{
  "_id": "6ad629af6b811b735aabe4a4",
  "Package": "netrics",
  "Title": "Many Marks, Measures, Memberships, and Motifs for Networks",
  "Version": "1.1.3",
  "Description": "Many tools for calculating network, node, or tie marks,\nmeasures, motifs and memberships of many different types of\nnetworks. Marks identify structural positions, measures\nquantify network properties, memberships classify nodes into\ngroups, and motifs tabulate substructure participation. All\nfunctions operate with all classes of network data covered in\n'manynet', and on directed, undirected, multiplex, multimodal,\nsigned, and other networks.",
  "URL": "https://stocnet.github.io/netrics/",
  "BugReports": "https://github.com/stocnet/netrics/issues",
  "License": "MIT + file LICENSE",
  "Language": "en-GB",
  "Encoding": "UTF-8",
  "Authors@R": "c(person(given = \"James\",\nfamily = \"Hollway\",\nrole = c(\"cre\", \"aut\", \"ctb\"),\nemail = \"james.hollway@graduateinstitute.ch\",\ncomment = c(\"IHEID\", ORCID = \"0000-0002-8361-9647\"))\n)",
  "Roxygen": "list(markdown = TRUE, roclets = c(\"namespace\", \"rd\"))",
  "Config/Needs/build": "roxygen2, devtools",
  "Config/Needs/check": "covr, lintr, spelling",
  "Config/Needs/website": "pkgdown, learnr",
  "Config/testthat/parallel": "true",
  "Config/testthat/edition": "3",
  "Config/testthat/start-first": "tutorials_netrics, measure_net,\nmember_nodes, measure_nodes",
  "Config/roxygen2/version": "8.1.1",
  "Config/pak/sysreqs": "libglpk-dev libicu-dev libxml2-dev",
  "Repository": "https://stocnet.r-universe.dev",
  "Date/Publication": "2026-10-17 10:09:34 UTC",
  "RemoteUrl": "https://github.com/stocnet/netrics",
  "RemoteRef": "HEAD",
  "RemoteSha": "8421f216ef27b74c4f67b9266e0af684b4ddd070",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-10-19 14:06:51 UTC",
    "User": "root"
  },
  "Author": "James Hollway [cre, aut, ctb] (IHEID, ORCID:\n<https://orcid.org/0000-0002-8361-9647>)",
  "Maintainer": "James Hollway <james.hollway@graduateinstitute.ch>",
  "_user": "stocnet",
  "_type": "src",
  "_file": "netrics_1.1.3.tar.gz",
  "_fileid": "https://r2.ropensci.org/be86de38bd56160d47f313eff88c55e2dc7a5a5dbc3addd83848a3aadbf4f79a",
  "_filesize": 1871041,
  "_sha256": "be86de38bd56160d47f313eff88c55e2dc7a5a5dbc3addd83848a3aadbf4f79a",
  "_expires": "2027-01-27T14:31:09.000Z",
  "_created": "2026-10-19T14:06:51.000Z",
  "_published": "2026-10-19T14:31:11.481Z",
  "_buildurl": "https://github.com/r-universe/stocnet/actions/runs/39265338078",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_jobs": [
    {
      "job": 118105929823,
      "time": 216,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12193027945"
    },
    {
      "job": 118105930054,
      "time": 315,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12193851864"
    },
    {
      "job": 118105929818,
      "time": 246,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "12195345746"
    },
    {
      "job": 118105929896,
      "time": 234,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12195330850"
    },
    {
      "job": 118103526732,
      "time": 279,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12193806026"
    },
    {
      "job": 118105930330,
      "time": 102,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "12192548221"
    },
    {
      "job": 118105929911,
      "time": 270,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12193147923"
    },
    {
      "job": 118105929666,
      "time": 297,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "12192983221"
    },
    {
      "job": 118105929699,
      "time": 199,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12192653322"
    }
  ],
  "_upstream": "https://github.com/stocnet/netrics",
  "_commit": {
    "id": "8421f216ef27b74c4f67b9266e0af684b4ddd070",
    "author": "James Hollway <james.hollway@graduateinstitute.ch>",
    "committer": "GitHub <noreply@github.com>",
    "message": "Merge pull request #51 from stocnet/develop",
    "time": 1792231774
  },
  "_maintainer": {
    "name": "James Hollway",
    "email": "james.hollway@graduateinstitute.ch",
    "login": "jhollway",
    "linkedin": "in/jhollway",
    "orcid": "0000-0002-8361-9647",
    "description": "Professor of International Relations/Political Science\nand Co-Director of the Global Governance Centre",
    "uuid": 5595229
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.1.0",
      "role": "Depends"
    },
    {
      "package": "manynet",
      "version": ">= 2.4.0",
      "role": "Depends"
    },
    {
      "package": "dplyr",
      "role": "Imports"
    },
    {
      "package": "igraph",
      "version": ">= 2.1.0",
      "role": "Imports"
    },
    {
      "package": "autograph",
      "role": "Suggests"
    },
    {
      "package": "sna",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    }
  ],
  "_owner": "stocnet",
  "_selfowned": true,
  "_usedby": 1,
  "_updates": [
    {
      "week": "2025-49",
      "n": 12
    },
    {
      "week": "2025-51",
      "n": 2
    },
    {
      "week": "2026-09",
      "n": 5
