{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Analyse en composantes principales (PCA) : prépositions d’inclusion en français 🇫🇷\n", "\n", "[Xiaoou WANG](https://scholar.google.fr/citations?user=vKAMMpwAAAAJ&hl=en)\n", "\n", "## Question\n", "\n", "Gréa (2017) compare 5 prépositions qui dénotent l'inclusion en français :\n", "\n", "* parmi\n", "* au centre de\n", "* au milieu de \n", "* au coeur de \n", "* au sein de \n", "\n", "Quel est donc le profil sémantique de chaque préposition ? Plus concrètement, avec quel type d'entités tendent à apparaître ces prépositions ?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Métrique\n", "\n", "Gréa utilise une mesure d'association appelée calcul des spécificités basées sur une distribution hypergéométrique.\n", "\n", "En gros plus la valeur est grande, plus des éléments sont proches. Il a appliqué cette mesure sur le corpus FrWac. Pour plus de détails, allez sur le lien ci-dessous.\n", "\n", "https://www.degruyter.com/document/doi/10.1515/cog-2015-0127/html\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2021-03-21T17:47:10.735265Z", "start_time": "2021-03-21T17:47:10.599Z" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A data.frame: 6 × 5
centrecoeurmilieuparmisein
<dbl><dbl><dbl><dbl><dbl>
entreprise-281.14-651.39-545.23-1685.264226.02
équipe-274.36-913.40-432.42-1129.203829.95
groupe-218.55-932.95-269.59-1071.623490.06
établissement-128.13-367.62-236.78 -677.871913.47
association-114.08-330.25-172.95 -498.831522.44
service-103.45-279.61-181.29 -495.381443.34
\n" ], "text/latex": [ "A data.frame: 6 × 5\n", "\\begin{tabular}{r|lllll}\n", " & centre & coeur & milieu & parmi & sein\\\\\n", " & & & & & \\\\\n", "\\hline\n", "\tentreprise & -281.14 & -651.39 & -545.23 & -1685.26 & 4226.02\\\\\n", "\téquipe & -274.36 & -913.40 & -432.42 & -1129.20 & 3829.95\\\\\n", "\tgroupe & -218.55 & -932.95 & -269.59 & -1071.62 & 3490.06\\\\\n", "\tétablissement & -128.13 & -367.62 & -236.78 & -677.87 & 1913.47\\\\\n", "\tassociation & -114.08 & -330.25 & -172.95 & -498.83 & 1522.44\\\\\n", "\tservice & -103.45 & -279.61 & -181.29 & -495.38 & 1443.34\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 6 × 5\n", "\n", "| | centre <dbl> | coeur <dbl> | milieu <dbl> | parmi <dbl> | sein <dbl> |\n", "|---|---|---|---|---|---|\n", "| entreprise | -281.14 | -651.39 | -545.23 | -1685.26 | 4226.02 |\n", "| équipe | -274.36 | -913.40 | -432.42 | -1129.20 | 3829.95 |\n", "| groupe | -218.55 | -932.95 | -269.59 | -1071.62 | 3490.06 |\n", "| établissement | -128.13 | -367.62 | -236.78 | -677.87 | 1913.47 |\n", "| association | -114.08 | -330.25 | -172.95 | -498.83 | 1522.44 |\n", "| service | -103.45 | -279.61 | -181.29 | -495.38 | 1443.34 |\n", "\n" ], "text/plain": [ " centre coeur milieu parmi sein \n", "entreprise -281.14 -651.39 -545.23 -1685.26 4226.02\n", "équipe -274.36 -913.40 -432.42 -1129.20 3829.95\n", "groupe -218.55 -932.95 -269.59 -1071.62 3490.06\n", "établissement -128.13 -367.62 -236.78 -677.87 1913.47\n", "association -114.08 -330.25 -172.95 -498.83 1522.44\n", "service -103.45 -279.61 -181.29 -495.38 1443.34" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "load(\"TaLC2020.RData\")\n", "head(inclusion)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PCA \n", "\n", "### Combien de dimensions\n", "\n", "De toute évidence, les trois premières dimensions suffisent pour représenter les variables." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2021-03-21T17:52:45.601815Z", "start_time": "2021-03-21T17:52:45.250Z" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A matrix: 5 × 3 of type dbl
eigenvaluevariance.percentcumulative.variance.percent
Dim.12.0160061540.320123 40.32012
Dim.21.3707793027.415586 67.73571
Dim.31.0393764120.787528 88.52324
Dim.40.5071309910.142620 98.66586
Dim.50.06670716 1.334143100.00000
\n" ], "text/latex": [ "A matrix: 5 × 3 of type dbl\n", "\\begin{tabular}{r|lll}\n", " & eigenvalue & variance.percent & cumulative.variance.percent\\\\\n", "\\hline\n", "\tDim.1 & 2.01600615 & 40.320123 & 40.32012\\\\\n", "\tDim.2 & 1.37077930 & 27.415586 & 67.73571\\\\\n", "\tDim.3 & 1.03937641 & 20.787528 & 88.52324\\\\\n", "\tDim.4 & 0.50713099 & 10.142620 & 98.66586\\\\\n", "\tDim.5 & 0.06670716 & 1.334143 & 100.00000\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A matrix: 5 × 3 of type dbl\n", "\n", "| | eigenvalue | variance.percent | cumulative.variance.percent |\n", "|---|---|---|---|\n", "| Dim.1 | 2.01600615 | 40.320123 | 40.32012 |\n", "| Dim.2 | 1.37077930 | 27.415586 | 67.73571 |\n", "| Dim.3 | 1.03937641 | 20.787528 | 88.52324 |\n", "| Dim.4 | 0.50713099 | 10.142620 | 98.66586 |\n", "| Dim.5 | 0.06670716 | 1.334143 | 100.00000 |\n", "\n" ], "text/plain": [ " eigenvalue variance.percent cumulative.variance.percent\n", "Dim.1 2.01600615 40.320123 40.32012 \n", "Dim.2 1.37077930 27.415586 67.73571 \n", "Dim.3 1.03937641 20.787528 88.52324 \n", "Dim.4 0.50713099 10.142620 98.66586 \n", "Dim.5 0.06670716 1.334143 100.00000 