{"repo":"yukiyuqichen/His-Geo","free":true,"listed":false,"github":"https://github.com/yukiyuqichen/His-Geo","clone":"git clone https://github.com/yukiyuqichen/His-Geo.git","description":"A library to extract historical toponyms from texts, geocode and visualize the results on maps.","language":"Jupyter Notebook","stars":19,"topics":["geocoding","data-extraction","geocoder","geographical-data","toponym-resolution"],"license":"MIT","category":"ai-agents","readme_excerpt":"His-Geo: Geocoding the past world A library to extract historical toponyms from texts, geocode and visualize the results on maps. Install ## Import Usage ## 1. Extractor: Extract toponyms and addresses from historical texts 1.1 Set a prompt 1.2 Choose a Large Language Model and set your API key Check the OpenAI website 1.3 Initialize an Extractor 1.4 Load your data and run Load from a CSV or EXCEL file: Run the extractor: The result will be automatically saved to the output dir you set. 1.5 Check the result 2. Geocoder 2.1 Load your data Load from a CSV or EXCEL file: 2.2 Initialize a geocoder Only 'ch' (Chinese) can be used in lang for now. 2.3 Run the goecoder 2.4 Visualize the result on a map 2.5 Save the result Pipeline ## Toponym and Location Extraction Coordinate Calculation Evaluation Evaluation of the Extracter Method Model Precision Recall F1 score ----------- ----------- ----------- ----------- ----------- NER albert-base-chinese-ner 0.400 0.732 0.486 NER bert-base-chinese-ner 0.410 0.745 0.494 NER roberta-base-finetuned-cluener2020-chinese 0.548 0.914 0.644 Prompting gpt-3.5-turbo-0125 0.684 0.785 0.709 Prompting gpt-4-turbo-2024-04-09 0.733 0.811 0.756 Prompting gpt-4o-2024-08-06 0.829 0.848 0.831 Evaluation of the Geocoder Case Study: Counties in the Spring and Autumn and Warring States periods (770 – 221 B.C.E.) Update ## We provide a user-friendly Geocoder with a graphical user interface (in .exe format), ready to use out of the box. Welcome to provide feedback","default_branch":null,"files":null,"tree":[],"storefront":"/r/yukiyuqichen","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/yukiyuqichen/His-Geo/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}