{"id":19348945,"url":"https://github.com/cityofsantamonica/lots-analysis","last_synced_at":"2026-05-12T21:39:12.493Z","repository":{"id":69008840,"uuid":"44642312","full_name":"CityofSantaMonica/lots-analysis","owner":"CityofSantaMonica","description":"Analyzing parking lot data in Santa Monica","archived":false,"fork":false,"pushed_at":"2016-09-26T23:49:17.000Z","size":78,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-01-06T15:17:58.670Z","etag":null,"topics":["data-science","open-data","parking"],"latest_commit_sha":null,"homepage":"https://data.smgov.net/Transportation/Parking-Lot-Counts/ng8m-khuz","language":"Jupyter Notebook","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/CityofSantaMonica.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":"2015-10-21T00:14:13.000Z","updated_at":"2020-06-21T15:10:42.000Z","dependencies_parsed_at":null,"dependency_job_id":"7c6eefb7-36f7-49e4-85fd-665d5cdfed93","html_url":"https://github.com/CityofSantaMonica/lots-analysis","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/CityofSantaMonica%2Flots-analysis","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CityofSantaMonica%2Flots-analysis/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CityofSantaMonica%2Flots-analysis/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CityofSantaMonica%2Flots-analysis/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/CityofSantaMonica","download_url":"https://codeload.github.com/CityofSantaMonica/lots-analysis/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":240457988,"owners_count":19804489,"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","open-data","parking"],"created_at":"2024-11-10T04:23:56.335Z","updated_at":"2026-05-12T21:39:07.453Z","avatar_url":"https://github.com/CityofSantaMonica.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# lots-analysis\n\nA project to analyze parking lot data in Santa Monica.\n\nThe primary data source is the [City of Santa Monica's Open Data Portal](https://data.smgov.net),\nand specifically the [Parking Lot Counts](https://data.smgov.net/Transportation/Parking-Lot-Counts/ng8m-khuz)\ndataset.\n\nThis dataset is fed a snapshot of the [current state of the parking lots](https://parking.api.smgov.net/lots)\nevery 5 minutes, 24 hours a day.\n\n## Setup\n\nThis project uses the [Data Science Toolbox](http://datasciencetoolbox.org/) to\nquickly get an environment going.\n\n### Prerequisites\n\nFirst install the latest [Vagrant](https://www.vagrantup.com/) (at least `1.8.5`)\nand [VirtualBox](https://www.virtualbox.org/) (at least `5.0.26`); these applications\nsupport Linux, OSX, and Windows.\n\n*Windows users*: use [Git BASH](https://git-for-windows.github.io/) for the commands below.\n\n### Clone the repo\n\n```bash\n~$ git clone git@github.com:CityofSantaMonica/lots-analysis.git\n...\n~$ cd lots-analysis\n```\n\n### Setup and login to the vm\n\n```bash\n~/lots-analysis$ vagrant up\n...\n~/lots-analysis$ vagrant ssh\n...\nvagrant@data-science-toolbox:~$\n```\n\n### Setup environment and run the notebook server\n\n```bash\nvagrant@data-science-toolbox:~$ dst setup base\n\u003center any password\u003e\n\u003cconfirm the password\u003e\nvagrant@data-science-toolbox:~$ sudo ipython notebook --profile=dst\n```\n\nNow you should be able to run the notebook in a browser (on the host machine):\n[https://localhost:8888](https://localhost:8888) using the password you provided above.\nYou can safely ignore certificate warnings (the notebook server uses a self-signed cert.)\n\n### Cleanup\n\nWhen you are finished, release any resources used by the vm\n\n```bash\nvagrant@data-science-toolbox:~$ logout\n...\n~/lots-analysis$ vagrant destroy\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcityofsantamonica%2Flots-analysis","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcityofsantamonica%2Flots-analysis","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcityofsantamonica%2Flots-analysis/lists"}