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  "Package": "lagseq",
  "Title": "Modern Lag Sequential Analysis with Tidy Transition Networks",
  "Version": "0.1.0",
  "Authors@R": "person(\"Mohammed\", \"Saqr\", email = \"saqr@saqr.me\",\nrole = c(\"aut\", \"cre\", \"cph\"))",
  "Description": "A modern, tidy, pipe-friendly toolkit for lag sequential\nanalysis of categorical event sequences. A single 'lsa()'\nconstructor fits classical, two-cell, bidirectional, and\ndominance engines through a pluggable registry, with multi-lag\nanalysis and structural-zero constraints, and every result is\nread through a verb that returns a tidy one-row-per-observation\ndata frame. A confirmatory testing battery quantifies the\nevidence behind each claim: sequence-level bootstrap and\nanalytic Dirichlet-Multinomial certainty for edge uncertainty,\nsplit-half reliability for the whole network, case-drop\nstability, permutation tests, and permutation- and\nBayesian-based group comparison. Fits visualize through a\nsingle 'plot()' verb (residual heatmap, transition network,\nchord, sunburst, and forest views) and interoperate with the\n'tna', 'Nestimate', and 'TraMineR' ecosystems, both ingesting\ntheir sequence objects and converting to network objects. All\nnumerical methods are implemented from primary literature and\ncross-validated against published worked examples and base-R\nprimitives.",
  "License": "MIT + file LICENSE",
  "URL": "https://github.com/mohsaqr/lagseq",
  "BugReports": "https://github.com/mohsaqr/lagseq/issues",
  "Language": "en-US",
  "Encoding": "UTF-8",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.3.3",
  "Config/testthat/edition": "3",
  "LazyData": "true",
  "VignetteBuilder": "knitr",
  "Repository": "https://mohsaqr.r-universe.dev",
  "Date/Publication": "2026-06-20 16:22:29 UTC",
  "RemoteUrl": "https://github.com/mohsaqr/lagseq",
  "RemoteRef": "HEAD",
  "RemoteSha": "cf0ee1b6eef12287ebdd78d40dd98252748d51fe",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-20 17:25:46 UTC",
    "User": "root"
  },
  "Author": "Mohammed Saqr [aut, cre, cph]",
  "Maintainer": "Mohammed Saqr <saqr@saqr.me>",
  "MD5sum": "1f08995b860b8954b23ccae77bc4792e",
  "_user": "mohsaqr",
  "_type": "src",
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  "_created": "2026-06-20T17:25:46.000Z",
  "_published": "2026-06-20T17:29:20.537Z",
  "_distro": "noble",
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  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/mohsaqr/lagseq",
  "_commit": {
    "id": "cf0ee1b6eef12287ebdd78d40dd98252748d51fe",
    "author": "mohsaqr <hamada@saqr.me>",
    "committer": "mohsaqr <hamada@saqr.me>",
    "message": "Drop the igraph bridge; bridge only to the tna/cograph ecosystem\n\nigraph competes with the Dynalytics stack lagseq targets -- cograph (rendering)\nand tna (analysis) -- and everything its as.igraph() export offered (centralities,\ncommunities) is already reachable via lsa_to_tna() -> tna. Removed\nas.igraph.lsa()/as.igraph.lsa_group(), the igraph Suggests dependency, the two\nNAMESPACE S3method lines and man pages, and all igraph mentions from the README\nand the interop/lagseq/workflow vignettes.\n\nSuite 1286 pass / 0 fail; R CMD check --as-cran: 0/0/0.\n",
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    "description": "Professor of Computer Science"
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  "_exports": [
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    "bootstrap_lsa",
    "certainty_lsa",
    "compare_lsa",
    "get_lsa_engine",
    "initial",
    "lag_profile",
    "list_lsa_engines",
    "lsa",
    "lsa_bidirectional",
    "lsa_classical",
    "lsa_data",
    "lsa_ipf",
    "lsa_lags",
    "lsa_nonparallel_dominance",
    "lsa_parallel_dominance",
    "lsa_to_tna",
    "lsa_transitions",
    "lsa_two_cell",
    "nodes",
    "permute_lsa",
    "plot_chords",
    "plot_forest",
    "plot_polar",
    "plot_transitions",
    "register_lsa_engine",
    "reliability_lsa",
    "stability_lsa",
    "tests",
    "transitions",
    "unregister_lsa_engine"
  ],
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      "title": "Student Engagement Trajectories",
      "object": "engagement",
      "class": [
        "matrix",
        "array"
      ],
      "fields": [
        "1",
        "2",
        "3",
        "4",
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        "6",
        "7",
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        "12",
        "13",
        "14",
        "15"
      ],
      "rows": 138,
      "table": true,
      "tojson": true
    },
    {
      "name": "group_regulation",
      "title": "Collaborative Learning Self-Regulation Sequences",
      "object": "group_regulation",
      "class": [
        "data.frame"
      ],
      "fields": [
        "T1",
        "T2",
        "T3",
        "T4",
        "T5",
        "T6",
        "T7",
        "T8",
        "T9",
        "T10",
        "T11",
        "T12",
        "T13",
        "T14",
        "T15",
        "T16",
        "T17",
        "T18",
        "T19",
        "T20",
        "T21",