    },
    {
      "week": "2026-11",
      "n": 1
    },
    {
      "week": "2026-12",
      "n": 1
    },
    {
      "week": "2026-15",
      "n": 1
    },
    {
      "week": "2026-17",
      "n": 1
    },
    {
      "week": "2026-25",
      "n": 2
    },
    {
      "week": "2026-26",
      "n": 1
    },
    {
      "week": "2026-30",
      "n": 2
    },
    {
      "week": "2026-35",
      "n": 2
    },
    {
      "week": "2026-36",
      "n": 1
    },
    {
      "week": "2026-37",
      "n": 1
    },
    {
      "week": "2026-41",
      "n": 1
    },
    {
      "week": "2026-42",
      "n": 3
    }
  ],
  "_tags": [
    {
      "name": "v0.1.0",
      "date": "2026-03-15"
    },
    {
      "name": "v0.1.1",
      "date": "2026-03-22"
    },
    {
      "name": "v0.2.0",
      "date": "2026-03-22"
    },
    {
      "name": "v0.2.1",
      "date": "2026-04-12"
    },
    {
      "name": "v0.2.2",
      "date": "2026-04-24"
    },
    {
      "name": "v0.2.3",
      "date": "2026-06-17"
    },
    {
      "name": "v0.3.0",
      "date": "2026-06-19"
    },
    {
      "name": "v0.3.1",
      "date": "2026-06-22"
    },
    {
      "name": "v0.3.2",
      "date": "2026-06-22"
    },
    {
      "name": "v0.4.0",
      "date": "2026-07-24"
    },
    {
      "name": "v0.4.1",
      "date": "2026-07-24"
    },
    {
      "name": "v0.4.2",
      "date": "2026-08-28"
    },
    {
      "name": "v1.0.0",
      "date": "2026-08-29"
    },
    {
      "name": "v1.0.1",
      "date": "2026-08-29"
    },
    {
      "name": "v1.0.2",
      "date": "2026-09-04"
    },
    {
      "name": "v1.0.3",
      "date": "2026-09-09"
    },
    {
      "name": "v1.1.0",
      "date": "2026-10-05"
    },
    {
      "name": "v1.1.1",
      "date": "2026-10-15"
    },
    {
      "name": "v1.1.2",
      "date": "2026-10-16"
    },
    {
      "name": "v1.1.3",
      "date": "2026-10-17"
    }
  ],
  "_topics": [
    "centrality",
    "community-detection",
    "network-analysis",
    "resilience",
    "topology"
  ],
  "_stars": 1,
  "_contributors": [
    {
      "user": "jhollway",
      "count": 343,
      "uuid": 5595229
    },
    {
      "user": "copilot",
      "count": 15,
      "uuid": 198982749
    }
  ],
  "_userbio": {
    "uuid": 154531996,
    "type": "organization",
    "name": "stocnet",
    "followers": 57,
    "description": "Stochastic network software"
  },
  "_downloads": {
    "count": 595,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/netrics"
  },
  "_devurl": "https://github.com/stocnet/netrics",
  "_pkgdown": "https://stocnet.github.io/netrics/",
  "_searchresults": 18,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/manual.pdf",
    "extra/netrics.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "LICENSE"
  ],
  "_homeurl": "https://github.com/stocnet/netrics",
  "_realowner": "stocnet",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.2.0",
      "date": "2026-03-26"
    },
    {
      "version": "0.2.1",
      "date": "2026-04-06"
    },
    {
      "version": "0.3.1",
      "date": "2026-06-23"
    },
    {
      "version": "0.4.0",
      "date": "2026-07-24"
    },
    {
      "version": "1.0.1",
      "date": "2026-09-08"
    },
    {
      "version": "1.0.3",
      "date": "2026-09-09"
    },
    {
      "version": "1.1.0",
      "date": "2026-10-05"
    }
  ],
  "_exports": [
    "cluster_concor",
    "cluster_cosine",
    "cluster_hierarchical",
    "coreness_correlation",
    "coreness_hub",
    "coreness_rich",
    "coreness_transition",
    "k_elbow",
    "k_gap",
    "k_silhouette",
    "k_strict",
    "mode_by_betweenness",
    "mode_by_closeness",
    "mode_by_degree",
    "mode_by_eigenvector",
    "mode_by_indegree",
    "mode_by_outdegree",
    "net_by_accuracy",
    "net_by_adhesion",
    "net_by_assortativity",
    "net_by_balance",
    "net_by_betweenness",
    "net_by_bipartivity",
    "net_by_closeness",
    "net_by_cohesion",
    "net_by_compactness",
    "net_by_components",
    "net_by_congruency",
    "net_by_connectedness",
    "net_by_core",
    "net_by_cyclicality",
    "net_by_decay",
    "net_by_degree",
    "net_by_density",
    "net_by_diameter",
    "net_by_divergence",
    "net_by_diversity",
    "net_by_efficiency",
    "net_by_eigenvector",
    "net_by_equivalency",
    "net_by_factions",
    "net_by_harmonic",
    "net_by_heterophily",
    "net_by_homophily",
    "net_by_immunity",
    "net_by_inconsistency",
    "net_by_indegree",
    "net_by_independence",
    "net_by_infection_complete",
    "net_by_infection_peak",
    "net_by_infection_total",
    "net_by_integration",
    "net_by_length",
    "net_by_linkdensity",
    "net_by_meshedness",
    "net_by_modularity",
    "net_by_outdegree",
    "net_by_reach",
    "net_by_reciprocity",
    "net_by_recovery",
    "net_by_reproduction",
    "net_by_richclub",
    "net_by_richness",
    "net_by_robustness",
    "net_by_scalefree",
    "net_by_smallworld",
    "net_by_spatial",
    "net_by_strength",
    "net_by_toughness",
    "net_by_transitivity",
    "net_by_transmissibility",
