Flashgeotext
Extract city and country mentions from Text like GeoText without regex, but FlashText, a Aho-Corasick implementation.
Extract and count countries and cities (+their synonyms) from text, like [GeoText](https://github.com/elyase/geotext) on steroids using [FlashText](https://github.com/vi3k6i5/flashtext/), a Aho-Corasick implementation. Flashgeotext is a fast, batteries-included (and BYOD) and native python library that extracts one or more sets of given city and country names (+ synonyms) from an input text. The project is written primarily in Python, distributed under the MIT License license, first published in 2019. Key topics include: flashtext, geotext, named-entity-extraction, python, search.
flashgeotext :zap::earth_africa:
Extract and count countries and cities (+their synonyms) from text, like GeoText on steroids using FlashText, a Aho-Corasick implementation. Flashgeotext is a fast, batteries-included (and BYOD) and native python library that extracts one or more sets of given city and country names (+ synonyms) from an input text.
introductory blogpost: https://iwpnd.github.io/articles/2020-02/flashgeotext-library
Usage
pythonfrom flashgeotext.geotext import GeoText geotext = GeoText() input_text = '''Shanghai. The Chinese Ministry of Finance in Shanghai said that China plans to cut tariffs on $75 billion worth of goods that the country imports from the US. Washington welcomes the decision.''' geotext.extract(input_text=input_text) >> { 'cities': { 'Shanghai': { 'count': 2, 'span_info': [(0, 8), (45, 53)], 'found_as': ['Shanghai', 'Shanghai'], }, 'Washington, D.C.': { 'count': 1, 'span_info': [(175, 185)], 'found_as': ['Washington'], } }, 'countries': { 'China': { 'count': 1, 'span_info': [(64, 69)], 'found_as': ['China'], }, 'United States': { 'count': 1, 'span_info': [(171, 173)], 'found_as': ['US'], } } }
Getting Started
These instructions will get you a copy of the project up and running on your local machine for development and testing purposes.
Installing
pip:
bashpip install flashgeotext
conda:
bashconda install flashgeotext
for development:
bashgit clone https://github.com/iwpnd/flashgeotext.git cd flashgeotext/ poetry install
Running the tests
bashpoetry run pytest . -v
Authors
- Benjamin Ramser - Initial work - iwpnd
See also the list of contributors who participated in this project.
License
This project is licensed under the MIT License - see the LICENSE.md file for details
Demo Data cities from http://www.geonames.org licensed under the Creative Commons Attribution 3.0 License.
Acknowledgments
Contributors
Showing top 4 contributors by commit count.
