{"id":34109676,"url":"https://github.com/powerfulbean/nntrf","last_synced_at":"2026-03-17T16:32:45.459Z","repository":{"id":277064501,"uuid":"351314077","full_name":"powerfulbean/nnTRF","owner":"powerfulbean","description":"artificial neural network for modelling temporal responses","archived":false,"fork":false,"pushed_at":"2025-10-30T20:15:13.000Z","size":17310,"stargazers_count":5,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"v1","last_synced_at":"2026-01-03T03:56:04.265Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/powerfulbean.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2021-03-25T05:00:35.000Z","updated_at":"2025-10-30T20:15:18.000Z","dependencies_parsed_at":"2025-02-11T23:45:36.588Z","dependency_job_id":"642e4709-ea88-4f81-97d4-7c494625a8da","html_url":"https://github.com/powerfulbean/nnTRF","commit_stats":null,"previous_names":["powerfulbean/nntrf"],"tags_count":4,"template":false,"template_full_name":null,"purl":"pkg:github/powerfulbean/nnTRF","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/powerfulbean%2FnnTRF","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/powerfulbean%2FnnTRF/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/powerfulbean%2FnnTRF/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/powerfulbean%2FnnTRF/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/powerfulbean","download_url":"https://codeload.github.com/powerfulbean/nnTRF/tar.gz/refs/heads/v1","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/powerfulbean%2FnnTRF/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30627167,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-17T14:16:03.965Z","status":"ssl_error","status_checked_at":"2026-03-17T14:16:03.380Z","response_time":56,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":[],"created_at":"2025-12-14T18:36:10.610Z","updated_at":"2026-03-17T16:32:45.454Z","avatar_url":"https://github.com/powerfulbean.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# nnTRF - neural network Temporal Response Function\n\nThis package is an artificial neural network implementation for temporal responses function modelling of brain signal. It implement the linear time-invariant TRF ([mTRF-Toolbox](https://github.com/mickcrosse/mTRF-Toolbox), [mTRFpy](https://github.com/powerfulbean/mTRFpy)), the [dynamic TRF](https://doi.org/10.1101/2024.08.26.609779) framework and more!\n\n## Roadmap\n🚧 In Progress | ✅ Completed | 🧪 Testing | 🔜 Planned | 📦 Released\n\n🔜 self-developed fourier basis solver\n\n## Installation\n\nYou can get the stable release from PyPI:\n```sh\n    pip install nntrf \n```\n    \nOr get the latest version from this repo:\n```sh\n    pip install git+https://github.com/powerfulbean/nnTRF.git\n```\n## Citing nnTRF\nDou, J., Anderson, A. J., White, A. S., Norman-Haignere, S. V., \u0026 Lalor, E. C. (2024). Dynamic modeling of EEG responses to natural speech reveals earlier processing of predictable words. bioRxiv, 2024-08.\n```\n@article {Dou2024.08.26.609779,\n\tauthor = {Dou, Jin and Anderson, Andrew J. and White, Aaron S. and Norman-Haignere, Samuel V. and Lalor, Edmund C.},\n\ttitle = {Dynamic modeling of EEG responses to natural speech reveals earlier processing of predictable words},\n\telocation-id = {2024.08.26.609779},\n\tyear = {2024},\n\tdoi = {10.1101/2024.08.26.609779},\n\tpublisher = {Cold Spring Harbor Laboratory},\n\tURL = {https://www.biorxiv.org/content/early/2024/08/26/2024.08.26.609779},\n\teprint = {https://www.biorxiv.org/content/early/2024/08/26/2024.08.26.609779.full.pdf},\n\tjournal = {bioRxiv}\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpowerfulbean%2Fnntrf","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpowerfulbean%2Fnntrf","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpowerfulbean%2Fnntrf/lists"}