        "T22",
        "T23",
        "T24",
        "T25",
        "T26"
      ],
      "rows": 2000,
      "table": true,
      "tojson": true
    },
    {
      "name": "imdb_genres",
      "title": "IMDB Primary-Genre Sequence (1970-2024)",
      "object": "imdb_genres",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "kg_logs",
      "title": "Knowledge-Graph Learning Logs (Du Jun 2026, 29 learners)",
      "object": "kg_logs",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "kg_lsa_oracle",
      "title": "Published LSA Results for the Knowledge-Graph Dataset",
      "object": "kg_lsa_oracle",
      "class": [
        "list"
      ],
      "fields": [],
      "table": true,
      "tojson": true
    },
    {
      "name": "oconnor_couple",
      "title": "Canonical LSA Worked Example (O'Connor 1999)",
      "object": "oconnor_couple",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "qi2026_grandmother",
      "title": "Grandmother Behaviour Transitions, Qi An et al. (2026)",
      "object": "qi2026_grandmother",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "as.data.frame.lsa_comparison",
      "title": "Tidy a Group Comparison",
      "topics": [
        "as.data.frame.lsa_comparison",
        "as.data.frame.lsa_comparison_pairwise"
      ]
    },
    {
      "page": "as.data.frame.lsa_data",
      "title": "Tidy the Canonical Sequence Object",
      "topics": [
        "as.data.frame.lsa_data"
      ]
    },
    {
      "page": "as.data.frame.lsa_reliability",
      "title": "Tidy the per-replicate split-half correlations.",
      "topics": [
        "as.data.frame.lsa_reliability",
        "as.data.frame.lsa_reliability_group"
      ]
    },
    {
      "page": "bayes_compare_lsa",
      "title": "Bayesian Comparison of Group Transition Structures (Dirichlet-Multinomial)",
      "topics": [
        "bayes_compare_lsa"
      ]
    },
    {
      "page": "bootstrap_lsa",
      "title": "Bootstrap Confidence Intervals for an LSA Fit",
      "topics": [
        "bootstrap_lsa"
      ]
    },
    {
      "page": "certainty_lsa",
      "title": "Analytic Certainty of Transition Edges (Dirichlet-Multinomial)",
      "topics": [
        "certainty_lsa"
      ]
    },
    {
      "page": "compare_lsa",
      "title": "Compare Groups' Transition Structures",
      "topics": [
        "compare_lsa"
      ]
    },
    {
      "page": "engagement",
      "title": "Student Engagement Trajectories",
      "topics": [
        "engagement"
      ]
    },
    {
      "page": "get_lsa_engine",
      "title": "Retrieve a Registered LSA Engine",
      "topics": [
        "get_lsa_engine"
      ]
    },
    {
      "page": "group_regulation",
      "title": "Collaborative Learning Self-Regulation Sequences",
      "topics": [
        "group_regulation"
      ]
    },
    {
      "page": "imdb_genres",
      "title": "IMDB Primary-Genre Sequence (1970-2024)",
      "topics": [
        "imdb_genres"
      ]
    },
    {
      "page": "initial",
      "title": "Initial-State Distribution of an LSA Fit (Tidy)",
      "topics": [
        "initial",
        "initial.lsa",
        "initial.lsa_group"
      ]
    },
    {
      "page": "kg_logs",
      "title": "Knowledge-Graph Learning Logs (Du Jun 2026, 29 learners)",
      "topics": [
        "kg_logs"
      ]
    },
    {
      "page": "kg_lsa_oracle",
      "title": "Published LSA Results for the Knowledge-Graph Dataset",
      "topics": [
        "kg_lsa_oracle"
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    },
    {
      "page": "lag_profile",
      "title": "Lag Profile of a Single Transition",
      "topics": [
        "lag_profile"
      ]
    },
    {
      "page": "list_lsa_engines",
      "title": "List All Registered LSA Engines",
      "topics": [
        "list_lsa_engines"
      ]
    },
    {
      "page": "lsa",
      "title": "Lag Sequential Analysis",
      "topics": [
        "lsa",
        "lsa_bidirectional",
        "lsa_classical",
        "lsa_nonparallel_dominance",
        "lsa_parallel_dominance",
        "lsa_two_cell"
      ]
    },
    {
      "page": "lsa_data",
      "title": "Canonicalize Sequence Input for Lag Sequential Analysis",
      "topics": [
        "lsa_data"
      ]
    },
    {
      "page": "lsa_ipf",
      "title": "Iterative Proportional Fitting for Two-Way Tables with Structural Zeros",
      "topics": [
        "lsa_ipf"
      ]
    },
    {
      "page": "lsa_lags",
      "title": "Lag Sequential Analysis Across Several Lags",
      "topics": [
        "lsa_lags"
      ]
    },
    {
      "page": "lsa_to_tna",
      "title": "Convert an lsa Fit to a tna Network",
      "topics": [
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        "lsa_to_tna.lsa",
        "lsa_to_tna.lsa_group"
      ]
    },
    {
      "page": "lsa_transitions",
      "title": "Tidy Transition Counts at a Given Lag",
      "topics": [
        "lsa_transitions"
      ]
    },
    {
      "page": "nodes",
      "title": "Nodes of an LSA Fit (Tidy)",
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        "nodes",
        "nodes.lsa",
        "nodes.lsa_group"
