{"id":24087913,"url":"https://github.com/tinybirdco/demo-ais","last_synced_at":"2026-02-13T17:32:07.596Z","repository":{"id":231550802,"uuid":"780595284","full_name":"tinybirdco/demo-ais","owner":"tinybirdco","description":"A demo processing AIS data using Tinybird, Dash, Pandas, and Plotly","archived":false,"fork":false,"pushed_at":"2024-12-30T11:50:49.000Z","size":468,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-05-05T21:45:17.262Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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/tinybirdco.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,"zenodo":null}},"created_at":"2024-04-01T19:54:41.000Z","updated_at":"2025-02-28T11:14:01.000Z","dependencies_parsed_at":"2024-04-04T15:50:23.712Z","dependency_job_id":"53788593-f593-4fb4-a95a-dd6186453cea","html_url":"https://github.com/tinybirdco/demo-ais","commit_stats":null,"previous_names":["tinybirdco/demo-ais"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/tinybirdco/demo-ais","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tinybirdco%2Fdemo-ais","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tinybirdco%2Fdemo-ais/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tinybirdco%2Fdemo-ais/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tinybirdco%2Fdemo-ais/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tinybirdco","download_url":"https://codeload.github.com/tinybirdco/demo-ais/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tinybirdco%2Fdemo-ais/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29413389,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-02-13T06:24:03.484Z","status":"ssl_error","status_checked_at":"2026-02-13T06:23:12.830Z","response_time":78,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: 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":"2025-01-10T03:55:56.075Z","updated_at":"2026-02-13T17:32:07.580Z","avatar_url":"https://github.com/tinybirdco.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# AIS Explorer template for Tinybird\n\nThe AIS Explorer template provides a graphical exploratory interface for automatic identification system (AIS) data.\n\n![Splash Image](assets/readme_splash.png)\n\nFor any given [MMSI](https://en.wikipedia.org/wiki/Maritime_Mobile_Service_Identity), the AIS Explorer shows the vessel's location over selected dates. You can represent location using latitude and longitude, or through [H3](https://h3geo.org/). You can adjust the H3 resolution to show more or less detail.\n\n## Quick start\n\nTo deploy this template on Tinybird, click the following button:\n\n[![Deploy to Tinybird](https://cdn.tinybird.co/static/images/Tinybird-Deploy-Button.svg)](https://app.tinybird.co/?starter_kit=https%3A%2F%2Fgithub.com%2Ftinybirdco%2Fdemo-ais)\n\nThen clone or fork this repository and deploy the data project to Tinybird.\n\n- Use noaa_uploader.sh to append as many of the zipped CSV files as you need to Tinybird for sample data.\n- Run app.py to have a local app to explore some of the shipping data. The default values should work.\n\n## Local deployment\n\nTo work on this project in your local environment, follow these steps:\n\n1. Clone this repository.\n2. Create a Python virtual env using `python -m venv .venv \u0026\u0026 source ./.venv/bin/activate`.\n3. Install the Python dependencies by running `pip install -r requirements.txt`.\n4. Open or create a [Tinybird](https://www.tinybird.co/) Workspace.\n5. Open the [Tinybird Auth Token](https://www.tinybird.co/docs/get-started/administration/auth-tokens) page and copy the User Admin Token.\n6. Run `tb auth` in the repo directory and paste the token.\n7. Run `tb push` to establish the backend processing structure and serve the data APIs.\n8. Use `noaa_uploader.sh` to append as many of the zipped CSV files as you need to Tinybird for sample data. Jan-May is about 1b rows. You might need `jq` installed: `sudo apt-get update \u0026\u0026 sudo apt-get install jq -y --no-install-recommends` or `brew install jq` for macOS.\n9. Run `app.py` to have a local app to explore some of the shipping data. The default values should work.\n\nYou can also stream in live AIS data following the same format.\n\n## Components\n\nAIS Explorer uses [Dash and Plotly](https://dash.plotly.com/) for the map, [Pandas](https://pandas.pydata.org/) for the frontend data processing, and [Tinybird](https://ui.tinybird.co/signup) for the backend.\n\n## Dataset\n\nThe dataset comes from [NOAA](https://coast.noaa.gov/htdata/CMSP/AISDataHandler/2020/index.html). It contains a few billion vessel observation samples from 2020.\n\n\u003e [!WARNING]\n\u003e NOAA provides this data for free, so don't abuse their download server.\n\n## Credits\n\nCreated by [@Chaffelson](https://github.com/Chaffelson), [@juliavallina](https://github.com/juliavallina), [@sdairs](https://github.com/sdairs), and  [@rbarbadillo](https://github.com/rbarbadillo).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftinybirdco%2Fdemo-ais","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftinybirdco%2Fdemo-ais","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftinybirdco%2Fdemo-ais/lists"}