{"id":27255374,"url":"https://github.com/alexchristensen/semnet","last_synced_at":"2025-04-11T02:19:32.485Z","repository":{"id":55430710,"uuid":"108455477","full_name":"AlexChristensen/SemNeT","owner":"AlexChristensen","description":"Methods and Measures for Semantic Network Analysis","archived":false,"fork":false,"pushed_at":"2023-08-10T17:19:21.000Z","size":2244,"stargazers_count":17,"open_issues_count":3,"forks_count":4,"subscribers_count":4,"default_branch":"master","last_synced_at":"2023-10-25T13:38:08.670Z","etag":null,"topics":["r","semantic-network-analysis"],"latest_commit_sha":null,"homepage":"","language":"R","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/AlexChristensen.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2017-10-26T19:19:20.000Z","updated_at":"2023-07-20T15:37:03.000Z","dependencies_parsed_at":"2023-10-20T16:34:39.009Z","dependency_job_id":null,"html_url":"https://github.com/AlexChristensen/SemNeT","commit_stats":{"total_commits":310,"total_committers":2,"mean_commits":155.0,"dds":0.4483870967741935,"last_synced_commit":"606d4228c7c87a398d80633924cc2803e2263f9b"},"previous_names":[],"tags_count":8,"template":null,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AlexChristensen%2FSemNeT","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AlexChristensen%2FSemNeT/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AlexChristensen%2FSemNeT/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AlexChristensen%2FSemNeT/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AlexChristensen","download_url":"https://codeload.github.com/AlexChristensen/SemNeT/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248328250,"owners_count":21085276,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["r","semantic-network-analysis"],"created_at":"2025-04-11T02:19:31.729Z","updated_at":"2025-04-11T02:19:32.470Z","avatar_url":"https://github.com/AlexChristensen.png","language":"R","funding_links":[],"categories":[],"sub_categories":[],"readme":"### CRAN 1.4.3 | GitHub 1.4.4\n\n[![Project Status: Active – The project has reached a stable, usable state and is being actively developed.](https://www.repostatus.org/badges/latest/active.svg)](https://www.repostatus.org/#active)[![Downloads Total](https://cranlogs.r-pkg.org/badges/grand-total/SemNeT?color=brightgreen)](https://cran.r-project.org/package=SemNeT) [![Downloads per month](http://cranlogs.r-pkg.org/badges/SemNeT?color=brightgreen)](https://cran.r-project.org/package=SemNeT) \n\n# How To Install\n```\nif(!\"devtools\" %in% row.names(installed.packages())){\n  install.packages(\"devtools\")\n}\n\ndevtools::install_github(\"AlexChristensen/SemNeT\", dependencies = c(\"Imports\", \"Suggests\"))\n```\n\n# How To Use\nChristensen, A. P., \u0026 Kenett, Y. N. (in press). Semantic network analysis (SemNA): A tutorial on preprocessing, estimating, and analyzing semantic networks. *Psychological Methods*. https://doi.org/10.1037/met0000463 (see [PsyArXiv](https://psyarxiv.com/eht87/) for preprint)\n\n# SemNeT\nSemNeT offers researchers several tools for the analysis of their semantic network data. As a part of a module of semantic network packages, SemNeT is the most general, providing statistical analyses for all types of semantic networks.\n\n## Forward Flow\nImplements the forward flow measure introduced by Gray et al. (2019) and semantic spaces from Beaty et al. (2021).\n\n## SemNeT Shiny\nFrom raw data to semantic network analysis in three lines of code: The Shiny app allows for integration with [*SemNetCleaner*](https://github.com/AlexChristensen/SemNetCleaner), streamlining the SemNA pipeline:\n```\n# Grouping variable\ngroup \u003c- SemNeT::open.group\n\n# Preprocessed data\nclean \u003c- SemNetCleaner::textcleaner(\n    data = SemNetCleaner::open.animals[,-c(1,2)], type = \"fluency\",\n    miss = 99, partBY = \"row\", dictionary = \"animals\"\n)\n\n# SemNeT Shiny app for network estimation and analyses\nSemNeT::SemNeTShiny()\n```\n\nThe point and click interface of the SemNeT Shiny app enables users to perform all analyses in the package as well as spreading activation analyses from the [*spreadr*](https://github.com/csqsiew/spreadr) package (Siew, 2019).\n\n# References\nBeaty, R. E., Zeitlen, D. C., Baker, B. S., \u0026 Kenett, Y. N. (2021).\nForward flow and creative thought: Assessing associative cognition and its role in divergent thinking.\n*Thinking Skills and Creativity*, 100859. https://doi.org/10.1016/j.tsc.2021.100859\n\nChristensen, A. P., Kenett, Y. N., Cotter, K. N., Beaty, R. E., \u0026 Silvia, P. J. (2018).\nRemotely close associations: Openness to experience and semantic memory structure.\n*European Journal of Personality*, *32*(4), 480-492. https://doi.org/10.1002/per.2157\n\nGray, K., Anderson, S., Chen, E. E., Kelly, J. M., Christian, M. S., Patrick, J., ... \u0026 Lewis, K. (2019).\n“Forward flow”: A new measure to quantify free thought and predict creativity.\n*American Psychologist*, *74*(5), 539-554. https://doi.org/10.1037/amp0000391\n\nKenett, Y. N., \u0026 Austerweil, J. L. (2016). Examining search processes in low and high creative individuals with random walks.\nIn *Paper presented at the proceedings of the 38th annual meeting of the cognitive sceince society* (pp. 313-318). Austin, TX. Retrieved from https://cogsci.mindmodeling.org/2016/papers/0066/index.html\n\nKenett, Y. N., Anaki, D., \u0026 Faust, M. (2014). Investigating the structure of semantic networks in low and high creative persons.\n*Frontiers in Human Neuroscience*, *8*, 407. https://doi.org/10.3389/fnhum.2014.00407\n\nKenett, Y. N., Wechsler-Kashi, D., Kenett, D. Y., Schwartz, R. G., Ben Jacob, E., \u0026 Faust, M. (2013).\nSemantic organization in children with cochlear implants: Computational analysis of verbal fluency.\n*Frontiers in Psychology*, 4. https://doi.org/10.3389/fpsyg.2013.00543\n\nSiew, C. S. Q. (2019).\nspreadr: An R package to simulate spreading activation in a network.\n*Behavior Research Methods*, *51*, 910-929. https://doi.org/10.3758/s13428-018-1186-5\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falexchristensen%2Fsemnet","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Falexchristensen%2Fsemnet","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falexchristensen%2Fsemnet/lists"}