R Observatory: Metrics for migraph version 1.7.2

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

migraph

1.7.2Package record

Inferential Methods for Multimodal and Other Networks

0packages dependsuggested by 2

10.7Kdownloads / year

–test coverage

13/13flavors OK

Overview

About

Maintained by James HollwayCRAN page ↗GitHub ↗Website ↗Issues ↗

A set of tools for testing networks. It includes functions for univariate and multivariate conditional uniform graph and quadratic assignment procedure testing, and network regression. The package is a complement to 'Multimodal Political Networks' (2021, ISBN:9781108985000), and includes various datasets used in the book. Built on the 'manynet' package, all functions operate with matrices, edge lists, and 'igraph', 'network', and 'tidygraph' objects, and on one-mode and two-mode (bipartite) networks.

Changes in 1.7.2

Package

Fixed the attach-time version check so that it no longer leaves stale messages for up to a week

Models

Fixed play_diffusions() so that it drops, with a warning, runs where nothing spreads beyond the seed, instead of stopping with "arguments imply differing number of rows"
Set a seed in the test_fit() test so that it does not fail at random

Tutorials

Updated intro tutorial
Added sections on types, missing data, indexing with [, [[, and $, changing data frames with mutate() and filter(), random numbers and seeds, reading errors and writing reproducible examples, and files and projects
Moved packages to a closing "Where next" section that points to the {manynet} tutorials

Show all changes in 1.7.2Hide the rest of the changes in 1.7.2

Replaced dead links, removed T/F shorthand, and fixed typos

From NEWS.md in the release

Install

R (CRAN)pak (dev)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("migraph", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("stocnet/migraph")

Development version from stocnet/migraph. Installs pak first if it is not already available.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-migraph

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-migraph

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-migraph

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed). We list this channel from recorded autoCRAN download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

Health

CRAN checks

13OK

CRAN check page ↗

Slowest check: 5.4 min · r-oldrel-windows-x86_64

Status changes

OK13 OK2026-09-20
ERROR12 OK, 1 ERROR2026-09-13
OK13 OK2026-08-05
ERROR12 OK, 1 ERROR2026-08-04
NOTE12 OK, 1 NOTE2026-08-01

Show 7 earlier changesHide 7 earlier changes

OK13 OK2026-07-06
ERROR12 OK, 1 ERROR2026-07-05
OK13 OK2026-07-03
ERROR12 OK, 1 ERROR2026-06-22
OK13 OK2026-06-09
ERROR12 OK, 1 ERROR2026-06-08
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 1.7.2

READMEYes · 834 wordsVignettesNoNEWSYes · 100% structured · mentions 1.7.2Citation fileYes · software entry onlyWebsiteYes · pkgdown

Help pages: 20 (3 internal)includes a package overview page
Examples that run: 100%5 run in a plain check
Exported functions with examples: 50%
Documented parameters: 79%
Return-value docs: 0%
Help pages citing references: 50%

How these are measured

Downloads

10.7K

CRAN downloads in the past year

Rank #4,032 · ~29/day · ~889/mo

Releases R versions

Daily download trend is not available in this view yet.

88130 days

2.2K90 days

10.7K1 year

Compare downloads with other packages →

Also on208 r2u10 autocran

How downloads are counted

Repository

stocnet/migraph ↗Organization: stocnet

41Stars

9Forks

0Open issues

0Open PRs

94Releases

2,318Commits

15Commit identities

rnetwork-analysismultilevel-networkscranmultimodal-networkigraphsna

2,318 commits · Last activity 2026-09-17 · 0% stars, 30d · Discussions: 1 post

Responsiveness

How these are sampled

PRs merged (all time): 100%
Median days to close, 50 most recently updated closed issues: 150
Median days to close, 50 most recently updated closed PRs: 0

Stars over time

2025-03-21 · 412026-07-25 · 41

How these are measured

PracticesBeta

14 development-tooling and community-health practices detected across 6 families in the upstream repository

Checks run against github.com/stocnet/migraph on 2026-10-11.

