From ebc44aeedd22806482fa44cde983eff0528ed783 Mon Sep 17 00:00:00 2001 From: 7404ea6678ce6fbf3a726e36f2bf2079 <7404ea6678ce6fbf3a726e36f2bf2079@app-learninglab.inria.fr> Date: Thu, 10 Oct 2024 15:18:44 +0000 Subject: [PATCH] Correct some problems of analysis code and progress on exchanges graph representation --- module3/exo3/exercice_fr.ipynb | 739 ++++++++++++++++++++++++++------- 1 file changed, 597 insertions(+), 142 deletions(-) diff --git a/module3/exo3/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb index 5881659..5a2de1e 100644 --- a/module3/exo3/exercice_fr.ipynb +++ b/module3/exo3/exercice_fr.ipynb @@ -103,9 +103,9 @@ "# qui va nous servir d'intermédiaire avant la création du dataframe pandas\n", "import pandas as pd\n", "# Le dictionnaire établi une structure en tableau à 5 colonnes permettant d'enregistrer\n", - "# l'auteur, le destinataire, l'acte, la scène, ainsi que la longueur en termes de mots \n", + "# l'auteur, le destinataire, l'acte, la scène, le contenu de la réplique, ainsi que sa longueur en termes de mots \n", "# pour chaque réplique de la pièce\n", - "avareAnalysisDict = {'author':[],'recipient':[],'act':[],'scene':[],'speech_length':[]}\n", + "avareAnalysisDict = {'author':[],'recipient':[],'act':[],'scene':[],'speech':[],'speech_length':[]}\n", "textDataSynthesisTableDf = None\n", "\n", "# Nous créons également d'ores et déjà un dictionnaire des personnages de la scène\n", @@ -308,45 +308,39 @@ " # La ligne au-dessus crée une liste dont chaque élément\n", " # est séparé par des virgules\n", " # typiquement \"tata, titi, toto\".split(',') --> ['tata', ' titi', ' toto']\n", + " \n", " # Création d'un dictionnaire vide temporaire pour enregistrer les liens\n", " # ainsi que la couleur à paramétrer\n", " persoCaracs = {\"links\":[],\"color\":None}\n", - " # On va traiter la ligne particulière qui introduit\n", - " # le commissaire ainsi que son clerc\n", + " \n", + " # On va traiter la ligne particulière qui introduit le commissaire ainsi que son clerc\n", " m = re.match(\"le commissaire\", parts[0], re.IGNORECASE)\n", " if not m:\n", - " # Ce n'est pas la ligne du commissaire\n", + " # Ce n'est pas la ligne du commissaire.\n", " # Le premier élément donne le nom du personnage, indice 0 de la liste\n", " # Les éléments suivants donnent les liens avec les autres personnages\n", " # On parcours le reste de ces derniers\n", " for elt in parts[1:]:\n", - " # En regardant cette partie dans le fichier,\n", - " # on voit que soit les parties commencent\n", - " # par un espace et une lettre,\n", - " # soit un espace et un \"et\" que l'on ne\n", - " # souhaite pas capturer\n", - " # On vérifie si l'élément commence par \" et \" ou non\n", + " # En regardant cette partie dans le fichier, on voit que soit les parties commencent\n", + " # par un espace et une lettre, soit un espace et un \"et\" que l'on ne souhaite pas capturer\n", + " # On vérifie si l'élément commence par \" et \"\n", " if elt.startswith(\" et \"):\n", - " # L'élément commence bien par \" et \"\n", - " # on enlève cette partie\n", + " # L'élément commence bien par \" et \" on enlève cette partie\n", " currentLink = elt[4:]\n", " else:\n", - " # Ce n'est pas le cas, on enlève juste\n", - " # l'espace\n", + " # Ce n'est pas le cas, on enlève juste l'espace\n", " currentLink = elt[1:]\n", " persoCaracs[\"links\"].append(currentLink)\n", " # Fin de la boucle for\n", + " \n", " # On enregistre le dictionnaire temporaire des caractéristiques\n", " # du personnage courant rempli, dans le dictionnaire\n", " # global des personnages\n", " emptyPersoDict[parts[0]] = persoCaracs\n", " else:\n", - " # C'est la ligne du commissaire,\n", - " # la seconde partie définit le personnage du clerc\n", - " # et commence par \" et \" \n", + " # C'est la ligne du commissaire, la seconde partie