    "net_by_upperbound",
    "net_by_waves",
    "net_x_brokerage",
    "net_x_change",
    "net_x_correlation",
    "net_x_dyad",
    "net_x_hazard",
    "net_x_hierarchy",
    "net_x_homophily",
    "net_x_mixed",
    "net_x_stability",
    "net_x_tetrad",
    "net_x_triad",
    "node_by_accuracy",
    "node_by_adopt_exposure",
    "node_by_adopt_recovery",
    "node_by_adopt_threshold",
    "node_by_adopt_time",
    "node_by_alpha",
    "node_by_authority",
    "node_by_betweenness",
    "node_by_bridges",
    "node_by_brokering_activity",
    "node_by_brokering_exclusivity",
    "node_by_closeness",
    "node_by_constraint",
    "node_by_core",
    "node_by_coreness",
    "node_by_decay",
    "node_by_deg",
    "node_by_degree",
    "node_by_distance",
    "node_by_diversity",
    "node_by_eccentricity",
    "node_by_efficiency",
    "node_by_effsize",
    "node_by_eigenvector",
    "node_by_equivalency",
    "node_by_flow",
    "node_by_harmonic",
    "node_by_heterophily",
    "node_by_hierarchy",
    "node_by_homophily",
    "node_by_hub",
    "node_by_indegree",
    "node_by_induced",
    "node_by_information",
    "node_by_integration",
    "node_by_kcoreness",
    "node_by_leverage",
    "node_by_multidegree",
    "node_by_neighbours_degree",
    "node_by_outdegree",
    "node_by_pagerank",
    "node_by_posneg",
    "node_by_power",
    "node_by_radiality",
    "node_by_randomwalk",
    "node_by_reach",
    "node_by_reciprocity",
    "node_by_redundancy",
    "node_by_richness",
    "node_by_stress",
    "node_by_subgraph",
    "node_by_transitivity",
    "node_by_vitality",
    "node_in_adopter",
    "node_in_automorphic",
    "node_in_betweenness",
    "node_in_block",
    "node_in_brokering",
    "node_in_community",
    "node_in_component",
    "node_in_core",
    "node_in_eigen",
    "node_in_equivalence",
    "node_in_faction",
    "node_in_fluid",
    "node_in_greedy",
    "node_in_infomap",
    "node_in_labels",
    "node_in_leiden",
    "node_in_louvain",
    "node_in_motif",
    "node_in_optimal",
    "node_in_partition",
    "node_in_regular",
    "node_in_roulette",
    "node_in_spinglass",
    "node_in_strong",
    "node_in_structural",
    "node_in_walktrap",
    "node_in_weak",
    "node_is_core",
    "node_is_cutpoint",
    "node_is_exposed",
    "node_is_fold",
    "node_is_independent",
    "node_is_infected",
    "node_is_isolate",
    "node_is_latent",
    "node_is_max",
    "node_is_mean",
    "node_is_mentor",
    "node_is_min",
    "node_is_neighbor",
    "node_is_pendant",
    "node_is_random",
    "node_is_recovered",
    "node_is_universal",
    "node_x_accuracy",
    "node_x_alters",
    "node_x_brokerage",
    "node_x_clique",
    "node_x_dyad",
    "node_x_exposure",
    "node_x_path",
    "node_x_percolation",
    "node_x_similarity",
    "node_x_tetrad",
    "node_x_tie",
    "node_x_ties",
    "node_x_triad",
    "regularity_rege",
    "regularity_rolesim",
    "search_iterated",
    "search_tabu",
    "split_bins",
    "split_kmeans",
    "split_quantiles",
    "tie_by_betweenness",
    "tie_by_closeness",
    "tie_by_cohesion",
    "tie_by_degree",
    "tie_by_diversity",
    "tie_by_eigenvector",
    "tie_in_community",
    "tie_is_bridge",
    "tie_is_cyclical",
    "tie_is_feedback",
    "tie_is_imbalanced",
    "tie_is_loop",
    "tie_is_max",
    "tie_is_min",
    "tie_is_multiple",
    "tie_is_path",
    "tie_is_random",
    "tie_is_reciprocated",
    "tie_is_simmelian",
    "tie_is_transitive",
    "tie_is_triangular",
    "tie_is_triplet"
  ],
  "_help": [
    {
      "page": "mark_core",
      "title": "Marks of nodes as core or periphery",
      "concept": [
        "core-periphery",
        "marks",
        "nodal"
      ],
      "topics": [
        "mark_core",
        "node_is_core"
      ]
    },
    {
      "page": "mark_degree",
      "title": "Marks of nodes based on degree properties",
      "concept": [
        "degree",
        "marks",
        "nodal"
      ],
      "topics": [
        "mark_degree",
        "node_is_isolate",
        "node_is_pendant",
        "node_is_universal"
      ]
    },
    {
      "page": "mark_diff",
      "title": "Marks of nodes based on diffusion properties",
      "concept": [
        "diffusion",
        "marks",
        "nodal"
      ],
      "topics": [
        "mark_diff",
        "node_is_exposed",
        "node_is_infected",
        "node_is_latent",
        "node_is_recovered"
      ]
    },
    {
      "page": "mark_dyads",
      "title": "Marks of ties based on dyadic properties",
      "concept": [
        "marks",
        "tie"
      ],
      "topics": [
        "mark_dyads",
        "tie_is_multiple",
        "tie_is_reciprocated"
      ]
    },
    {
      "page": "mark_nodes",
      "title": "Marks of nodes based on structural properties",
      "concept": [
        "marks",
        "nodal"
      ],
      "topics": [
        "mark_nodes",
        "node_is_cutpoint",
        "node_is_fold",
        "node_is_independent",
        "node_is_mentor",
        "node_is_neighbor"
      ]
    },
    {
