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juditha

A super-fast lookup service for canonical names based on tantivy.

juditha wants to solve the noise/garbage problem occurring when working with Named Entity Recognition. Given the availability of huge lists of known names, such as company registries or lists of persons of interest, one could canonize ner-results against this service to check if they are known.

The implementation uses a pre-populated tantivy index. Data is either FollowTheMoney entities or simply list of names.

quickstart

pip install juditha

populate

echo "Jane Doe\nAlice" | juditha load-names

lookup

juditha lookup "jane doe"
"Jane Doe"

To match more fuzzy, reduce the threshold (default 0.97):

juditha lookup "doe, jane" --threshold 0.5
"Jane Doe"

data import

from ftm entities

cat entities.ftm.json | juditha load-entities
juditha build

from anywhere

juditha load-names -i s3://my_bucket/names.txt
juditha load-entities -i https://data.ftm.store/eu_authorities/entities.ftm.json
juditha build

a complete dataset or catalog

Following the nomenklatura specification, a dataset json config needs names.txt or entities.ftm.json in its resources.

juditha load-dataset https://data.ftm.store/eu_authorities/index.json
juditha load-catalog https://data.ftm.store/investigraph/catalog.json
juditha build

use in python applications

from juditha import lookup

assert lookup("jane doe") == "Jane Doe"
assert lookup("doe, jane") is None
assert lookup("doe, jane", threshold=0.5) == "Jane Doe"

the name

Juditha Dommer was the daughter of a coppersmith and raised seven children, while her husband Johann Pachelbel wrote a canon.

Versioning

To mark the compatibility with followthemoney, juditha follows the same major version, which is currently 4.x.x.

License and Copyright

juditha, (C) 2024 investigativedata.io

juditha, (C) 2025 Data and Research Center – DARC

juditha is licensed under the AGPLv3 or later license.

see NOTICE and LICENSE

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A super-fast lookup service for canonical names

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