{ "_id": "6a3a52856265ec60d620f0cd", "Package": "NRMstatsML", "Type": "Package", "Title": "Statistical and Machine Learning Engine for Long-Term Natural\nResource Management Data", "Version": "0.1.4", "Authors@R": "person(\ngiven = \"Sadikul\",\nfamily = \"Islam\",\nemail = \"sadikul.islamiasri@gmail.com\",\nrole = c(\"aut\", \"cre\", \"cph\"),\ncomment = c(ORCID = \"0000-0003-2924-7122\")\n)", "Description": "A comprehensive toolkit for statistical and machine\nlearning-based analysis of long-term Natural Resource\nManagement (NRM) datasets. Integrates formula-driven\napproaches, statistical inference, and machine learning (ML)\nmodels for advanced analytics. Modules cover trend and\nstructural analysis (Mann-Kendall test, slope estimation, Chow\ntest, structural break detection), multivariate system\nmodelling (Partial Least Squares (PLS), Structural Equation\nModelling (SEM)), response curve optimisation, time-series\nforecasting (Autoregressive Integrated Moving Average (ARIMA),\nhybrid models), panel data and treatment effects\n(Difference-in-Differences (DiD), causal machine learning),\nuncertainty and sensitivity analysis (bootstrap, Monte Carlo,\nBayesian), and automated model selection and performance\ncomparison. Designed for long-term datasets covering soil,\nwater, crop, and climate domains. Key references: Mann and\nKendall (1945) ; Sen (1968)\n; Bai and Perron (2003)\n; Rosseel (2012)\n; Croissant and Millo (2008)\n.", "License": "GPL (>= 3)", "Encoding": "UTF-8", "LazyData": "true", "Language": "en-US", "VignetteBuilder": "knitr", "RoxygenNote": "7.3.3", "Config/testthat/edition": "3", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-23 09:28:09 UTC", "User": "root" }, "Author": "Sadikul Islam [aut, cre, cph] (ORCID:\n)", "Maintainer": "Sadikul Islam ", "Config/pak/sysreqs": "libicu-dev", "Repository": "https://sadikulislamiasri-hub.r-universe.dev", "Date/Publication": "2026-06-07 18:30:08 UTC", "RemoteUrl": "https://github.com/cran/NRMstatsML", "RemoteRef": "HEAD", "RemoteSha": "f2bfeca18b07c45d9f58d1fb43c8aae4231e53a8", "MD5sum": "2b017dd1f8d33ee3094f9f09a57f4ad9", "_user": "sadikulislamiasri-hub", "_type": "src", "_file": "NRMstatsML_0.1.4.tar.gz", "_fileid": "a41920f5b5126fabdc0ba7a32c60b7ba072107f6692c8cd2c4f783799d6fdca7", "_filesize": 464480, "_sha256": "a41920f5b5126fabdc0ba7a32c60b7ba072107f6692c8cd2c4f783799d6fdca7", "_created": "2026-06-23T09:28:09.000Z", "_published": "2026-06-23T09:31:49.307Z", "_distro": "noble", "_jobs": [ { "job": 82921567964, "time": 190, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7816872835" }, { "job": 82921567949, "time": 173, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7816866418" }, { "job": 82921567958, "time": 191, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7816862490" }, { "job": 82921567961, "time": 169, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7816854705" }, { "job": 82920812932, "time": 233, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7816794554" }, { "job": 82921567930, "time": 153, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7816857442" }, { "job": 82921567941, "time": 86, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7816830113" }, { "job": 82921567951, "time": 100, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7816835602" }, { "job": 82921567972, "time": 101, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7816835940" } ], "_buildurl": "https://github.com/r-universe/sadikulislamiasri-hub/actions/runs/28016120333", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/cran/NRMstatsML", "_commit": { "id": "f2bfeca18b07c45d9f58d1fb43c8aae4231e53a8", "author": "Sadikul