{"id":21606106,"url":"https://github.com/bwconrad/weather-description-generator","last_synced_at":"2026-05-18T14:34:17.430Z","repository":{"id":114901820,"uuid":"117191731","full_name":"bwconrad/Weather-Description-Generator","owner":"bwconrad","description":"Weather description generator using real-time images","archived":false,"fork":false,"pushed_at":"2018-01-12T04:27:00.000Z","size":310,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-01-24T19:17:02.894Z","etag":null,"topics":["data-science","machine-learning","neural-network","python3","weather"],"latest_commit_sha":null,"homepage":"","language":"Python","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/bwconrad.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2018-01-12T04:20:21.000Z","updated_at":"2018-01-21T22:06:31.000Z","dependencies_parsed_at":null,"dependency_job_id":"c999e452-f3e9-4cd7-916f-e0b3cdd07c5c","html_url":"https://github.com/bwconrad/Weather-Description-Generator","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/bwconrad%2FWeather-Description-Generator","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bwconrad%2FWeather-Description-Generator/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bwconrad%2FWeather-Description-Generator/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bwconrad%2FWeather-Description-Generator/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/bwconrad","download_url":"https://codeload.github.com/bwconrad/Weather-Description-Generator/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244243098,"owners_count":20422001,"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":["data-science","machine-learning","neural-network","python3","weather"],"created_at":"2024-11-24T20:19:11.208Z","updated_at":"2026-05-18T14:34:17.394Z","avatar_url":"https://github.com/bwconrad.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Weather Description Neural Network\n\n\nNeural network to create weather descriptions given an image and current weather measurements.\n\n### Data Sets:\n* Images: Kat Kam (private)\n* Weather Data: GHCN YVR Airport\n\n### Dependencies:\n* Python 3\n* Numpy\n* Pandas\n* Scikit Learn\n* OpenCV\n\n### How to run:\n1. Clone the repo. \n```\ngit clone https://github.com/bwconrad/Weather-Description-Generator.git\n```\n2. In the project directory run the program with the arguments [images directoy] [weather data directory] [output CSV]. \n```\npython3 weather_imgs.py Data\\katkam-scaled Data\\yvr-weather results.csv\n```\n3. The program will output the accuracy on the testing data and the predictions are saved as the inputted CSV filename.\n\n## Results\nNetwork achieves 70% accuracy using a 75:25 data split and training for 3000 epoches.\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbwconrad%2Fweather-description-generator","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbwconrad%2Fweather-description-generator","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbwconrad%2Fweather-description-generator/lists"}