{"id":15392694,"url":"https://github.com/jackdbd/beni-confiscati","last_synced_at":"2026-05-25T23:36:16.948Z","repository":{"id":82381017,"uuid":"140404937","full_name":"jackdbd/beni-confiscati","owner":"jackdbd","description":"Exploratory data analysis and visualization of a small geospatial dataset.","archived":false,"fork":false,"pushed_at":"2018-08-21T18:25:21.000Z","size":1185,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-01-17T21:29:29.215Z","etag":null,"topics":["cartopy","folium","geopandas","shapely","tuscany"],"latest_commit_sha":null,"homepage":"https://jackdbd.github.io/beni-confiscati/","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":"2018-07-10T08:54:59.000Z","updated_at":"2020-05-17T11:08:34.000Z","dependencies_parsed_at":"2023-06-15T11:00:30.215Z","dependency_job_id":null,"html_url":"https://github.com/jackdbd/beni-confiscati","commit_stats":{"total_commits":8,"total_committers":1,"mean_commits":8.0,"dds":0.0,"last_synced_commit":"94a3da7c52f04afce66c8ba7eff732c574bd851d"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jackdbd%2Fbeni-confiscati","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jackdbd%2Fbeni-confiscati/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jackdbd%2Fbeni-confiscati/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jackdbd%2Fbeni-confiscati/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/jackdbd","download_url":"https://codeload.github.com/jackdbd/beni-confiscati/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":242988012,"owners_count":20217534,"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":["cartopy","folium","geopandas","shapely","tuscany"],"created_at":"2024-10-01T15:15:41.656Z","updated_at":"2025-12-12T07:47:05.396Z","avatar_url":"https://github.com/jackdbd.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Beni Confiscati\n\n[![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/jackdbd/beni-confiscati/master)\n\nExploratory data analysis and visualization of a small geospatial dataset.\n\nExplore the [interactive map](https://jackdbd.github.io/beni-confiscati/).\n\n![An image showing a map of Tuscany created with Folium](https://raw.githubusercontent.com/jackdbd/beni-confiscati/master/screenshots/folium-map.png \"The map created with Folium.\")\n\nBuilt with:\n\n- Geopandas\n- Shapely\n- PyProj\n- Cartopy\n- Folium\n\n\n## Data\n\nSource: Regione Toscana – [Beni confiscati alla criminalità organizzata](http://dati.toscana.it/dataset/rt-beniconfiscati) (January 2018).\n\nThe dataset is released under the [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/) license.\n\n\n## Run the notebook with Binder\n[Binder](https://github.com/jupyterhub/binderhub) builds a docker image from a git repository + commit, so you can run the notebook `beni-confiscati.ipynb` in the cloud, without installing anything on your machine.\n\n\n## Installation\n\nIf you want to run the notebook locally, you need to create a conda environment. You can obtain the conda package manager by installing a Python distribution like [Miniconda](https://conda.io/miniconda.html) or [Anaconda](https://repo.continuum.io/).\n\nCreate and activate a new conda environment:\n\n```shell\nconda create --name beni-confiscati python=3.6 --yes\nsource activate beni-confiscati\n```\n\nInstall all the dependencies (this might take a while, go grab a cup of coffee):\n\n```shell\nconda install -c conda-forge jupyter numpy pandas geopandas pyproj shapely cartopy folium -y\n```\n\nIf you run into issues when importing `fiona`, try downgrading it to `1.7.9`:\n\n```shell\nconda install -c conda-forge fiona=1.7.9\n```\n\nWhen all dependencies have been installed, run the notebook:\n\n```shell\njupyter notebook\n```\n\n*Note:* I decided to included the dataset in the repository, so you don't have to go find it by yourself. After all it is just ~200KB.\n\n\n## Other\n\nYou can freeze your environment with:\n\n```shell\nconda env export \u003e environment.yml\n```\n\nTo remove this conda environment, run:\n\n```shell\nconda env remove -n beni-confiscati\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjackdbd%2Fbeni-confiscati","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjackdbd%2Fbeni-confiscati","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjackdbd%2Fbeni-confiscati/lists"}