{ "_id": "6ad07781e2d863f662954c07", "Package": "grafzahl", "Title": "Supervised Machine Learning for Textual Data Using Transformers\nand 'Quanteda'", "Version": "0.0.12", "Authors@R": "person(\"Chung-hong\", \"Chan\", , \"chainsawtiney@gmail.com\", role = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0002-6232-7530\"))", "Description": "Duct tape the 'quanteda' ecosystem (Benoit et al., 2018)\n to modern Transformer-based text\nclassification models (Wolf et al., 2020)\n, in order to facilitate\nsupervised machine learning for textual data. This package\nmimics the behaviors of 'quanteda.textmodels' and provides a\nfunction to setup the 'Python' environment to use the\npretrained models from 'Hugging Face'\n. More information:\n.", "License": "GPL (>= 3)", "Encoding": "UTF-8", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.2", "URL": "https://gesistsa.github.io/grafzahl/,\nhttps://github.com/gesistsa/grafzahl", "BugReports": "https://github.com/gesistsa/grafzahl/issues", "Config/testthat/edition": "3", "LazyData": "true", "VignetteBuilder": "knitr", "Config/Needs/website": "gesistsa/tsatemplate", "Config/pak/sysreqs": "libicu-dev libpng-dev libxml2-dev python3", "Repository": "https://gesistsa.r-universe.dev", "Date/Publication": "2025-09-02 11:50:44 UTC", "RemoteUrl": "https://github.com/gesistsa/grafzahl", "RemoteRef": "HEAD", "RemoteSha": "904066193116b1e0646640d432a0c15a10da5c8d", "NeedsCompilation": "no", "Packaged": { "Date": "2026-10-15 06:27:03 UTC", "User": "root" }, "Author": "Chung-hong Chan [aut, cre] (ORCID:\n)", "Maintainer": "Chung-hong Chan ", "_user": "gesistsa", "_type": "src", "_file": "grafzahl_0.0.12.tar.gz", "_fileid": "https://r2.ropensci.org/a9a10226bb60a504a0e93c2138a29e8c551cdbdbf52f11cc1dadf0cf82f08357", "_filesize": 996865, "_sha256": "a9a10226bb60a504a0e93c2138a29e8c551cdbdbf52f11cc1dadf0cf82f08357", "_expires": "2027-01-23T06:49:24.000Z", "_created": "2026-10-15T06:27:03.000Z", "_published": "2026-10-15T06:49:37.567Z", "_buildurl": "https://github.com/r-universe/gesistsa/actions/runs/38692140810", "_status": "success", "_host": "GitHub-Actions", "_jobs": [ { "job": 116281772891, "time": 159, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11953225594" }, { "job": 116281772866, "time": 136, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11952787841" }, { "job": 116281772787, "time": 116, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "11952484990" }, { "job": 116281772827, "time": 174, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "11953218103" }, { "job": 116280347419, "time": 266, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "11953140172" }, { "job": 116281772870, "time": 124, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "11952782793" }, { "job": 116281772833, "time": 105, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11953340301" }, { "job": 116281772863, "time": 109, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "11952937537" }, { "job": 116281772976, "time": 88, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11953365222" } ], "_upstream": "https://github.com/gesistsa/grafzahl", "_commit": { "id": "904066193116b1e0646640d432a0c15a10da5c8d", "author": "Arthur Mühl ", "committer": "GitHub ", "message": "Update methodshub.qmd (#46)\n\nRemoving an outdated section, that does not need to be in the methodshub.qmd-file anymore to prepare for the methods hub launch.", "time": 1756813844 }, "_maintainer": { "name": "Chung-hong Chan", "email": "chainsawtiney@gmail.com", "login": "chainsawriot", "orcid": "0000-0002-6232-7530", "description": "", "uuid": 637269 }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.5", "role": "Depends" }, { "package": "jsonlite", "role": "Imports" }, { "package": "lime", "role": "Imports" }, { "package": "quanteda", "role": "Imports" }, { "package": "reticulate", "role": "Imports" }, { "package": "utils", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "knitr", "role": "Suggests" }, { "package": "quanteda.textmodels", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "withr", "role": "Suggests" } ], "_owner": "gesistsa", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 43, "_contributors": [ { "user": "chainsawriot", "count": 109, "uuid": 637269 }, { "user": "arthurmuehl", "count": 3, "uuid": 223466305 }, { "user": "bachl", "count": 2, "uuid": 6176704 } ], "_userbio": { "uuid": 143654576, "type": "organization", "name": "Transparent Social Analytics", "followers": 47, "description": "Open Science Tools and more maintained by Transparent Social Analytics Team, GESIS" }, "_downloads": { "count": 272, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/grafzahl" }, "_devurl": "https://github.com/gesistsa/grafzahl", "_pkgdown": "https://gesistsa.github.io/grafzahl/", "_searchresults": 5, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/grafzahl.html", "extra/manual.pdf", "extra/readme.html", "extra/readme.md" ], "_homeurl": "https://github.com/gesistsa/grafzahl", "_realowner": "gesistsa", "_cranurl": true, "_releases": [ { "version": "0.0.5", "date": "2023-01-20" }, { "version": "0.0.8", "date": "2023-04-12" }, { "version": "0.0.11", "date": "2024-03-26" }, { "version": "0.0.12", "date": "2025-06-18" } ], "_exports": [ "detect_conda", "detect_cuda", "get_amharic_data", "grafzahl", "hydrate", "setup_grafzahl", "textmodel_transformer", "use_nonconda" ], "_datasets": [ { "name": "ecosent", "title": "A Corpus Of Dutch News Headlines", "object": "ecosent", "class": [ "data.frame" ], "fields": [ "id", "headline", "value", "gold" ], "rows": 6322, "table": true, "tojson": true }, { "name": "supported_model_types", "title": "Supported model types", "object": "supported_model_types", "class": [ "character" ], "fields": [], "table": false, "tojson": true }, { "name": "unciviltweets", "title": "A Corpus Of Tweets With Incivility Labels", "object": "unciviltweets", "class": [ "corpus", "character" ], "fields": [], "table": false, "tojson": true } ], "_help": [ { "page": "detect_cuda", "title": "Detecting Miniconda And Cuda", "topics": [ "detect_conda", "detect_cuda" ] }, { "page": "ecosent", "title": "A Corpus Of Dutch News Headlines", "topics": [ "ecosent" ] }, { "page": "get_amharic_data", "title": "Download The Amharic News Text Classification Dataset", "topics": [ "get_amharic_data" ] }, { "page": "grafzahl", "title": "Fine tune a pretrained Transformer model for texts", "topics": [ "grafzahl", "grafzahl.character", "grafzahl.corpus", "grafzahl.default", "textmodel_transformer" ] }, { "page": "hydrate", "title": "Create a grafzahl S3 object from the output_dir", "topics": [ "hydrate" ] }, { "page": "predict.grafzahl", "title": "Prediction from a fine-tuned grafzahl object", "topics": [ "predict.grafzahl" ] }, { "page": "setup_grafzahl", "title": "Setup grafzahl", "topics": [ "setup_grafzahl" ] }, { "page": "supported_model_types", "title": "Supported model types", "topics": [ "supported_model_types" ] }, { "page": "unciviltweets", "title": "A Corpus Of Tweets With Incivility Labels", "topics": [ "unciviltweets" ] }, { "page": "use_nonconda", "title": "Set up grafzahl to be used on Google Colab or similar environments", "topics": [ "use_nonconda" ] } ], "_readme": "https://github.com/gesistsa/grafzahl/raw/HEAD/README.md", "_rundeps": [ "assertthat", "cli", "codetools", "cpp11", "farver", "fastmatch", "foreach", "ggplot2", "glmnet", "glue", "gower", "gtable", "here", "isoband", "ISOcodes", "iterators", "jsonlite", "labeling", "lattice", "lifecycle", "lime", "magrittr", "Matrix", "png", "quanteda", "R6", "rappdirs", "RColorBrewer", "Rcpp", "RcppEigen", "RcppTOML", "reticulate", "rlang", "rprojroot", "S7", "scales", "shape", "SnowballC", "stopwords", "stringi", "survival", "vctrs", "viridisLite", "withr", "xml2", "yaml" ], "_vignettes": [ { "source": "grafzahl.Rmd", "filename": "grafzahl.html", "title": "Setup Guide", "engine": "knitr::rmarkdown", "headings": [ "Google Colab and similar services", "Default Python", "Use conda, but not the grafzahl's default", "With Cuda", "Without Cuda", "Explanation: Important options and envvars" ], "created": "2024-03-25 09:17:41", "modified": "2024-03-25 09:17:41", "commits": 1 } ], "_score": 5.633468455579587, "_indexed": true, "_nocasepkg": "grafzahl", "_universes": [ "gesistsa", "chainsawriot" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.0.12", "date": "2026-10-15T06:30:22.000Z", "distro": "resolute", "commit": "904066193116b1e0646640d432a0c15a10da5c8d", "fileid": "https://r2.ropensci.org/71e14ea1b7a18ee6c991d5cbb6db8ee29d634876db09341c1583cee471289e51", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/gesistsa/actions/runs/38692140810" }, { "r": "4.6.1", "os": "linux", "version": "0.0.12", "date": "2026-10-15T06:30:02.000Z", "distro": "resolute", "commit": "904066193116b1e0646640d432a0c15a10da5c8d", "fileid": "https://r2.ropensci.org/1229f0028eae21f326f9acbe2af9b68a9a912ff79298a47ea9adec1db09d1577", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/gesistsa/actions/runs/38692140810" }, { "r": "4.5.3", "os": "mac", "version": "0.0.12", "date": "2026-10-15T06:40:30.000Z", "commit": "904066193116b1e0646640d432a0c15a10da5c8d", "fileid": "https://r2.ropensci.org/93349d1ed5c455ebfdb4886b9ce27d330bee3c3e83d7957f06400c6624b34995", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/gesistsa/actions/runs/38692140810" }, { "r": "4.6.1", "os": "mac", "version": "0.0.12", "date": "2026-10-15T06:48:05.000Z", "commit": "904066193116b1e0646640d432a0c15a10da5c8d", "fileid": "https://r2.ropensci.org/b9a01fef0b5974fba80a8be8b67867583a0ed846d87ddfdb5fbf7141638c5ab0", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/gesistsa/actions/runs/38692140810" }, { "r": "4.6.0", "os": "wasm", "version": "0.0.12", "date": "2026-10-15T06:30:26.000Z", "commit": "904066193116b1e0646640d432a0c15a10da5c8d", "fileid": "https://r2.ropensci.org/e925755a219d522ab57fe0706b2b76570103f6f053d85074d11af42bed23641c", "status": "success", "buildurl": "https://github.com/r-universe/gesistsa/actions/runs/38692140810" }, { "r": "4.7.0", "os": "win", "version": "0.0.12", "date": "2026-10-15T06:29:19.000Z", "commit": "904066193116b1e0646640d432a0c15a10da5c8d", "fileid": "https://r2.ropensci.org/ff6138be21c8fe714c4573eedf50b18c7a9f5bf5241fa467b79e6cbfb5755225", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/gesistsa/actions/runs/38692140810" }, { "r": "4.5.3", "os": "win", "version": "0.0.12", "date": "2026-10-15T06:29:28.000Z", "commit": "904066193116b1e0646640d432a0c15a10da5c8d", "fileid": "https://r2.ropensci.org/8a2370f8d274428a16ee299bb5f58e7c6ffbe72fe17a7f9194ebd981d438a5d1", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/gesistsa/actions/runs/38692140810" }, { "r": "4.6.1", "os": "win", "version": "0.0.12", "date": "2026-10-15T06:29:12.000Z", "commit": "904066193116b1e0646640d432a0c15a10da5c8d", "fileid": "https://r2.ropensci.org/f58cea59999cc16a478f2478de5a9eece841d962adc0a36eac23a50356f25ff6", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/gesistsa/actions/runs/38692140810" } ] }