      "page": "mark_select_node",
      "title": "Marks of nodes based on measures",
      "concept": [
        "marks",
        "nodal",
        "selection"
      ],
      "topics": [
        "mark_select_node",
        "node_is_max",
        "node_is_mean",
        "node_is_min",
        "node_is_random"
      ]
    },
    {
      "page": "mark_select_tie",
      "title": "Marks of ties based on measures",
      "concept": [
        "marks",
        "selection",
        "tie"
      ],
      "topics": [
        "mark_select_tie",
        "tie_is_max",
        "tie_is_min",
        "tie_is_random"
      ]
    },
    {
      "page": "mark_ties",
      "title": "Marks of ties based on structural properties",
      "concept": [
        "marks",
        "tie"
      ],
      "topics": [
        "mark_ties",
        "tie_is_bridge",
        "tie_is_feedback",
        "tie_is_loop",
        "tie_is_path"
      ]
    },
    {
      "page": "mark_triangles",
      "title": "Marks of ties based on triangular properties",
      "concept": [
        "cohesion",
        "marks",
        "tie"
      ],
      "topics": [
        "mark_triangles",
        "tie_is_cyclical",
        "tie_is_imbalanced",
        "tie_is_simmelian",
        "tie_is_transitive",
        "tie_is_triangular",
        "tie_is_triplet"
      ]
    },
    {
      "page": "measure_accuracy_net",
      "title": "Measures of network accuracy",
      "concept": [
        "features",
        "measures"
      ],
      "topics": [
        "measure_accuracy_net",
        "net_by_accuracy"
      ]
    },
    {
      "page": "measure_accuracy_node",
      "title": "Measures of reporter accuracy",
      "concept": [
        "features",
        "measures",
        "nodal"
      ],
      "topics": [
        "measure_accuracy_node",
        "node_by_accuracy"
      ]
    },
    {
      "page": "measure_assort_net",
      "title": "Measures of network assortativity",
      "concept": [
        "diversity",
        "measures"
      ],
      "topics": [
        "measure_assort_net",
        "net_by_assortativity",
        "net_by_heterophily",
        "net_by_homophily",
        "net_by_spatial"
      ]
    },
    {
      "page": "measure_assort_node",
      "title": "Measures of node assortativity",
      "concept": [
        "diversity",
        "measures",
        "nodal"
      ],
      "topics": [
        "measure_assort_node",
        "node_by_heterophily",
        "node_by_homophily"
      ]
    },
    {
      "page": "measure_breadth",
      "title": "Measures of network breadth",
      "concept": [
        "cohesion",
        "measures"
      ],
      "topics": [
        "measure_breadth",
        "net_by_diameter",
        "net_by_length"
      ]
    },
    {
      "page": "measure_broker_node",
      "title": "Measures of node brokerage",
      "concept": [
        "brokerage",
        "measures",
        "nodal"
      ],
      "topics": [
        "measure_broker_node",
        "node_by_bridges",
        "node_by_constraint",
        "node_by_efficiency",
        "node_by_effsize",
        "node_by_hierarchy",
        "node_by_neighbours_degree",
        "node_by_redundancy"
      ]
    },
    {
      "page": "measure_broker_tie",
      "title": "Measures of tie brokerage",
      "concept": [
        "brokerage",
        "measures",
        "tie"
      ],
      "topics": [
        "measure_broker_tie",
        "tie_by_cohesion"
      ]
    },
    {
      "page": "measure_brokerage",
      "title": "Measures of brokerage",
      "concept": [
        "brokerage",
        "measures",
        "nodal"
      ],
      "topics": [
        "measure_brokerage",
        "node_by_brokering_activity",
        "node_by_brokering_exclusivity"
      ]
    },
    {
      "page": "measure_central_between",
      "title": "Measures of node betweenness-like centrality",
      "concept": [
        "betweenness",
        "centrality",
        "measures",
        "nodal"
      ],
      "topics": [
        "measure_central_between",
        "node_by_betweenness",
        "node_by_flow",
        "node_by_induced",
        "node_by_stress"
      ]
    },
    {
      "page": "measure_central_close",
      "title": "Measures of node closeness-like centrality",
      "concept": [
        "centrality",
        "closeness",
        "measures",
        "nodal"
      ],
      "topics": [
        "measure_central_close",
        "node_by_closeness",
        "node_by_decay",
        "node_by_distance",
        "node_by_eccentricity",
        "node_by_harmonic",
        "node_by_information",
        "node_by_integration",
        "node_by_radiality",
        "node_by_randomwalk",
        "node_by_reach",
        "node_by_vitality"
      ]
    },
    {
      "page": "measure_central_degree",
      "title": "Measures of node degree-like centrality",
      "concept": [
        "centrality",
        "degree",
        "measures",
        "nodal"
      ],
      "topics": [
        "measure_central_degree",
        "node_by_deg",
        "node_by_degree",
        "node_by_indegree",