Islam ", "committer": "cran-robot ", "message": "version 0.1.4\n", "time": 1780857008 }, "_maintainer": { "name": "Sadikul Islam", "email": "sadikul.islamiasri@gmail.com", "login": "sadikulislamiasri-hub", "description": "", "uuid": 295794536, "orcid": "0000-0003-2924-7122" }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.1.0", "role": "Depends" }, { "package": "Kendall", "version": ">= 2.2", "role": "Imports" }, { "package": "trend", "version": ">= 1.1.4", "role": "Imports" }, { "package": "strucchange", "version": ">= 1.5.3", "role": "Imports" }, { "package": "plm", "version": ">= 2.6.0", "role": "Imports" }, { "package": "forecast", "version": ">= 8.20", "role": "Imports" }, { "package": "lavaan", "version": ">= 0.6.12", "role": "Imports" }, { "package": "pls", "version": ">= 2.8.0", "role": "Imports" }, { "package": "caret", "version": ">= 6.0.93", "role": "Imports" }, { "package": "boot", "version": ">= 1.3.28", "role": "Imports" }, { "package": "ggplot2", "version": ">= 3.4.0", "role": "Imports" }, { "package": "rlang", "version": ">= 1.1.0", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "utils", "role": "Imports" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "keras", "role": "Suggests" }, { "package": "tensorflow", "role": "Suggests" }, { "package": "BayesianTools", "role": "Suggests" }, { "package": "sensitivity", "role": "Suggests" }, { "package": "mboost", "role": "Suggests" }, { "package": "mlr3", "role": "Suggests" }, { "package": "covr", "role": "Suggests" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2026-23", "n": 1 } ], "_tags": [ { "name": "0.1.4", "date": "2026-06-07" } ], "_stars": 0, "_contributors": [ { "user": "sadikulislamiasri-hub", "count": 1, "uuid": 295794536 } ], "_userbio": { "uuid": 295794536, "type": "user", "name": "sadikulislamiasri-hub", "followers": 0 }, "_downloads": { "count": 218, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/NRMstatsML" }, "_searchresults": 0, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/NEWS.html", "extra/NEWS.txt", "extra/NRMstatsML.html", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_realowner": "sadikulislamiasri-hub", "_cranurl": false, "_releases": [ { "version": "0.1.4", "date": "2026-06-07" } ], "_exports": [ "nrm_arima", "nrm_automl", "nrm_benchmark", "nrm_bootstrap", "nrm_data_check", "nrm_did", "nrm_forecast", "nrm_mann_kendall", "nrm_monte_carlo", "nrm_multivariate", "nrm_optimize_input", "nrm_panel", "nrm_plot", "nrm_pls", "nrm_response_curve", "nrm_sem", "nrm_sens_slope", "nrm_structural_break", "nrm_summary", "nrm_trend", "nrm_uncertainty" ], "_datasets": [ { "name": "nrm_example", "title": "Example long-term NRM dataset", "object": "nrm_example", "class": [ "data.frame" ], "fields": [ "year", "treatment", "crop_yield", "soil_OC", "N", "P", "K", "rainfall", "runoff", "biomass" ], "rows": 20, "table": true, "tojson": true } ], "_help": [ { "page": "NRMstatsML-package", "title": "NRMstatsML: Statistical and Machine Learning Engine for Long-Term NRM Data", "topics": [ "NRMstatsML-package", "NRMstatsML" ] }, { "page": "nrm_arima", "title": "ARIMA model for NRM time series", "topics": [ "nrm_arima" ] }, { "page": "nrm_automl", "title": "Automated model selection and tuning", "topics": [ "nrm_automl" ] }, { "page": "nrm_benchmark", "title": "Benchmark model metrics on a hold-out test set", "topics": [ "nrm_benchmark" ] }, { "page": "nrm_bootstrap", "title": "Bootstrap uncertainty estimation", "topics": [ "nrm_bootstrap" ] }, { "page": "nrm_data_check", "title": "Validate and summarise an NRM dataset", "topics": [ "nrm_data_check" ] }, { "page": "nrm_did", "title": "Difference-in-Differences (DiD) estimator", "topics": [ "nrm_did" ] }, { "page": "nrm_example", "title": "Example long-term NRM dataset", "topics": [ "nrm_example" ] }, { "page": "nrm_forecast", "title": "Forecast NRM time series", "topics": [ "nrm_forecast" ] }, { "page": "nrm_mann_kendall", "title": "Mann-Kendall trend test", "topics": [ "nrm_mann_kendall" ] }, { "page": "nrm_monte_carlo", "title": "Monte Carlo uncertainty simulation", "topics": [ "nrm_monte_carlo" ] }, { "page": "nrm_multivariate", "title": "Multivariate regression for Natural Resource Management systems", "topics": [ "nrm_multivariate" ] }, { "page": "nrm_optimize_input", "title": "Optimise input level for maximum response", "topics": [ "nrm_optimize_input" ] }, { "page": "nrm_panel", "title": "Panel data regression for Natural Resource Management experiments", "topics": [ "nrm_panel" ] }, { "page": "nrm_plot", "title": "Generic plot for NRMstatsML objects", "topics": [ "nrm_plot" ] }, { "page": "nrm_pls", "title": "Partial Least Squares (PLS) regression", "topics": [ "nrm_pls" ] }, { "page": "nrm_response_curve", "title": "Fit a response curve to NRM data", "topics": [ "nrm_response_curve" ] }, { "page": "nrm_sem", "title": "Structural Equation Modelling (SEM)", "topics": [ "nrm_sem" ] }, { "page": "nrm_sens_slope", "title": "Sen's slope estimator", "topics": [ "nrm_sens_slope" ] }, { "page": "nrm_structural_break", "title": "Structural break detection", "topics": [ "nrm_structural_break" ] }, { "page": "nrm_summary", "title": "Generic summary for NRMstatsML objects", "topics": [ "nrm_summary" ] }, { "page": "nrm_trend", "title": "Comprehensive trend analysis for NRM time series", "topics": [ "nrm_trend" ] }, { "page": "nrm_uncertainty", "title": "Uncertainty analysis for NRM model outputs", "topics": [ "nrm_uncertainty" ] } ], "_readme": "https://github.com/cran/NRMstatsML/raw/HEAD/README.md", "_rundeps": [ "bdsmatrix", "boot", "caret", "class", "cli", "clock", "codetools", "collapse", "colorspace", "cpp11", "data.table", "diagram", "digest", "dplyr", "e1071", "extraDistr", "farver", "foreach", "forecast", "Formula", "fracdiff", "future", "future.apply", "generics", "ggplot2", "globals", "glue", "gower", "gtable", "hardhat", "ipred", "isoband", "iterators", "Kendall", "KernSmooth", "labeling", "lattice", "lava", "lavaan", "lifecycle", "listenv", "lmtest", "lubridate", "magrittr", "MASS", "Matrix", "maxLik", "miscTools", "mnormt", "ModelMetrics", "nlme", "nnet", "numDeriv", "parallelly", "pbivnorm", "pillar", "pkgconfig", "plm", "pls", "plyr", "pROC", "prodlim", "progressr", "proxy", "purrr", "quadprog", "R6", "rbibutils", "RColorBrewer", "Rcpp", "RcppArmadillo", "Rdpack", "recipes", "reshape2", "rlang", "rpart", "S7", "sandwich", "scales", "shape", "sparsevctrs", "SQUAREM", "stringi", "stringr", "strucchange", "survival", "tibble", "tidyr", "tidyselect", "timechange", "timeDate", "trend", "tzdb", "urca", "utf8", "vctrs", "viridisLite", "withr", "zoo" ], "_vignettes": [ { "source": "advanced-workflows.Rmd", "filename": "advanced-workflows.html", "title": "Advanced Modelling Workflows with NRMstatsML", "engine": "knitr::rmarkdown", "headings": [ "Overview", "1. Loading Data from CSV", "2. Combining Trend Detection and Uncertainty", "3. Multi-Variable Response Surface", "4. Uncertainty-Adjusted Forecasting", "5. Custom stat_fn Closures", "Example A — R-squared of an OLS model", "Example B — Optimum N from a quadratic response curve", "Example C — Mann-Kendall tau for soil OC", "6. Multi-Metric Model Comparison", "7. Complete Reproducible Pipeline", "Session Info" ], "created": "2026-06-07 18:30:08", "modified": "2026-06-07 