{"id":33906962,"url":"https://github.com/stscl/infocausality","last_synced_at":"2026-04-01T20:22:12.819Z","repository":{"id":318640487,"uuid":"1071630775","full_name":"stscl/infocausality","owner":"stscl","description":"Information-Theoretic Measure of Causality","archived":false,"fork":false,"pushed_at":"2026-03-21T03:58:06.000Z","size":2836,"stargazers_count":5,"open_issues_count":0,"forks_count":1,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-03-28T00:39:35.157Z","etag":null,"topics":["causal-discovery","causality","entropy-measures","information-flow","temporal-causality","time-series-analysis"],"latest_commit_sha":null,"homepage":"https://stscl.github.io/infocausality/","language":"C++","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/stscl.png","metadata":{"files":{"readme":"README.Rmd","changelog":"NEWS.md","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,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-10-07T15:48:13.000Z","updated_at":"2026-03-21T03:55:17.000Z","dependencies_parsed_at":"2025-10-08T12:08:30.179Z","dependency_job_id":"eb9c619d-0492-46c3-9516-5b99c341f8e8","html_url":"https://github.com/stscl/infocausality","commit_stats":null,"previous_names":["stscl/infocausality"],"tags_count":2,"template":false,"template_full_name":null,"purl":"pkg:github/stscl/infocausality","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/stscl%2Finfocausality","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/stscl%2Finfocausality/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/stscl%2Finfocausality/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/stscl%2Finfocausality/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/stscl","download_url":"https://codeload.github.com/stscl/infocausality/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/stscl%2Finfocausality/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31291526,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-01T13:12:26.723Z","status":"ssl_error","status_checked_at":"2026-04-01T13:12:25.102Z","response_time":53,"last_error":"SSL_read: 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":["causal-discovery","causality","entropy-measures","information-flow","temporal-causality","time-series-analysis"],"created_at":"2025-12-12T02:16:31.097Z","updated_at":"2026-04-01T20:22:12.632Z","avatar_url":"https://github.com/stscl.png","language":"C++","funding_links":[],"categories":[],"sub_categories":[],"readme":"---\noutput: github_document\n---\n\n\u003c!-- README.md is generated from README.Rmd. Please edit that file --\u003e\n\n```{r, include = FALSE}\nknitr::opts_chunk$set(\n  collapse = TRUE,\n  comment = \"##\",\n  fig.path = \"man/figures/README-\",\n  out.width = \"100%\"\n)\n```\n\n# infocausality\n\n\u003c!-- badges: start --\u003e\n\n[![CRAN](https://www.r-pkg.org/badges/version/infocausality)](https://CRAN.R-project.org/package=infocausality)\n[![CRAN Release](https://www.r-pkg.org/badges/last-release/infocausality)](https://CRAN.R-project.org/package=infocausality)\n[![CRAN Checks](https://badges.cranchecks.info/worst/infocausality.svg)](https://cran.r-project.org/web/checks/check_results_infocausality.html)\n[![Downloads_all](https://badgen.net/cran/dt/infocausality?color=orange)](https://CRAN.R-project.org/package=infocausality)\n[![Downloads_month](https://cranlogs.r-pkg.org/badges/infocausality)](https://CRAN.R-project.org/package=infocausality)\n[![License](https://img.shields.io/badge/license-GPL--3-brightgreen.svg?style=flat)](http://www.gnu.org/licenses/gpl-3.0.html)\n[![Lifecycle: superseded](https://lifecycle.r-lib.org/articles/figures/lifecycle-superseded.svg)](https://lifecycle.r-lib.org/articles/stages.html#superseded)\n[![R-CMD-check](https://github.com/stscl/infocausality/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/stscl/infocausality/actions/workflows/R-CMD-check.yaml)\n[![R-universe](https://stscl.r-universe.dev/badges/infocausality?color=cyan)](https://stscl.r-universe.dev/infocausality)\n\n\u003c!-- badges: end --\u003e\n\n\u003ca href=\"https://stscl.github.io/infocausality/\"\u003e\u003cimg src=\"man/figures/infocausality.png\" align=\"right\" hspace=\"10\" vspace=\"0\" width=\"15%\" alt=\"infocausality website: https://stscl.github.io/infocausality/\"/\u003e\u003c/a\u003e\n\n*Information-Theoretic Measure of Causality*\n\n`infocausality` is an R package for information-theoretic causal analysis.  \nIt quantifies temporal and spatial causality through information flow, and decomposes it into unique, redundant, and synergistic components. The package provides native support for `data.frame`, `sf`, and `SpatRaster` objects, offering a unified interface for both time-series and spatial cross-sectional causal analysis.\n\n\u003e *Refer to the package documentation \u003chttps://stscl.github.io/infocausality/\u003e for more detailed information.*\n\n\u003e ⚠️ **Note**: The SURD (Synergistic-Unique-Redundant Decomposition) core computations in `infocausality` are executed via Python bindings. A pure C++ implementation with improved performance and easier deployment has been developed in the [`infoxtr`](https://github.com/stscl/infoxtr) package. For new projects, we recommend using `infoxtr` as a drop-in replacement.\n\n## Installation\n\n- Install from [CRAN](https://CRAN.R-project.org/package=infocausality) with:\n\n``` r\ninstall.packages(\"infocausality\", dep = TRUE)\n```\n\n- Install binary version from [R-universe](https://stscl.r-universe.dev/infocausality) with:\n\n``` r\ninstall.packages(\"infocausality\",\n                 repos = c(\"https://stscl.r-universe.dev\",\n                           \"https://cloud.r-project.org\"),\n                 dep = TRUE)\n```\n\n- Install from source code on [GitHub](https://github.com/stscl/infocausality) with:\n\n```r\nif (!requireNamespace(\"devtools\")) {\n    install.packages(\"devtools\")\n}\ndevtools::install_github(\"stscl/infocausality\",\n                         build_vignettes = TRUE,\n                         dep = TRUE)\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fstscl%2Finfocausality","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fstscl%2Finfocausality","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fstscl%2Finfocausality/lists"}