        "node_by_leverage",
        "node_by_multidegree",
        "node_by_outdegree"
      ]
    },
    {
      "page": "measure_central_eigen",
      "title": "Measures of node eigenvector-like centrality",
      "concept": [
        "centrality",
        "eigenvector",
        "measures",
        "nodal"
      ],
      "topics": [
        "measure_central_eigen",
        "node_by_alpha",
        "node_by_authority",
        "node_by_eigenvector",
        "node_by_hub",
        "node_by_pagerank",
        "node_by_posneg",
        "node_by_power",
        "node_by_subgraph"
      ]
    },
    {
      "page": "measure_central_tie_between",
      "title": "Measures of tie betweenness-like centrality",
      "concept": [
        "betweenness",
        "centrality",
        "measures",
        "tie"
      ],
      "topics": [
        "measure_central_tie_between",
        "tie_by_betweenness"
      ]
    },
    {
      "page": "measure_central_tie_close",
      "title": "Measures of tie closeness-like centrality",
      "concept": [
        "centrality",
        "closeness",
        "measures",
        "tie"
      ],
      "topics": [
        "measure_central_tie_close",
        "tie_by_closeness"
      ]
    },
    {
      "page": "measure_central_tie_degree",
      "title": "Measures of tie degree-like centrality",
      "concept": [
        "centrality",
        "degree",
        "measures",
        "tie"
      ],
      "topics": [
        "measure_central_tie_degree",
        "tie_by_degree"
      ]
    },
    {
      "page": "measure_central_tie_eigen",
      "title": "Measures of tie eigenvector-like centrality",
      "concept": [
        "centrality",
        "eigenvector",
        "measures",
        "tie"
      ],
      "topics": [
        "measure_central_tie_eigen",
        "tie_by_eigenvector"
      ]
    },
    {
      "page": "measure_centralisation_between",
      "title": "Measures of network betweenness-like centralisation",
      "concept": [
        "betweenness",
        "centrality"
      ],
      "topics": [
        "measure_centralisation_between",
        "mode_by_betweenness",
        "net_by_betweenness"
      ]
    },
    {
      "page": "measure_centralisation_close",
      "title": "Measures of network closeness-like centralisation",
      "concept": [
        "centrality",
        "closeness"
      ],
      "topics": [
        "measure_centralisation_close",
        "mode_by_closeness",
        "net_by_closeness",
        "net_by_decay",
        "net_by_harmonic",
        "net_by_integration",
        "net_by_reach"
      ]
    },
    {
      "page": "measure_centralisation_degree",
      "title": "Measures of network degree-like centralisation",
      "concept": [
        "centrality",
        "degree"
      ],
      "topics": [
        "measure_centralisation_degree",
        "mode_by_degree",
        "mode_by_indegree",
        "mode_by_outdegree",
        "net_by_degree",
        "net_by_indegree",
        "net_by_outdegree"
      ]
    },
    {
      "page": "measure_centralisation_eigen",
      "title": "Measures of network eigenvector-like centralisation",
      "concept": [
        "centrality",
        "eigenvector"
      ],
      "topics": [
        "measure_centralisation_eigen",
        "mode_by_eigenvector",
        "net_by_eigenvector"
      ]
    },
    {
      "page": "measure_closure",
      "title": "Measures of network closure",
      "concept": [
        "measures"
      ],
      "topics": [
        "measure_closure",
        "net_by_congruency",
        "net_by_cyclicality",
        "net_by_equivalency",
        "net_by_reciprocity",
        "net_by_transitivity"
      ]
    },
    {
      "page": "measure_closure_node",
      "title": "Measures of node closure",
      "concept": [
        "measures",
        "nodal"
      ],
      "topics": [
        "measure_closure_node",
        "node_by_equivalency",
        "node_by_reciprocity",
        "node_by_transitivity"
      ]
    },
    {
      "page": "measure_cohesion",
      "title": "Measures of network cohesion",
      "concept": [
        "cohesion",
        "measures"
      ],
      "topics": [
        "measure_cohesion",
        "net_by_compactness",
        "net_by_components",
        "net_by_density",
        "net_by_independence"
      ]
    },
    {
      "page": "measure_core",
      "title": "Measures of node coreness",
      "concept": [
        "core-periphery",
        "measures",
        "nodal"
      ],
      "topics": [
        "measure_core",
        "node_by_core",
        "node_by_kcoreness"
      ]
    },
    {
      "page": "measure_diffusion_infection",
      "title": "Measures of network infection",
      "concept": [
        "diffusion",
        "measures"
      ],
      "topics": [
        "measure_diffusion_infection",
        "net_by_infection_complete",
        "net_by_infection_peak",
        "net_by_infection_total"
      ]
    },
    {
      "page": "measure_diffusion_net",
      "title": "Measures of network diffusion",
      "concept": [
        "diffusion",
        "measures"