18:30:08", "commits": 1 }, { "source": "getting-started.Rmd", "filename": "getting-started.html", "title": "Getting Started with NRMstatsML", "engine": "knitr::rmarkdown", "headings": [ "Introduction", "Installation", "Example Data", "Module 1 — Trend Analysis (trendML)", "Mann-Kendall test and Sen's slope", "Visualise the trend", "Individual components", "Module 2 — Multivariate System Modelling (multiSysML)", "Scaled OLS regression", "Partial Least Squares (PLS)", "Module 3 — Response Curve & Optimisation (responseML)", "Economic optimum", "Module 4 — Time Series Forecasting (tsML)", "Module 5 — Panel Data & Treatment Effects (panelML)", "Module 6 — Uncertainty & Sensitivity Analysis (uncertaintyML)", "Module 7 — AutoML & Model Benchmarking (autoML)", "Benchmarking on a hold-out set", "Recommended Workflow", "Session Info" ], "created": "2026-06-07 18:30:08", "modified": "2026-06-07 18:30:08", "commits": 1 } ], "_score": 3, "_indexed": true, "_nocasepkg": "nrmstatsml", "_universes": [ "sadikulislamiasri-hub" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.4", "date": "2026-06-23T09:31:12.000Z", "distro": "noble", "commit": "f2bfeca18b07c45d9f58d1fb43c8aae4231e53a8", "fileid": "4162970e6c61945ed80d2fc134cbe6b294baf434bb2eaf6121fd72461f66a7b7", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/sadikulislamiasri-hub/actions/runs/28016120333" }, { "r": "4.6.0", "os": "linux", "version": "0.1.4", "date": "2026-06-23T09:30:58.000Z", "distro": "noble", "commit": "f2bfeca18b07c45d9f58d1fb43c8aae4231e53a8", "fileid": "1158ddc23729d3cbf20f4906bb76fa1e31ca7ed07c7ffb6ca02c64b7f4251338", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/sadikulislamiasri-hub/actions/runs/28016120333" }, { "r": "4.5.3", "os": "mac", "version": "0.1.4", "date": "2026-06-23T09:30:49.000Z", "commit": "f2bfeca18b07c45d9f58d1fb43c8aae4231e53a8", "fileid": "15fd233d8d47a73a3704a415e6101ef55d55c1cfcb2443e68a77277d50c09fa6", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/sadikulislamiasri-hub/actions/runs/28016120333" }, { "r": "4.6.0", "os": "mac", "version": "0.1.4", "date": "2026-06-23T09:30:30.000Z", "commit": "f2bfeca18b07c45d9f58d1fb43c8aae4231e53a8", "fileid": "d42f138a139ddb12aa5780a3cdb1d9c74d14cf135e6d50ec0e6550eb8525e877", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/sadikulislamiasri-hub/actions/runs/28016120333" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.4", "date": "2026-06-23T09:30:57.000Z", "commit": "f2bfeca18b07c45d9f58d1fb43c8aae4231e53a8", "fileid": "1b66a899425e41e98297da1641b4c431a5127663f61c7774d2e775567d06503e", "status": "success", "buildurl": "https://github.com/r-universe/sadikulislamiasri-hub/actions/runs/28016120333" }, { "r": "4.7.0", "os": "win", "version": "0.1.4", "date": "2026-06-23T09:29:23.000Z", "commit": "f2bfeca18b07c45d9f58d1fb43c8aae4231e53a8", "fileid": "d2a3e11d948cdb508c4def67ca2b5f841a2f34a878a20e61eab9f0a44733bb6d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/sadikulislamiasri-hub/actions/runs/28016120333" }, { "r": "4.5.3", "os": "win", "version": "0.1.4", "date": "2026-06-23T09:29:39.000Z", "commit": "f2bfeca18b07c45d9f58d1fb43c8aae4231e53a8", "fileid": "30bc96e12202a41c01d78d2304facf3ed9588ed9d3ebb2ba1f4dab353f0cf4c1", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/sadikulislamiasri-hub/actions/runs/28016120333" }, { "r": "4.6.0", "os": "win", "version": "0.1.4", "date": "2026-06-23T09:29:37.000Z", "commit": "f2bfeca18b07c45d9f58d1fb43c8aae4231e53a8", "fileid": "94f766e6c145c34763719e0d450f97d2297316f403d58d76fb7e68a4f81ba047", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/sadikulislamiasri-hub/actions/runs/28016120333" } ] }