      ]
    },
    {
      "page": "oconnor_couple",
      "title": "Canonical LSA Worked Example (O'Connor 1999)",
      "topics": [
        "oconnor_couple"
      ]
    },
    {
      "page": "permute_lsa",
      "title": "Permutation Test for an LSA Fit",
      "topics": [
        "permute_lsa"
      ]
    },
    {
      "page": "plot_chords",
      "title": "Circular (Chord) Diagram of an LSA Fit",
      "topics": [
        "plot_chords"
      ]
    },
    {
      "page": "plot_forest",
      "title": "Circular Bootstrap Forest of an LSA Fit",
      "topics": [
        "plot.lsa_bootstrap",
        "plot_forest"
      ]
    },
    {
      "page": "plot_polar",
      "title": "Polar Sunburst of an LSA Fit",
      "topics": [
        "plot_polar"
      ]
    },
    {
      "page": "plot_transitions",
      "title": "Plot the Transition Network",
      "topics": [
        "plot_transitions"
      ]
    },
    {
      "page": "plot.lsa",
      "title": "Plot an LSA Fit",
      "topics": [
        "plot.lsa",
        "plot.lsa_group"
      ]
    },
    {
      "page": "plot.lsa_certainty",
      "title": "Plot an Analytic-Certainty Result",
      "topics": [
        "plot.lsa_certainty"
      ]
    },
    {
      "page": "plot.lsa_comparison",
      "title": "Plot a Group Comparison",
      "topics": [
        "plot.lsa_comparison",
        "plot.lsa_comparison_pairwise"
      ]
    },
    {
      "page": "qi2026_grandmother",
      "title": "Grandmother Behaviour Transitions, Qi An et al. (2026)",
      "topics": [
        "qi2026_grandmother"
      ]
    },
    {
      "page": "register_lsa_engine",
      "title": "Register a Lag Sequential Analysis Engine",
      "topics": [
        "register_lsa_engine"
      ]
    },
    {
      "page": "reliability_lsa",
      "title": "Split-Half Reliability for an LSA Fit",
      "topics": [
        "reliability_lsa",
        "reliability_lsa.lsa",
        "reliability_lsa.lsa_group"
      ]
    },
    {
      "page": "stability_lsa",
      "title": "Case-Drop Stability for an LSA Fit",
      "topics": [
        "stability_lsa"
      ]
    },
    {
      "page": "tests",
      "title": "Tablewise Independence Tests of an LSA Fit (Tidy)",
      "topics": [
        "tests",
        "tests.lsa",
        "tests.lsa_group"
      ]
    },
    {
      "page": "transitions",
      "title": "Transitions of an LSA Fit (Tidy)",
      "topics": [
        "transitions",
        "transitions.lsa",
        "transitions.lsa_group"
      ]
    },
    {
      "page": "unregister_lsa_engine",
      "title": "Remove a Registered LSA Engine",
      "topics": [
        "unregister_lsa_engine"
      ]
    }
  ],
  "_readme": "https://github.com/mohsaqr/lagseq/raw/HEAD/README.md",
  "_rundeps": [],
  "_vignettes": [
    {
      "source": "workflow.Rmd",
      "filename": "workflow.html",
      "title": "A complete workflow: from sequences to a group comparison",
      "engine": "knitr::rmarkdown",
      "headings": [
        "The data: engagement trajectories",
        "Fit",
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      "filename": "confirmatory.html",
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      "engine": "knitr::rmarkdown",
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        "A specific transition: edge-level uncertainty",
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        "In short"
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      "filename": "lagseq.html",
      "title": "Get started with lagseq",
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      "headings": [
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        "Why lagseq",
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        "Get Data In",
        "Lags",
        "Groups",
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    },
    {
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      "filename": "interop.html",
      "title": "Interoperability with tna and Nestimate",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Into lagseq: fit from another package's object",
        "A tna object",
        "A TraMineR state sequence object",
        "Out of lagseq: hand a fit to another toolkit",
        "To a tna network",
        "Shared rendering: the transition network is a tna model",
        "One grammar across the ecosystem"
      ],
      "created": "2026-06-20 09:14:56",
      "modified": "2026-06-20 16:22:29",
      "commits": 2
    },
    {
      "source": "plotting.Rmd",
      "filename": "plotting.html",
      "title": "Plotting lag-sequential models",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Residual heatmap",
        "Residual network",
        "Transition network (a TNA model)",
        "Chord and sunburst",
        "Uncertainty forests",
        "Group comparison",
        "Grouped fits",
        "The worker functions",
        "In short"
      ],
      "created": "2026-06-04 17:24:07",
      "modified": "2026-06-20 09:14:56",
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  "_indexed": true,
  "_nocasepkg": "lagseq",
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