{"id":15392653,"url":"https://github.com/jackdbd/paradise-papers-neo4j","last_synced_at":"2025-09-12T20:33:45.622Z","repository":{"id":82381074,"uuid":"145393165","full_name":"jackdbd/paradise-papers-neo4j","owner":"jackdbd","description":"Visualizing the Paradise Papers dataset with Neo4j, Altair and Folium","archived":false,"fork":false,"pushed_at":"2018-08-20T10:17:58.000Z","size":16979,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-03-11T06:49:20.775Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"https://jackdbd.github.io/paradise-papers-neo4j/","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/jackdbd.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":"2018-08-20T09:04:10.000Z","updated_at":"2020-05-17T11:08:37.000Z","dependencies_parsed_at":null,"dependency_job_id":"4e5f3385-fb6f-461a-b478-af33085e7f60","html_url":"https://github.com/jackdbd/paradise-papers-neo4j","commit_stats":{"total_commits":5,"total_committers":1,"mean_commits":5.0,"dds":0.0,"last_synced_commit":"3a832d817ad179c34edb8d6474f40219924f6dc5"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/jackdbd/paradise-papers-neo4j","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jackdbd%2Fparadise-papers-neo4j","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jackdbd%2Fparadise-papers-neo4j/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jackdbd%2Fparadise-papers-neo4j/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jackdbd%2Fparadise-papers-neo4j/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/jackdbd","download_url":"https://codeload.github.com/jackdbd/paradise-papers-neo4j/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jackdbd%2Fparadise-papers-neo4j/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":274873468,"owners_count":25365824,"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":"2025-09-12T02:00:09.324Z","response_time":60,"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":"2024-10-01T15:15:35.724Z","updated_at":"2025-09-12T20:33:45.224Z","avatar_url":"https://github.com/jackdbd.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Paradise Papers with Neo4j, Altair and Folium\n\nData exploration and visualization of the Paradise Papers dataset.\n\n![A screenshot of the interactive map](https://raw.githubusercontent.com/jackdbd/paradise-papers-neo4j/master/screenshots/map-screenshot.png \"Screenshot of the Folium map\")\n\n![A GIF that shows how to use the interactive map](https://raw.githubusercontent.com/jackdbd/paradise-papers-neo4j/master/screenshots/map-demo.gif \"Demo of the Folium map\")\n\n![5 most popular offshore jurisdictions](https://github.com/jackdbd/paradise-papers-neo4j/blob/master/screenshots/popular-offshore-jurisdictions.svg \"popular-offshore-jurisdictions\")\n\n\n## Installation\n\nIf you want to run the notebook locally, you can create a conda environment.\n\nCreate and activate a new conda environment:\n\n```\nconda create --name paradise-papers python=3.6 --yes\nsource activate paradise-papers\n```\n\nInstall all the dependencies (this might take a while, go grab a cup of coffee):\n\n```sh\nconda install -c conda-forge jupyter neo4j-python-driver pandas altair vega_datasets notebook vega folium -y\n```\n\n*Note:* you don't need to install Neo4j. The notebook connects to a Neo4j sandbox that should be always available.\n\n\n## Usage\n\nWhen all dependencies have been installed, run the notebook:\n\n```sh\njupyter notebook\n```\n\n\n## Misc\nYou can freeze your environment with:\n\n```sh\nconda env export \u003e environment.yml\n```\n\nTo remove this conda environment, run:\n\n```sh\nconda env remove -n paradise-papers -y\n```\n\n\n## Credits\n\nThis work was inspired by [William Lyon's tutorial](https://www.lyonwj.com/2017/11/28/geocoding-paradise-papers-neo4j-spatial-visualization/).\n\nThe [Paradise Papers dataset](https://offshoreleaks.icij.org/pages/database) is released by The International Consortium of Investigative Journalists. The dataset is licensed under the [Open Database License](https://opendatacommons.org/licenses/odbl/1.0/) and its contents under [Creative Commons Attribution-ShareAlike license](https://creativecommons.org/licenses/by-sa/3.0/).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjackdbd%2Fparadise-papers-neo4j","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjackdbd%2Fparadise-papers-neo4j","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjackdbd%2Fparadise-papers-neo4j/lists"}