Continuous integration (2)

GitHub ActionsR CMD check workflow

The R CMD check workflow runs on Linux, macOS and Windows

Governance and community (4)

Code of conductContributing guideIssue templatesPR template

Docs source (4)

README.Rmdpkgdown

GitHub Pages site last deployed 2026-09-17 · The repository has a site deploy workflow

pkgdown site last built 2026-09-17

Coverage (1)

Coverage reporting

Show all practicesHide 2 practices

CRAN release process (1)

cran-comments.md

Lint, format, editor (2)

Lint workflowRStudio project

How this is detected·Detection ruleset v3 (2026-09-26)

Dependencies

Declared dependencies

14 external dependencies (excludes base and recommended)

Installing migraph adds 99 packages (52 with compiled code, 97 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, bslib 5.6 MB.

Depends (4)

R >= 4.1.0manynet autograph netrics

Imports (8)

dplyr ergm future furrr generics knitr learnr purrr

LinkingTo (0)

none

Suggests (3)

rmarkdown shiny testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Suggested by 2

Suggests, most downloaded first

autograph goldfish

How these are counted

Code & Tests

Datasets

People & History

People (4)

James Hollway

Maintainer since 0.6.2 (2021), Author, Contributor

IHEID

Bernhard Bieri

Contributor · added in 0.8.13

Henrique Sposito

Contributor · added in 0.9.2

IHEID

Jael Tan

Contributor · added in 0.9.2

IHEID

Releases (39)

Pick two releases to compare their code metrics.

1.7.2Latest
record
2026-09-17 · current release · diff ↗
1.7.0
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2026-08-30 · diff ↗
1.6.8
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2026-07-31 · diff ↗
1.6.6
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2026-06-24 · diff ↗ ·
removed 1 export
%>%
R
R 4.6.0 released · 2026-04-24
1.6.2
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2026-04-17 · diff ↗ ·
removed 1 export
test_tutorials
1.6.0
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2026-04-04 · diff ↗ ·
added 3 exports
extract_tute, run_tute, test_tutorials
1.5.8
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2026-02-19 · diff ↗
1.5.6
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2025-11-19 · diff ↗
1.5.3
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2025-10-27 · diff ↗
1.5.2
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2025-09-12 · diff ↗
1.5.0
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2025-06-20 · diff ↗ ·
removed 9 exports
aes, ggplot, ggsave, ggtitle, guides, labs, scale_y_discrete, xlab, ylab

added 4 exports
over_membership, over_time, over_waves, play_diffusions
R
R 4.5.0 released · 2025-04-11
1.4.5
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2024-12-02 · diff ↗
1.4.3
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2024-11-06 · diff ↗ ·
added 1 export
test_configuration
1.4.2
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2024-09-04 · diff ↗

Show 30 earlier eventsHide 30 earlier events

1.4.1
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2024-07-19 · diff ↗ ·
removed 169 exports
.E, .G, .N, as.network, bind_edges, cluster_concor, cluster_hierarchical, edge_betweenness, edge_bridges, edge_closeness, edge_degree, edge_eigenvector, edge_loop, edge_multiple, edge_reciprocal, graph_adhesion, graph_assortativity, graph_balance, graph_betweenness, graph_blau_index, graph_closeness, graph_cohesion, graph_components, graph_congruency, graph_core, graph_degree, graph_density, graph_diameter, graph_diversity, graph_dyad_census and 139 more

added 4 exports
net_regression, scale_y_discrete, test_distribution, test_fit
R
R 4.4.0 released · 2024-04-24
1.3.4
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2024-03-07 · diff ↗ ·
added 3 exports
node_brokering, node_brokering_activity, node_brokering_exclusivity
1.3.2
record
2024-01-25 · diff ↗ ·
removed 24 exports
as_diffusion, is.igraph, node_is_core, node_is_cutpoint, node_is_exposed, node_is_fold, node_is_infected, node_is_isolate, node_is_latent, node_is_max, node_is_mentor, node_is_min, node_is_random, node_is_recovered, play_diffusion, play_diffusions, play_learning, play_segregation, tie_is_bridge, tie_is_loop, tie_is_max, tie_is_min, tie_is_multiple, tie_is_reciprocated

