{"id":21064738,"url":"https://github.com/ideonate/butterflies","last_synced_at":"2025-10-30T02:58:02.547Z","repository":{"id":109076368,"uuid":"179486404","full_name":"ideonate/butterflies","owner":"ideonate","description":"Computer vision project using Innotater to create bounding boxes","archived":false,"fork":false,"pushed_at":"2019-04-30T11:33:59.000Z","size":123726,"stargazers_count":4,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-07-05T01:07:41.559Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/ideonate.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-04-04T11:43:43.000Z","updated_at":"2021-08-12T14:44:22.000Z","dependencies_parsed_at":"2023-04-24T00:00:16.656Z","dependency_job_id":null,"html_url":"https://github.com/ideonate/butterflies","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ideonate/butterflies","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ideonate%2Fbutterflies","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ideonate%2Fbutterflies/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ideonate%2Fbutterflies/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ideonate%2Fbutterflies/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ideonate","download_url":"https://codeload.github.com/ideonate/butterflies/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ideonate%2Fbutterflies/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":271749047,"owners_count":24814114,"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","status":"online","status_checked_at":"2025-08-23T02:00:09.327Z","response_time":69,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"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":"2024-11-19T17:51:29.327Z","updated_at":"2025-10-30T02:57:57.502Z","avatar_url":"https://github.com/ideonate.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\n# Butterfly Classification using Innotater Jupyter Widget\n\nThe Jupyter Notebooks numbered 1-5 in this repo show how to use the [Innotater Jupyter Widget](https://github.com/ideonate/jupyter-innotater) to manually filter training data and draw bounding boxes on images.\n\nIt shows how to train a simple butterfly species classifier first, and then use bounding boxes drawn manually to create a combined model which 'zooms in' on the area of the image containing the butterfly first before training the classifier from there.\n\nThe repo accompanies a Medium article published here: [Clean Up your own Model Data without leaving Jupyter](https://towardsdatascience.com/clean-up-your-own-model-data-without-leaving-jupyter-bdbcc9001734)\n\nPublic domain images used in the Medium article were made available by [PIXNIO Public domain images](https://pixnio.com): \n[Image 1](https://pixnio.com/fauna-animals/insects-and-bugs/butterflies-and-moths-pictures/flower-nectar-insect-summer-garden-animal-colorful-butterfly-nature) \n[Image 2](https://pixnio.com/fauna-animals/insects-and-bugs/butterflies-and-moths-pictures/nature-flower-daylight-brown-butterfly-insect-plant-garden-blossom)\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fideonate%2Fbutterflies","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fideonate%2Fbutterflies","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fideonate%2Fbutterflies/lists"}