -o s3://data/entities-filtered.ftm.json\n```\n\n### Python Library\n\n```python\nfrom ftmq import Query, smart_read_proxies\n\nq = Query() \\\n    .where(dataset=\"ec_meetings\", date__lte=2020) \\\n    .where(schema=\"Event\") \\\n    .order_by(\"date\", ascending=False)\n\nfor proxy in smart_read_proxies(\"s3://data/entities.ftm.json\"):\n    if q.apply(proxy):\n        yield proxy\n```\n\n## Documentation\n\nhttps://docs.investigraph.dev/lib/ftmq\n\n## Support\n\nThis project is part of [investigraph](https://investigraph.dev)\n\nIn 2023, development of `ftmq` was supported by [Media Tech Lab Bayern batch #3](https://github.com/media-tech-lab)\n\n<a href=\"https://www.media-lab.de/en/programs/media-tech-lab\">\n    <img src=\"https://raw.githubusercontent.com/media-tech-lab/.github/main/assets/mtl-powered-by.png\" width=\"240\" title=\"Media Tech Lab powered by logo\">\n</a>\n\n## License and Copyright\n\n`ftmq`, (C) 2023 Simon Wörpel\n`ftmq`, (C) 2024-2025 investigativedata.io\n`ftmq`, (C) 2025 [Data and Research Center – DARC](https://dataresearchcenter.org)\n\n`ftmq` is licensed under the AGPLv3 or later license.\n\nPrior to version 0.8.0, `ftmq` was released under the MIT license.\n\nsee [NOTICE](./NOTICE) and [LICENSE](./LICENSE)\n","readmeFilename":"README.md"}