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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EAAAQQQQAABBBBQgVAYEPCGwMKFC+XNN98043508gRXydk65GzRSX9MsWLFzEsN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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "library(FactoMineR)\n", "library(\"factoextra\")\n", "mca.object <- PCA(inclusion, graph=FALSE)\n", "eig.val <- get_eigenvalue(mca.object)\n", "eig.val\n", "fviz_screeplot(mca.object, addlabels = TRUE, ylim = c(0, 45))\n", "pca.object <- PCA(inclusion, graph=F)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Graphe des variables\n", "\n", "Grâce au graphe des variables, vous pouvez voir se dessiner 3 profils :\n", "\n", "* au sein de (en haut à gauche)\n", "* au centre de et au coeur de (en haut à droite)\n", "* au milieu de et parmi (en bas à droite)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2021-03-21T17:54:59.147927Z", "start_time": "2021-03-21T17:54:49.857Z" } }, "outputs": [ { "data": { "image/png": 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3by3HPPCYylWrVqMYYv0CeIxyMBlxPw2UDKnTu3YEFCw6lTp0q2bNlUxjNirgPc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jIR5ejsaOHauuBHXr1pWff/45siq4nwRI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EClYgqwAp7L1qho4++mj/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\nwGOPPWbnnHOO77O0yy6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Qh0797dNtxw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\nB0cDuak2QxcXugAZP368b4KndJ5K7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H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WtY92mkrcXNdoKuJwaV0S7nrdVk0rN/Fui0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\nAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ " # graph of variables\n", " plot.PCA(pca.object, choix=\"var\", title=\"\")\n", " # graph of individuals\n", " plot.PCA(pca.object, cex=0.8, autoLab=\"auto\", shadowtext = FALSE, title=\"\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Graphe des individus\n", "\n", "Cependant, le graphe des individus est à peine lisible car il y a trop d'items. De ce fait nous devons filtrer les items peu utiles aux 3 profils mentionnés plus haut.\n", "\n", "En mettant `select=\"coord 20\"` comme option, seuls les 20 items aux valeurs les plus extrêmes sont affichés." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2021-03-21T17:57:23.471276Z", "start_time": "2021-03-21T17:57:19.549Z" } }, "outputs": [ { "data": { "image/png": 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DCB9SrY+XK6CCCAAAIIIIAAAggggEChAgRIhdLwAgIIIIAAAggggAACCFQ0AQKk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Lt27XwmOrVe6bGyt4V19Lt79+6+256OcdCgQTZt2jTf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\nYZrJ/Y7miDZ4B3AMPzr8+nzxgDHTL64FpAxyymc0URB0TFjbSRgvGubkdW2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aoSKCWZeTI8pDrDjPHnvsUVGdifGaa65p/UOT4cJkGe1W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SAEhECvIbDrrruGpZZaKrz33nsVfSDP13e+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\nBgIIIIAAAggggAACCOSbAAFSvp1x2osAAggggAACCCCAAAJJBSokfSeEb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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "plot.PCA(pca.object, select=\"coord 20\", title=\"select=\\\"coord 20\\\"\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Remarques et Conclusions\n", "\n", "En combinant les informations provenant des variables et des individus, nous pouvons voir que :\n", "\n", "* `au sein de ` tend à apparaître avec des noms collectifs dénotant des organisations constituées d'humains\n", "\n", "* `au centre de et au coeur de` tend à apparaître avec des noms dénotant des zones urbaines (ville, village, quartier) ainsi que des idées et pensées (préoccupations, débat).\n", "\n", "* Enfin, `au milieu de et parmi` tend à apparaître avec des noms dénotant des groupes d'individus (hommes, personnes, members).\n", "\n", "Cependant, la distinction entre les types d'une même catégorie rest peu apparente. `Au centre du conflit` désigne par exemple un humain qui est soit l'enquêteur soit la partie directement concernée d'un conflit, alors que `au coeur du conflit` dénote plutôt quelque chose de temporel ou de spatial comme `au pic du conflit`/`en plein conflit`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Références principales\n", "\n", "Gréa, Philippe. 2017. “Inside in French.” Cognitive Linguistics 28 (1): 77–130.\n", "\n", "Cours de Guillaume Desagulier intitulé linguistique outillée et traitements statistiques :\n", "https://corpling.modyco.fr/workshops/M2TAL/4.multivariate.html\n", "\n", "Guillaume Desagulier. Multivariate Exploratory Approaches. 2020. ffhalshs-01926339v3ff\n", "\n", "Paquot, M., & Gries, S. (2020). The practical handbook of corpus linguistics." ] } ], "metadata": { "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.6.3" }, "nbTranslate": { "displayLangs": [ "*" ], "hotkey": "alt-t", "langInMainMenu": true, "sourceLang": "en", "targetLang": "fr", "useGoogleTranslate": true }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": false, "skip_h1_title": true, "title_cell": "Table des matières", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 1 }