{"id":20714761,"url":"https://github.com/justingosses/geovec-playground","last_synced_at":"2025-03-11T06:47:21.611Z","repository":{"id":45554168,"uuid":"282359792","full_name":"JustinGOSSES/geoVec-playground","owner":"JustinGOSSES","description":"playground for exploring geoVec pre-trained glove model of geoscience embeddings","archived":false,"fork":false,"pushed_at":"2020-08-04T15:37:32.000Z","size":2784,"stargazers_count":8,"open_issues_count":1,"forks_count":3,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-01-17T21:43:37.951Z","etag":null,"topics":["geology","geoscience","nlp","notebook","playground"],"latest_commit_sha":null,"homepage":"","language":"HTML","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/JustinGOSSES.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2020-07-25T03:06:01.000Z","updated_at":"2022-07-14T07:44:57.000Z","dependencies_parsed_at":"2022-09-23T01:11:29.991Z","dependency_job_id":null,"html_url":"https://github.com/JustinGOSSES/geoVec-playground","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JustinGOSSES%2FgeoVec-playground","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JustinGOSSES%2FgeoVec-playground/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JustinGOSSES%2FgeoVec-playground/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JustinGOSSES%2FgeoVec-playground/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/JustinGOSSES","download_url":"https://codeload.github.com/JustinGOSSES/geoVec-playground/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":242988239,"owners_count":20217537,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["geology","geoscience","nlp","notebook","playground"],"created_at":"2024-11-17T02:34:06.742Z","updated_at":"2025-03-11T06:47:21.580Z","avatar_url":"https://github.com/JustinGOSSES.png","language":"HTML","funding_links":[],"categories":[],"sub_categories":[],"readme":"# geoVec-playground\nplayground for exploring geoVec pre-trained glove model of geoscience embeddings\n\n\nPay attention to .gitignore file as otherwise your git can be clogged with files that are too big!\n\n#### Use this notebook, not the other one: Exploration of GeoVec Word Embeddings \u0026 Parsed English Only Version.ipynb\n\n\nTheoretically should front-end only with identical notebook as run from local machine but there's some bug I haven't figured out yet!!!! and the size of the embedding file requires git large file service, which has now stopped working on any repositories for me even though I have data left before the cap, fun. \n\nFor now the quickest way to play with the geovec embedding in the projector is to use this github pages page (clone of the google embedding projector page) and load the vecs.tsv file and metadata1.tsv file into it from this repository. https://justingosses.github.io/embedding-projector-standalone/\n\nFor now, second quickest way to see the embedding is to clone this repo and run from source folder `python3 -m http.server http://0.0.0.0:8000/embedding-projector-standalone/embedding-projector-standalone-master/`\n\nAlternatively, you can load the notebook and run through it, specifically this one: https://github.com/JustinGOSSES/geoVec-playground/blob/master/Exploration%20of%20GeoVec%20Word%20Embeddings%20%26%20Parsed%20English%20Only%20Version.ipynb\n\n\n![Image of Silt in Embedding Projector](images/silt.png)\n\n\n\n\n## This repo is just messing around with this original word embedded work by these authors:\npaper: https://soil.copernicus.org/articles/5/177/2019/soil-5-177-2019.html\narticle of interest: https://towardsdatascience.com/deep-learning-and-soil-science-part-1-8c0669b18097\nresearchgate: https://www.researchgate.net/publication/341342446_3D_lithological_mapping_of_borehole_descriptions_using_word_embeddings\nphd thesis: https://ses.library.usyd.edu.au/bitstream/handle/2123/22081/Padarian_J_thesis.pdf?sequence=1\u0026isAllowed=y \n\nData file link: https://osf.io/4uyeq/wiki/home/\n\nSee gloVe-test example for the basic idea.\n\n\nCITATION¶\n@misc{padarian2019geovec, title={GeoVec}, url={https://osf.io/4uyeq}, DOI={10.17605/OSF.IO/4UYEQ}, publisher={OSF}, author={Padarian, José and Fuentes, Ignacio}, year={2019} }z\n\nArticle\n@misc{padarian2019word, title={Word embeddings for application in geosciences: development, evaluation and examples of soil-related concepts}, url={https://doi.org/10.5194/soil-2018-44} DOI={10.5194/soil-2018-44}, publisher={Copernicus GmbH}, author={Padarian, José and Fuentes, Ignacio}, year={2019}, journal={SOIL Discuss} }\n\nData file of the pretrained emb\n\n\nWindows 10 Notes for anyone doing further investigation:\nsome sage advice for glove installation\npip install glove==1.0.0\n(after trying builds and installation in visual studio developer prompts etc etc)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjustingosses%2Fgeovec-playground","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjustingosses%2Fgeovec-playground","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjustingosses%2Fgeovec-playground/lists"}