added 12 exports
is_igraph, network_change, network_spatial, network_stability, node_deg, node_flow, node_fluid, node_induced, node_information, node_multidegree, node_posneg, node_roulette
1.2.1
record
2023-12-17 · diff ↗ ·
removed 7 exports
activate, is_acyclic, is_aperiodic, is_bipartite, is_connected, is_eulerian, is_perfect_matching

added 18 exports
as_diffusion, network_hazard, network_immunity, network_infection_length, network_reproduction, network_transmissibility, node_adopter, node_adoption_time, node_exposure, node_infection_length, node_is_exposed, node_is_fold, node_is_infected, node_is_latent, node_is_mentor, node_is_recovered, node_thresholds, test_gof
1.1.5
record
2023-11-02 · diff ↗ ·
added 13 exports
network_connectedness, network_efficiency, network_richclub, network_upperbound, node_eccentricity, node_infomap, node_leading_eigen, node_leiden, node_louvain, node_neighbours_degree, node_optimal, node_spinglass, tie_cohesion
1.1.0
record
2023-10-04 · diff ↗ ·
added 8 exports
network_harmonic, network_indegree, network_outdegree, network_reach, node_harmonic, node_indegree, node_outdegree, node_pagerank
1.0.1
record
2023-07-20 · diff ↗
1.0.0
record
2023-06-15 · diff ↗ ·
removed 104 exports
add_edge_attribute, add_node_attribute, add_tie_attribute, as_edgelist, as_graphAM, as_igraph, as_matrix, as_network, as_siena, as_tidygraph, autographr, autographs, copy_node_attributes, create_complete, create_components, create_core, create_empty, create_lattice, create_ring, create_star, create_tree, edge_attribute, edge_signs, edge_weights, generate_permutation, generate_random, generate_scalefree, generate_smallworld, ggevolution, gglineage and 74 more

added 10 exports
guides, k_elbow, k_silhouette, k_strict, network_heterophily, node_alpha, node_heterophily, over_time, over_waves, play_segregation
R
R 4.3.0 released · 2023-04-21
0.13.2
record
2022-12-20 · diff ↗ ·
added 3 exports
as_siena, read_dynetml, read_matrix
0.13.0
record
2022-11-30 · diff ↗ ·
added 22 exports
autographs, is_aperiodic, is_eulerian, network_brokerage_census, network_richness, network_scalefree, node_brokerage_census, node_diversity, node_edge_betweenness, node_fast_greedy, node_homophily, node_is_random, node_reciprocity, node_richness, node_transitivity, node_walktrap, play_diffusion, play_diffusions, play_learning, to_components, to_egos, to_subgraphs
0.12.1
record
2022-10-04 · diff ↗ ·
added 4 exports
is_perfect_matching, node_is_core, node_power, to_anti
0.12.0
record
2022-09-27 · diff ↗ ·
added 30 exports
network_adhesion, network_assortativity, network_balance, network_betweenness, network_closeness, network_cohesion, network_components, network_congruency, network_core, network_degree, network_density, network_diameter, network_dims, network_diversity, network_dyad_census, network_eigenvector, network_equivalency, network_factions, network_homophily, network_length, network_mixed_census, network_modularity, network_node_attributes, network_nodes, network_reciprocity, network_smallworld, network_tie_attributes, network_ties, network_transitivity, network_triad_census
0.11.3
record
2022-09-13 · diff ↗ ·
removed 11 exports
blockmodel, blockmodel_concor, cluster_regular_equivalence, cluster_structural_equivalence, ggatyear, ggidentify_clusters, ggtree, group_tie_census, group_triad_census, reduce_graph, summarise_statistics

added 12 exports
as_graphAM, graph_diversity, graph_homophily, layout_tbl_graph_alluvial, layout_tbl_graph_concentric, layout_tbl_graph_hierarchy, layout_tbl_graph_ladder, layout_tbl_graph_railway, node_core, to_giant, to_matching, to_twomode
0.10.6
record
2022-07-03 · diff ↗ ·
removed 8 exports
add_edge_attributes, add_node_attributes, edge_mutual, ggdistrib, ggidentify, mutate_edges, project_cols, project_rows

