Streamlit component that allows you to visualize and modify NER annotations
Project description
ner-span-annotator
This Streamlit component enables you to visualize Named Entity Recognition (NER) annotations in the spaCy displacy span style. Additionally, it allows you to modify NER annotations interactively.
The implementation includes code partially ported from Python to React, based on the spaCy repository.
Installation instructions
pip install ner_span_annotator
Usage instructions
import streamlit as st
from ner_span_annotator import ner_span_annotator
spans = [
{"start_token": 3, "end_token": 6, "label": "ORG"},
{"start_token": 5, "end_token": 6, "label": "GPE"},
]
tokens = ["Welcome", "to", "the", "Bank", "of", "China", "."]
result = ner_span_annotator(tokens=tokens, spans=spans, labels=["ORG", "GPE"])
st.json(result)
Development
To set up and run the development environment, follow these steps:
Navigate to the ner_span_annotator/frontend directory and run:
npm install # Initialize the project and install npm dependencies
npm run start # Start the Webpack dev server
Then go to the project root and run the example app:
pip install -e . # install template as editable package
streamlit run ner_span_annotator/example.py # run the example
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