This repository contains a pipeline for training document/word vectors, extracting/linking named entities and an interactive visualization tool to explore the findings.
@article{EHTCuWaDE,
title={Exploring Historical Text Corpora Using Word and Document Embeddings},
author={Müller, Sven and Brunzel, Michael and Kaun, Daniela},
year={2019},
}
All code was written in Python Version 3.6. Requirements are listed in requirements.txt. To get started use:
git clone https://github.com/50sven/HistorEx.git
cd ISE
pip install -r requirements.txt
- Doc2Vec
- preprocess text data (
Doc2Vec_Preprocessing.py
) - train document and word embeddings (
Doc2Vec_Training.py
) - Evaluate embeddings (
Doc2Vec_Evaluation.py
,WordVector_Evaluation.py
)
- Entities
- Parse html/xml files (
parsing.py
) - Extract entities by tag or via spacy (
extract_information.py
) - Get data from wikidata (
Link_wikidata.py
)
- Dashboard
- Screencast -> Screencast_Dashboard.mp4
- use given data or produce own data (
assets
) - run app on localhost (
run_app.py
)
Daniela Kaun, Michael Brunzel, Sven Mueller
The MIT License (MIT)
Copyright (c) 2018 Sven Mueller, Michael Brunzel, Daniela Kaun
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.