Package: socialdrift 0.1.0

socialdrift: Temporal Auditing of Social Interaction Networks

Tools for constructing, auditing, and visualizing temporal social interaction networks from event-log data. Supports graph construction from raw user-to-user interaction logs, longitudinal tracking of network structure, community dynamics, user role trajectories, and concentration of engagement over time. Designed for computational social science, platform analytics, and digital community health monitoring. Includes four longitudinal audit indices: the Network Drift Index ('NDI'), Community Fragmentation Index ('CFI'), Visibility Concentration Index ('VCI'), and Role Mobility Index ('RMI'). 'NDI', 'CFI', 'VCI', and 'RMI' are purpose-built composite scores for longitudinal platform auditing.

Authors:Subir Hait [aut, cre]

socialdrift_0.1.0.tar.gz
socialdrift_0.1.0.zip(r-4.7)socialdrift_0.1.0.zip(r-4.6)socialdrift_0.1.0.zip(r-4.5)
socialdrift_0.1.0.tgz(r-4.6-any)socialdrift_0.1.0.tgz(r-4.5-any)
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socialdrift_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
socialdrift/json (API)

# Install 'socialdrift' in R:

install.packages('socialdrift', repos = c('https://causalfragility-lab.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/causalfragility-lab/socialdrift/issues

Datasets:

sim_social_events - Simulated social interaction event log

On CRAN:

3.70 score 482 downloads 24 exports 32 dependencies

Last updated from:9896625b1e. Checks:9 OK. Indexed: yes.

Target	Result	Time
linux-devel-x86_64	OK	135
source / vignettes	OK	202
linux-release-x86_64	OK	136
macos-release-arm64	OK	79
macos-oldrel-arm64	OK	93
windows-devel	OK	87
windows-release	OK	61
windows-oldrel	OK	84
wasm-release	OK	110

Exports:as_social_events audit_group_disparities build_graph_series build_graph_snapshot classify_user_roles clustering_ts community_drift community_fragmentation_index creator_concentration degree_inequality_ts detect_communities_ts engagement_gap network_density_ts network_drift network_drift_index plot_network_drift plot_network_metrics plot_role_trajectories reciprocity_ts role_mobility_index role_trajectories summarize_network_series validate_social_events visibility_concentration_index

Dependencies:cli cpp11 dplyr farver generics ggplot2 glue gtable igraph isoband labeling lattice lifecycle magrittr Matrix pillar pkgconfig purrr R6 RColorBrewer rlang S7 scales stringi stringr tibble tidyr tidyselect utf8 vctrs viridisLite withr

Introduction to socialdrift

Rendered fromsocialdrift-intro.Rmdusingknitr::rmarkdown

Last update: 2026-04-19
Started: 2026-04-19

Help page	Topics
Coerce a data frame into a standardized social event table	as_social_events
Audit network metrics by user group over time	audit_group_disparities
Build a time series of graph snapshots	build_graph_series
Build a weighted graph snapshot from event data	build_graph_snapshot
Classify structural roles of users in a graph	classify_user_roles
Compute global clustering coefficient over time	clustering_ts
Compute community drift between adjacent time periods	community_drift
Community Fragmentation Index (CFI)	community_fragmentation_index
Measure concentration of incoming attention over time	creator_concentration
Compute degree inequality over time	degree_inequality_ts
Detect communities over time using the Louvain method	detect_communities_ts
Compute engagement gap between user groups over time	engagement_gap
Compute network density over time	network_density_ts
Compute the Network Drift Index (NDI) over time	network_drift
Compute the Network Drift Index (alias for network_drift)	network_drift_index
Plot the Network Drift Index over time	plot_network_drift
Plot one or more time-varying network metrics	plot_network_metrics
Plot role composition over time	plot_role_trajectories
Compute reciprocity over time	reciprocity_ts
Role Mobility Index (RMI)	role_mobility_index
Track user structural roles over time	role_trajectories
Simulated social interaction event log	sim_social_events
Summarize structural metrics across all periods in a graph series	summarize_network_series
Validate a standardized social event table	validate_social_events
Visibility Concentration Index (VCI)	visibility_concentration_index

Package: socialdrift 0.1.0

socialdrift: Temporal Auditing of Social Interaction Networks

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Development and contributors

Readme and manuals

Help Manual

Usage by other packages (reverse dependencies)