{"id":25398244,"url":"https://github.com/marionchaff/surf-mail-alert","last_synced_at":"2025-04-11T06:47:47.053Z","repository":{"id":277206845,"uuid":"931682364","full_name":"MarionChaff/surf-mail-alert","owner":"MarionChaff","description":"Machine learning pipeline for surf condition forecasting, integrating data collection, model training, inference, and automated email alerts","archived":false,"fork":false,"pushed_at":"2025-02-12T18:32:56.000Z","size":78,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-02-12T18:35:24.393Z","etag":null,"topics":["data-science","mail-alerts","ml","ml-pipeline","python","weather-alerts"],"latest_commit_sha":null,"homepage":null,"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/MarionChaff.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":"2025-02-12T17:24:07.000Z","updated_at":"2025-02-12T18:33:00.000Z","dependencies_parsed_at":"2025-02-12T18:36:12.863Z","dependency_job_id":"a0351e68-81fe-4b1d-a7ea-3add620b0d7a","html_url":"https://github.com/MarionChaff/surf-mail-alert","commit_stats":null,"previous_names":["marionchaff/surf-mail-alert"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MarionChaff%2Fsurf-mail-alert","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MarionChaff%2Fsurf-mail-alert/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MarionChaff%2Fsurf-mail-alert/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MarionChaff%2Fsurf-mail-alert/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MarionChaff","download_url":"https://codeload.github.com/MarionChaff/surf-mail-alert/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248358549,"owners_count":21090401,"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","mail-alerts","ml","ml-pipeline","python","weather-alerts"],"created_at":"2025-02-15T22:35:16.565Z","updated_at":"2025-04-11T06:47:47.033Z","avatar_url":"https://github.com/MarionChaff.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"### surf-mail-alert\nMachine learning pipeline for surf condition forecasting, integrating data collection, model training, inference, and automated email alerts.\n\nThis pipeline scrapes weather \u0026 tide data, trains a model to predict surf conditions, and sends automated alerts when conditions are favorable. \n\nKey components:\n- ml_logic/: core logic for model training (main_train.py), inference (main_infer.py), and daily updates (main_daily.py);\n- ml_logic/registry/: handles data loading (datasetloader.py), scraping (tidescraper.py, wgscraper.py), and model storage;\n- ml_logic/processing/: preprocessing utilities for feature engineering, scaling, and graph generation;\n- ml_logic/modelling/: model building (modelbuilder.py), training (trainer.py), and prediction (predictor.py);\n- ml_logic/automation/: handles email notifications for surf alerts.\n\nDataset contains: \n- swell_height (float): refers to the wave height in meters;\n- swell_period (int): refers to the swell period in seconds;\n- wind_dir (int): refers to the wind direction in degrees, measured as an angle from north (ranging from 1° to 360°);\n- swell_dir (int): refers to the direction from which the swell is coming, measured in degrees from north (ranging from 1° to 360°);\n- wind_speed (int): refers to the wind speed in knots, calculated as the average of the constant wind speed and gust speed;\n- note (int): 'real-life' weather conditions rating ranging from 0 to 3.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmarionchaff%2Fsurf-mail-alert","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmarionchaff%2Fsurf-mail-alert","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmarionchaff%2Fsurf-mail-alert/lists"}