added 48 exports
add_edge_attribute, add_node_attribute, add_tie_attribute, cluster_concor, cluster_hierarchical, create_core, graph_core, graph_factions, graph_modularity, graph_tie_attributes, graph_ties, join_ties, layout_tbl_graph_stressgrid, node_automorphic_equivalence, node_bridges, node_coreness, node_efficiency, node_effsize, node_equivalence, node_hierarchy, node_is_cutpoint, node_is_isolate, node_is_max, node_is_min, node_kernighanlin, node_path_census, node_reach, node_redundancy, node_regular_equivalence, node_strong_components and 18 more
R
R 4.2.0 released · 2022-04-22
0.9.3
record
2022-04-15 · diff ↗ ·
removed 1 export
filter

added 4 exports
edge_degree, edge_eigenvector, edge_reciprocal, graph_assortativity
0.9.2
record
2022-04-01 · diff ↗ ·
removed 7 exports
cluster_triad_census, graph_clustering, graph_dimensions, grid.arrange, netlm, node_smallworld, test_cug

added 19 exports
edge_betweenness, edge_bridges, edge_closeness, edge_signs, glance, graph_adhesion, graph_cohesion, graph_diameter, graph_length, graph_smallworld, is_edgelist, join_edges, node_cuts, node_mode, tidy, to_edges, to_mode1, to_mode2, to_subgraph
0.8.13
record
2021-12-19 · diff ↗ ·
removed 1 export
ggraphgrid

added 42 exports
add_edge_attributes, add_node_attributes, aes, bind_edges, copy_node_attributes, edge_attribute, edge_loop, edge_multiple, edge_mutual, edge_weights, generate_permutation, graph_blau_index, graph_clustering, graph_dimensions, graph_dims, graph_edge_attributes, graph_edges, graph_ei_index, graph_mixed_census, graph_node_attributes, graph_nodes, is_acyclic, is_complex, is_graph, is_migraph, is_multiplex, is_uniplex, mutate_edges, network_reg, node_attribute and 12 more
0.8.5
record
2021-10-30 · diff ↗ ·
added 20 exports
as_edgelist, create_lattice, create_tree, filter, generate_scalefree, generate_smallworld, ggdistrib, ggsave, graph_components, graph_congruency, graph_dyad_census, group_tie_census, group_triad_census, is_connected, layout_tbl_graph_frgrid, layout_tbl_graph_gogrid, layout_tbl_graph_kkgrid, node_components, xlab, ylab
0.8.2
record
2021-10-25 · diff ↗ ·
added 2 exports
labs, to_multilevel
0.8.1
record
2021-10-22 · diff ↗ ·
removed 2 exports
graph_clustering, plot_releases

added 33 exports
activate, autographr, blockmodel, cluster_regular_equivalence, cluster_structural_equivalence, cluster_triad_census, ggatyear, ggidentify, ggidentify_clusters, ggplot, ggtitle, ggtree, graph_balance, graph_density, graph_eigenvector, graph_equivalency, graph_reciprocity, graph_transitivity, graph_triad_census, grid.arrange, is_signed, mutate, node_tie_census, node_triad_census, read_edgelist, reduce_graph, to_main_component, to_named, to_onemode, to_simplex and 3 more
0.7.1
record
2021-09-25 · diff ↗ ·
added 3 exports
ggevolution, gglineage, ggraphgrid
R
R 4.1.0 released · 2021-05-18
0.6.6
record
2021-05-14 · diff ↗
0.6.5
record
2021-05-10 · diff ↗ ·
added 3 exports
plot_releases, to_unnamed, to_unweighted
0.6.3
record
2021-04-26 · diff ↗ ·
removed 1 export
sample_affiliation

added 7 exports
create_star, generate_random, is_directed, is_labelled, is_weighted, read_ucinet, write_ucinet
0.6.2
record
2021-04-15
R
R 4.0.0 released · 2020-04-24

Package metadata

First published: 2021-04-15
Total releases: 39 / 5 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 4.1.0
Bundled data: 129 KB / 21 files
Download size: 3.3 MB

Appears in task views

Network Analysis

Cite

Cite this package

Run in R for the authors' entry:

citation("migraph")

The package provides a citation file, so citation() returns the authors' own entry.

It points to 10.5281/zenodo.5528178.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for migraph version 1.7.2 [Data set]. HJJB, LLC. Data release v2026-10-18. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-18, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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