      ],
      "topics": [
        "measure_diffusion_net",
        "net_by_immunity",
        "net_by_recovery",
        "net_by_reproduction",
        "net_by_transmissibility"
      ]
    },
    {
      "page": "measure_diffusion_node",
      "title": "Measures of nodes in a diffusion",
      "concept": [
        "diffusion",
        "measures",
        "nodal"
      ],
      "topics": [
        "measure_diffusion_node",
        "node_by_adopt_exposure",
        "node_by_adopt_recovery",
        "node_by_adopt_threshold",
        "node_by_adopt_time"
      ]
    },
    {
      "page": "measure_diverse_net",
      "title": "Measures of network diversity",
      "concept": [
        "diversity",
        "measures"
      ],
      "topics": [
        "measure_diverse_net",
        "net_by_diversity",
        "net_by_richness"
      ]
    },
    {
      "page": "measure_diverse_node",
      "title": "Measures of node diversity",
      "concept": [
        "diversity",
        "measures",
        "nodal"
      ],
      "topics": [
        "measure_diverse_node",
        "node_by_diversity",
        "node_by_richness"
      ]
    },
    {
      "page": "measure_diverse_tie",
      "title": "Measures of tie diversity",
      "concept": [
        "diversity",
        "measures",
        "tie"
      ],
      "topics": [
        "measure_diverse_tie",
        "tie_by_diversity"
      ]
    },
    {
      "page": "measure_features",
      "title": "Measures of network topological features",
      "concept": [
        "features",
        "measures"
      ],
      "topics": [
        "measure_features",
        "net_by_balance",
        "net_by_bipartivity",
        "net_by_meshedness",
        "net_by_richclub",
        "net_by_scalefree",
        "net_by_smallworld"
      ]
    },
    {
      "page": "measure_fit",
      "title": "Measures of how well a structure fits a network",
      "concept": [
        "features",
        "measures"
      ],
      "topics": [
        "measure_fit",
        "net_by_core",
        "net_by_divergence",
        "net_by_factions",
        "net_by_inconsistency",
        "net_by_linkdensity",
        "net_by_modularity"
      ]
    },
    {
      "page": "measure_fragmentation",
      "title": "Measures of network fragmentation",
      "concept": [
        "cohesion",
        "measures"
      ],
      "topics": [
        "measure_fragmentation",
        "net_by_adhesion",
        "net_by_cohesion",
        "net_by_robustness",
        "net_by_strength",
        "net_by_toughness"
      ]
    },
    {
      "page": "measure_hierarchy",
      "title": "Measures of hierarchy",
      "concept": [
        "hierarchy",
        "measures"
      ],
      "topics": [
        "measure_hierarchy",
        "net_by_connectedness",
        "net_by_efficiency",
        "net_by_upperbound"
      ]
    },
    {
      "page": "measure_periods",
      "title": "Measures of network change",
      "concept": [
        "change",
        "measures"
      ],
      "topics": [
        "measure_periods",
        "net_by_waves"
      ]
    },
    {
      "page": "member_brokerage",
      "title": "Memberships in brokerage positions",
      "concept": [
        "brokerage",
        "memberships",
        "nodal"
      ],
      "topics": [
        "member_brokerage",
        "node_in_brokering"
      ]
    },
    {
      "page": "member_cliques",
      "title": "Memberships in maximally diverse cliques",
      "concept": [
        "memberships",
        "nodal"
      ],
      "topics": [
        "member_cliques",
        "node_in_roulette"
      ]
    },
    {
      "page": "member_community",
      "title": "Memberships in communities",
      "concept": [
        "community",
        "memberships",
        "nodal"
      ],
      "topics": [
        "member_community",
        "node_in_community"
      ]
    },
    {
      "page": "member_community_hier",
      "title": "Memberships in communities that form a hierarchy",
      "concept": [
        "community",
        "memberships",
        "nodal"
      ],
      "topics": [
        "member_community_hier",
        "node_in_betweenness",
        "node_in_eigen",
        "node_in_greedy",
        "node_in_walktrap"
      ]
    },
    {
      "page": "member_community_link",
      "title": "Memberships of ties in link communities",
      "concept": [
        "community",
        "memberships",
        "tie"
      ],
      "topics": [
        "member_community_link",
        "tie_in_community"
      ]
    },
    {
      "page": "member_community_modular",
      "title": "Memberships in communities that optimise a quality function",
      "concept": [
        "community",
        "memberships",
        "nodal"
      ],
      "topics": [
        "member_community_modular",
        "node_in_leiden",
        "node_in_louvain",
        "node_in_optimal",
        "node_in_spinglass"
      ]
    },
    {
      "page": "member_community_partition",
      "title": "Memberships in communities that fill a set number of groups",
      "concept": [
        "community",
