{ "_id": "6ace164fa14063b82c3af71b", "Package": "spNNGP", "Title": "Spatial Regression Models for Large Datasets using Nearest\nNeighbor Gaussian Processes", "Version": "1.0.2", "Date": "2026-05-27", "Authors@R": "c(person(\"Andrew\", \"Finley\", role=c(\"aut\", \"cre\"), email=\"finleya@msu.edu\"), person(\"Abhirup\", \"Datta\", role=\"aut\", email=\"abhidatta@jhu.edu\"), person(\"Sudipto\", \"Banerjee\", role=\"aut\", email=\"sudipto@ucla.edu\"))", "Maintainer": "Andrew Finley ", "Author": "Andrew Finley [aut, cre], Abhirup Datta [aut], Sudipto Banerjee\n[aut]", "Description": "Fits univariate Bayesian spatial regression models for\nlarge datasets using Nearest Neighbor Gaussian Processes (NNGP)\ndetailed in Finley, Datta, Banerjee (2022)\n, Finley, Datta, Cook, Morton,\nAndersen, and Banerjee (2019)\n, and Datta, Banerjee,\nFinley, and Gelfand (2016) .", "License": "GPL (>= 2)", "Encoding": "UTF-8", "URL": "https://www.finley-lab.com/, https://github.com/finleya/spNNGP,\nhttps://finleya.github.io/spNNGP/", "BugReports": "https://github.com/finleya/spNNGP/issues", "NeedsCompilation": "yes", "Packaged": { "Date": "2026-10-13 11:25:34 UTC", "User": "root" }, "Config/testthat/edition": "3", "Repository": "https://cran.r-universe.dev", "Date/Publication": "2026-05-28 08:56:38 UTC", "RemoteUrl": "https://github.com/cran/spNNGP", "RemoteRef": "HEAD", "RemoteSha": "978272d3c840c81e401272e40327f9e853df90ee", "_user": "cran", "_type": "src", "_file": "spNNGP_1.0.2.tar.gz", "_fileid": "https://r2.ropensci.org/cf3cba6c11e1aaca2aa24b7b7f1367288f24ace287fa140f4264ca6c630dba88", "_filesize": 3418053, "_sha256": "cf3cba6c11e1aaca2aa24b7b7f1367288f24ace287fa140f4264ca6c630dba88", "_expires": "2027-01-21T11:30:20.000Z", "_created": "2026-10-13T11:25:34.000Z", "_published": "2026-10-13T11:30:22.973Z", "_buildurl": "https://github.com/r-universe/cran/actions/runs/38389598198", "_status": "success", "_host": "GitHub-Actions", "_jobs": [ { "job": 115271842940, "time": 104, "config": "linux-devel-arm64", "r": "4.7.0", "check": "OK", "artifact": "11808562176" }, { "job": 115271842904, "time": 114, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11808402480" }, { "job": 115271843028, "time": 85, "config": "linux-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "11808646691" }, { "job": 115271843005, "time": 109, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11808991445" }, { "job": 115270489394, "time": 209, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "11808841240" }, { "job": 115271842870, "time": 104, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "11808766674" }, { "job": 115271843108, "time": 210, "config": "windows-devel-arm64", "r": "4.7.0", "check": "OK", "artifact": "11808217570" }, { "job": 115271843147, "time": 129, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11807937423" }, { "job": 115271843036, "time": 225, "config": "windows-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "11807827688" }, { "job": 115271843307, "time": 129, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11808771778" } ], "_upstream": "https://github.com/cran/spNNGP", "_commit": { "id": "978272d3c840c81e401272e40327f9e853df90ee", "author": "Andrew Finley ", "committer": "cran-robot ", "message": "version 1.0.2\n", "time": 1779958598 }, "_maintainer": { "name": "Andrew Finley", "email": "finleya@msu.edu", "login": "finleya", "description": "", "uuid": 9747462 }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.5.0", "role": "Depends" }, { "package": "coda", "role": "Depends" }, { "package": "Formula", "role": "Depends" }, { "package": "RANN", "role": "Depends" }, { "package": "methods", "role": "Imports" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" } ], "_owner": "cran", "_selfowned": false, "_usedby": 1, "_updates": [ { "week": "2026-22", "n": 1 } ], "_tags": [ { "name": "1.0.2", "date": "2026-05-28" } ], "_stars": 7, "_contributors": [ { "user": "finleya", "count": 12, "uuid": 9747462 } ], "_userbio": { "uuid": 6899542, "type": "organization", "name": "cran", "followers": 630, "description": "Unofficial read-only mirror of all CRAN R packages" }, "_downloads": { "count": 486, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/spNNGP" }, "_mentions": 1, "_devurl": "https://github.com/finleya/spnngp", "_pkgdown": "https://finleya.github.io/spNNGP/", "_searchresults": 113, "_topics": [ "openblas", "cpp", "openmp" ], "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/manual.pdf", "extra/readme.html", "extra/readme.md", "extra/spNNGP.html" ], "_homeurl": "https://github.com/finleya/spnngp", "_realowner": "finleya", "_cranurl": false, "_releases": [ { "version": "0.1.0", "date": "2017-07-16" }, { "version": "0.1.1", "date": "2017-07-21" }, { "version": "0.1.2", "date": "2019-09-03" }, { "version": "0.1.3", "date": "2020-01-30" }, { "version": "0.1.4", "date": "2020-03-30" }, { "version": "0.1.5", "date": "2021-02-17" }, { "version": "0.1.6", "date": "2021-09-20" }, { "version": "0.1.7", "date": "2022-03-17" }, { "version": "0.1.8", "date": "2022-05-24" }, { "version": "1.0.0", "date": "2022-06-27" }, { "version": "1.0.1", "date": "2024-09-23" }, { "version": "1.0.2", "date": "2026-05-28" } ], "_exports": [ "PGLogit", "spConjNNGP", "spDiag", "spNNGP" ], "_datasets": [ { "name": "BCEF", "title": "Forest Canopy Height from NASA Goddard's LiDAR Hyperspectral and Thermal (G-LiHT) over Bonanza Creek Experimental Forest", "object": "BCEF", "file": "BCEF.rda", "class": [ "data.frame" ], "fields": [ "x", "y", "FCH", "PTC", "holdout" ], "rows": 188717, "table": true, "tojson": true }, { "name": "MI_TSCA", "title": "Occurrence of Tsuga canadensis (Eastern hemlock) in Michigan", "object": "MI_TSCA", "file": "MI_TSCA.rda", "class": [ "data.frame" ], "fields": [ "lat", "long", "TSCA", "MIN", "MAX", "SUP", "WIP", "AET", "DEF" ], "rows": 17743, "table": true, "tojson": true } ], "_help": [ { "page": "BCEF.rda", "title": "Forest Canopy Height from NASA Goddard's LiDAR Hyperspectral and Thermal (G-LiHT) over Bonanza Creek Experimental Forest", "topics": [ "BCEF" ] }, { "page": "MI_TSCA.rda", "title": "Occurrence of Tsuga canadensis (Eastern hemlock) in Michigan", "topics": [ "MI_TSCA" ] }, { "page": "PGLogit", "title": "Function for Fitting Logistic Models using Polya-Gamma Latent Variables", "topics": [ "PGLogit" ] }, { "page": "predict.NNGP", "title": "Function for prediction at new locations using 'NNGP' models.", "topics": [ "predict.NNGP" ] }, { "page": "print.spDiag", "title": "Methods for spDiag Object", "topics": [ "print.spDiag" ] }, { "page": "spConjNNGP", "title": "Function for Fitting Univariate Bayesian Conjugate Spatial Regression Models", "topics": [ "spConjNNGP" ] }, { "page": "spDiag", "title": "Model fit diagnostics", "topics": [ "spDiag" ] }, { "page": "spNNGP", "title": "Function for Fitting Univariate Bayesian Spatial Regression Models", "topics": [ "spNNGP" ] }, { "page": "summary.NNGP", "title": "Methods for NNGP and Derived Objects", "topics": [ "fitted.NNGP", "print.NNGP", "print.predict.NNGP", "residuals.NNGP", "summary.NNGP" ] }, { "page": "summary.PGLogit", "title": "Methods for PGLogit Object", "topics": [ "fitted.PGLogit", "print.PGLogit", "residuals.PGLogit", "summary.PGLogit" ] } ], "_readme": "https://github.com/cran/spNNGP/raw/HEAD/README.md", "_rundeps": [ "coda", "Formula", "lattice", "RANN" ], "_sysdeps": [ { "shlib": "liblapack", "package": "libopenblas0-pthread", "source": "openblas", "version": "0.3.32+ds-5", "name": "openblas", "homepage": "https://www.openblas.net/", "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)" }, { "shlib": "libblas", "package": "libopenblas0-pthread", "source": "openblas", "version": "0.3.32+ds-5", "name": "openblas", "homepage": "https://www.openblas.net/", "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)" }, { "shlib": "libstdc++", "package": "libstdc++6", "source": "gcc", "version": "16-20260322-1ubuntu1", "name": "c++", "homepage": "http://gcc.gnu.org/", "description": "GNU Standard C++ Library v3" }, { "shlib": "libgomp", "package": "libgomp1", "source": "gcc", "version": "16-20260322-1ubuntu1", "name": "openmp", "homepage": "http://gcc.gnu.org/", "description": "GCC OpenMP (GOMP) support library" } ], "_score": 4.074267742553358, "_indexed": false, "_nocasepkg": "spnngp", "_universes": [ "cran" ], "_indexurl": "https://finleya.r-universe.dev/spNNGP", "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.0.2", "date": "2026-10-13T11:27:41.000Z", "distro": "resolute", "arch": "aarch64", "commit": "978272d3c840c81e401272e40327f9e853df90ee", "fileid": "https://r2.ropensci.org/74940ef7982b17bb713693eaeaf623db9ef7ae4e92d96132fb41005eb556fc88", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/38389598198" }, { "r": "4.7.0", "os": "linux", "version": "1.0.2", "date": "2026-10-13T11:27:48.000Z", "distro": "resolute", "arch": "x86_64", "commit": "978272d3c840c81e401272e40327f9e853df90ee", "fileid": "https://r2.ropensci.org/01fc255f4ad8a35c1740e296f05d216b0b583bd76f0368487bbbb83997bee791", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/38389598198" }, { "r": "4.6.1", "os": "linux", "version": "1.0.2", "date": "2026-10-13T11:27:26.000Z", "distro": "resolute", "arch": "aarch64", "commit": "978272d3c840c81e401272e40327f9e853df90ee", "fileid": "https://r2.ropensci.org/bc1a92032be45334e8ac2ce6d5bcd266678a3470009025585cd6f6c5e5d69f69", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/38389598198" }, { "r": "4.6.1", "os": "linux", "version": "1.0.2", "date": "2026-10-13T11:27:46.000Z", "distro": "resolute", "arch": "x86_64", "commit": "978272d3c840c81e401272e40327f9e853df90ee", "fileid": "https://r2.ropensci.org/f98ba73aeb5af716d51de327adda1c7e112e5a2b95df2bcaa96ca804611c7e03", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/38389598198" }, { "r": "4.6.0", "os": "wasm", "version": "1.0.2", "date": "2026-10-13T11:27:54.000Z", "arch": "emscripten", "commit": "978272d3c840c81e401272e40327f9e853df90ee", "fileid": "https://r2.ropensci.org/3e7f00bdb52b95a705561809c8dbf75d115a109625397eb8ac211af6e78bc7c6", "status": "success", "buildurl": "https://github.com/r-universe/cran/actions/runs/38389598198" }, { "r": "4.7.0", "os": "win", "version": "1.0.2", "date": "2026-10-13T11:28:58.000Z", "arch": "aarch64", "commit": "978272d3c840c81e401272e40327f9e853df90ee", "fileid": "https://r2.ropensci.org/521175ea0afe65558d08b67fda148dd91cc6cc3ca3b92885caf17d1f95796bcf", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/38389598198" }, { "r": "4.7.0", "os": "win", "version": "1.0.2", "date": "2026-10-13T11:27:13.000Z", "arch": "x86_64", "commit": "978272d3c840c81e401272e40327f9e853df90ee", "fileid": "https://r2.ropensci.org/57200b46743ff7fe08f4db4e04bcd3e6429689949dae7ad72a980160d2705338", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/38389598198" }, { "r": "4.6.1", "os": "win", "version": "1.0.2", "date": "2026-10-13T11:29:19.000Z", "arch": "aarch64", "commit": "978272d3c840c81e401272e40327f9e853df90ee", "fileid": "https://r2.ropensci.org/c12ce1f8db6436834d2db58025545d0a232de5509a08e629cb73c2a0c034b74d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/38389598198" }, { "r": "4.6.1", "os": "win", "version": "1.0.2", "date": "2026-10-13T11:27:32.000Z", "arch": "x86_64", "commit": "978272d3c840c81e401272e40327f9e853df90ee", "fileid": "https://r2.ropensci.org/380e9c143f976e881411ca49456609b052e242abb18516e3b414e74b37c78344", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/38389598198" } ] }