        "memberships",
        "nodal"
      ],
      "topics": [
        "member_community_partition",
        "node_in_faction",
        "node_in_partition"
      ]
    },
    {
      "page": "member_community_spread",
      "title": "Memberships in communities that follow a spreading process",
      "concept": [
        "community",
        "memberships",
        "nodal"
      ],
      "topics": [
        "member_community_spread",
        "node_in_fluid",
        "node_in_infomap",
        "node_in_labels"
      ]
    },
    {
      "page": "member_components",
      "title": "Memberships in components",
      "concept": [
        "memberships",
        "nodal"
      ],
      "topics": [
        "member_components",
        "node_in_component"
      ]
    },
    {
      "page": "member_core",
      "title": "Memberships in core-periphery categories",
      "concept": [
        "core-periphery",
        "memberships",
        "nodal"
      ],
      "topics": [
        "member_core",
        "node_in_core"
      ]
    },
    {
      "page": "member_diffusion",
      "title": "Memberships in a diffusion process",
      "concept": [
        "diffusion",
        "memberships",
        "nodal"
      ],
      "topics": [
        "member_diffusion",
        "node_in_adopter"
      ]
    },
    {
      "page": "member_equivalence",
      "title": "Memberships in equivalent classes",
      "concept": [
        "memberships",
        "nodal"
      ],
      "topics": [
        "member_equivalence",
        "node_in_automorphic",
        "node_in_block",
        "node_in_equivalence",
        "node_in_motif",
        "node_in_regular",
        "node_in_structural"
      ]
    },
    {
      "page": "method_cluster",
      "title": "Methods for equivalence clustering",
      "topics": [
        "cluster_concor",
        "cluster_cosine",
        "cluster_hierarchical",
        "method_cluster"
      ]
    },
    {
      "page": "method_coreness",
      "title": "Methods for calculating coreness",
      "concept": [
        "methods"
      ],
      "topics": [
        "coreness_correlation",
        "coreness_hub",
        "coreness_rich",
        "coreness_transition",
        "method_coreness"
      ]
    },
    {
      "page": "method_kselect",
      "title": "Methods for selecting clusters",
      "topics": [
        "k_elbow",
        "k_gap",
        "k_silhouette",
        "k_strict",
        "method_kselect"
      ]
    },
    {
      "page": "method_regularity",
      "title": "Methods for calculating regularity",
      "concept": [
        "methods"
      ],
      "topics": [
        "method_regularity",
        "regularity_rege",
        "regularity_rolesim"
      ]
    },
    {
      "page": "method_search",
      "title": "Methods for searching for the membership that minimises a cost",
      "topics": [
        "method_search",
        "search_iterated",
        "search_tabu"
      ]
    },
    {
      "page": "method_split",
      "title": "Methods for splitting a continuous score into ordered groups",
      "topics": [
        "method_split",
        "split_bins",
        "split_kmeans",
        "split_quantiles"
      ]
    },
    {
      "page": "motif_accuracy_node",
      "title": "Motifs of reporter accuracy",
      "concept": [
        "features",
        "motifs",
        "nodal"
      ],
      "topics": [
        "motif_accuracy_node",
        "node_x_accuracy"
      ]
    },
    {
      "page": "motif_brokerage_net",
      "title": "Motifs of network brokerage",
      "concept": [
        "brokerage",
        "motifs"
      ],
      "topics": [
        "motif_brokerage_net",
        "net_x_brokerage"
      ]
    },
    {
      "page": "motif_brokerage_node",
      "title": "Motifs of node brokerage",
      "concept": [
        "brokerage",
        "motifs",
        "nodal"
      ],
      "topics": [
        "motif_brokerage_node",
        "node_x_brokerage"
      ]
    },
    {
      "page": "motif_clique",
      "title": "Motifs of clique participation",
      "concept": [
        "motifs",
        "nodal"
      ],
      "topics": [
        "motif_clique",
        "node_x_clique",
        "node_x_percolation"
      ]
    },
    {
      "page": "motif_composition",
      "title": "Motifs of ego-network composition",
      "concept": [
        "diversity",
        "motifs",
        "nodal"
      ],
      "topics": [
        "motif_composition",
        "node_x_alters",
        "node_x_similarity",
        "node_x_ties"
      ]
    },
    {
      "page": "motif_exposure",
      "title": "Motifs of node exposure",
      "concept": [
        "diffusion",
        "motifs",
        "nodal"
      ],
      "topics": [
        "motif_exposure",
        "node_x_exposure"
      ]
    },
    {
      "page": "motif_hazard",
      "title": "Motifs of network hazard",
      "concept": [
        "diffusion",
        "motifs"
      ],
      "topics": [
        "motif_hazard",
        "net_x_hazard"
      ]
    },
    {
      "page": "motif_hierarchy",
      "title": "Motifs of network hierarchy",
      "concept": [
        "hierarchy",
        "motifs"
      ],
      "topics": [
        "motif_hierarchy",
        "net_x_hierarchy"
      ]
    },
    {
      "page": "motif_homophily",
      "title": "Motifs of network homophily",
      "concept": [
        "diversity",
        "motifs"
      ],
      "topics": [
        "motif_homophily",
        "net_x_homophily"
      ]
    },
    {
      "page": "motif_net",
      "title": "Motifs of network cohesion",
      "concept": [
        "cohesion",
        "motifs"
      ],
      "topics": [
        "motif_net",
        "net_x_dyad",
        "net_x_tetrad",
        "net_x_triad"
      ]
    },
    {
      "page": "motif_node",
      "title": "Motifs of node cohesion",
      "concept": [
        "cohesion",
        "motifs",
        "nodal"
      ],
      "topics": [
        "motif_node",
        "node_x_dyad",
        "node_x_tetrad",
        "node_x_triad"
      ]
    },
    {
      "page": "motif_path",
      "title": "Motifs of node pathing",
      "concept": [
        "motifs",
        "nodal"
      ],
      "topics": [
        "motif_path",
        "node_x_path",
        "node_x_tie"
      ]
    },
    {
      "page": "motif_periods",
      "title": "Motifs of network change",
      "concept": [
        "change",
        "motifs"
      ],
      "topics": [
        "motif_periods",
        "net_x_change",
        "net_x_correlation",
        "net_x_stability"
      ]
    }
  ],
  "_pkglogo": "https://github.com/stocnet/netrics/raw/HEAD/man/figures/logo.png",
  "_readme": "https://github.com/stocnet/netrics/raw/HEAD/README.md",
  "_rundeps": [
    "cli",
    "coda",
    "cpp11",
    "dplyr",
    "generics",
    "glue",
    "igraph",
    "lattice",
    "lifecycle",
    "magrittr",
    "manynet",
    "Matrix",
    "network",
    "pillar",
    "pkgconfig",
    "purrr",
    "R6",
    "rlang",
    "statnet.common",
    "stringi",
    "stringr",
    "tibble",
    "tidygraph",
    "tidyr",
    "tidyselect",
    "utf8",
    "vctrs",
    "withr"
  ],
  "_score": 4.607455023214668,
  "_indexed": true,
  "_nocasepkg": "netrics",
  "_universes": [
    "stocnet",
    "jhollway"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.1.3",
      "date": "2026-10-19T14:09:04.000Z",
      "distro": "resolute",
      "commit": "8421f216ef27b74c4f67b9266e0af684b4ddd070",
      "fileid": "https://r2.ropensci.org/ac3e0d332d81f40599fc450f72fe8e56fb88c7e213516e2c1955acdd8e7e8701",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/stocnet/actions/runs/39265338078"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "1.1.3",
      "date": "2026-10-19T14:09:48.000Z",
      "distro": "resolute",
      "commit": "8421f216ef27b74c4f67b9266e0af684b4ddd070",
      "fileid": "https://r2.ropensci.org/4198d6c6e9ad324c75c0bc8400d983e86222145b3c95e71b261c8d616ec3d936",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/stocnet/actions/runs/39265338078"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.1.3",
      "date": "2026-10-19T14:28:00.000Z",
      "commit": "8421f216ef27b74c4f67b9266e0af684b4ddd070",
      "fileid": "https://r2.ropensci.org/2fd942e054db191ef7599fd113ecc498dd44081ea95d49bc311eb6fb3df62f40",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/stocnet/actions/runs/39265338078"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "1.1.3",
      "date": "2026-10-19T14:28:24.000Z",
      "commit": "8421f216ef27b74c4f67b9266e0af684b4ddd070",
      "fileid": "https://r2.ropensci.org/c0f351ea1bef48cb243df8b6ebd74d65cba8bc4859b4dd5f0da2c746145cf813",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/stocnet/actions/runs/39265338078"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.1.3",
      "date": "2026-10-19T14:08:59.000Z",
      "commit": "8421f216ef27b74c4f67b9266e0af684b4ddd070",
      "fileid": "https://r2.ropensci.org/93e1b577acce7617422b4b6e80bacea8d75215d381ae785d82c0f2c10736120a",
      "status": "success",
      "buildurl": "https://github.com/r-universe/stocnet/actions/runs/39265338078"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.1.3",
      "date": "2026-10-19T14:08:22.000Z",
      "commit": "8421f216ef27b74c4f67b9266e0af684b4ddd070",
      "fileid": "https://r2.ropensci.org/c3738c8b03ffd26a29ea07cab697c5c72ac2a69a6998f6ec835ad5b98a9ee923",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/stocnet/actions/runs/39265338078"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.1.3",
      "date": "2026-10-19T14:08:10.000Z",
      "commit": "8421f216ef27b74c4f67b9266e0af684b4ddd070",
      "fileid": "https://r2.ropensci.org/c487548ebff7603ba86afeddc3d402f2d996e3671e4028e7f090e1b356d7f0bb",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/stocnet/actions/runs/39265338078"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "1.1.3",
      "date": "2026-10-19T14:08:14.000Z",
      "commit": "8421f216ef27b74c4f67b9266e0af684b4ddd070",
      "fileid": "https://r2.ropensci.org/1b67f4120c725bb9d4477208dd10ab0bbc745e351c82ab0e15f6fdcb97114f73",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/stocnet/actions/runs/39265338078"
    }
  ]
}