définit le personnage du clerc et commence par \" et \" \n", " emptyPersoDict[parts[0]] = persoCaracs\n", - " # On fait une copie profonde pour ne pas\n", - " # que l'objet partage la même adresse mémoire\n", + " # On fait une copie profonde pour ne pas que l'objet partage la même adresse mémoire\n", " clercCaracs = copy.deepcopy(persoCaracs)\n", " clercCaracs[\"links\"].append(\"assistant du commissaire\")\n", " emptyPersoDict[parts[1][4:]] = clercCaracs\n", @@ -472,8 +466,9 @@ " # Variable contenant l'auteur courant de la réplique analysée\n", " # Nous l'initialisons à la valeur vide None\n", " currentAuthor = None\n", - " # Variable donnant le nombre de mots de la réplique courante\n", - " # analysée. On l'initialise à 0.\n", + " # Variable qui va contenir le contenu des répliques initialisée à chaîne de caractères vide\n", + " currentSpeechContent = ''\n", + " # Variable donnant le nombre de mots de la réplique courante analysée. On l'initialise à 0.\n", " currentSpeechLen = 0\n", " \n", " # Boucle principale de parcours du fichier texte\n", @@ -503,9 +498,14 @@ " # par la réplique considérée ici.\n", " emptyAnalysisDict['act'].append(actNum-1)\n", " emptyAnalysisDict['scene'].append(sceneNum)\n", + " emptyAnalysisDict['speech'].append(currentSpeechContent)\n", " emptyAnalysisDict['speech_length'].append(currentSpeechLen)\n", " # On remet à zéro le numéro de la scène\n", " sceneNum = 0\n", + " # Variable qui va contenir le contenu des répliques initialisée à chaîne de caractères vide\n", + " currentSpeechContent = ''\n", + " # Variable qui va contenir le nombre de mots des répliques initialisée à 0\n", + " currentSpeechLen = 0\n", " elif sceneLinePattern.match(currentLine):\n", " # Déclaration d'une scène de la pièce\n", " # On incrémente le numéro de scène\n", @@ -522,6 +522,7 @@ " emptyAnalysisDict['recipient'].append(previousAuthor)\n", " emptyAnalysisDict['act'].append(actNum)\n", " emptyAnalysisDict['scene'].append(sceneNum-1)\n", + " emptyAnalysisDict['speech'].append(currentSpeechContent)\n", " emptyAnalysisDict['speech_length'].append(currentSpeechLen)\n", " \n", " # On met temporairement la variable\n", @@ -532,6 +533,9 @@ " scenePersoList = []\n", " # On réinitialise les autres variables de l'auteur et de la taille d'une réplique\n", " currentAuthor = None\n", + " # Variable qui va contenir le contenu des répliques initialisée à chaîne de caractères vide\n", + " currentSpeechContent = ''\n", + " # Variable qui va contenir le nombre de mots des répliques initialisée à 0\n", " currentSpeechLen = 0\n", " else:\n", " # La ligne courante est une ligne autre,\n", @@ -563,15 +567,54 @@ " # La ligne commence avec un espace, elle déclare donc l'auteur d'une réplique\n", " # on va parcourir la liste des protagonistes de la scène et identifier l'auteur\n", " for perso in scenePersoList:\n", - " # On fait une recherche ignorant si les lettres sont en majuscules ou minuscules\n", - " # grâce à l'option passée à la fonction de recherche d'expression régulière\n", - " # re.IGNORECASE. On traite également du problèe posé par les maitre/maîtres\n", - " # car les valeurs utilisées dans scenePersoList sont celles issues du dictionnaire\n", - " # des personnages créé à partir de la liste en début de pièce.\n", + " ##################################################################################################\n", + " ##################################################################################################\n", + " # La poursuite du travail nous a permis de voir qu'il y avait un problème avec l'approche suivante\n", + " # qui a été mise en commentaires:\n", + " # ________________________________________________________________________________________________\n", + " ## On fait une recherche ignorant si les lettres sont en majuscules ou minuscules\n", + " ## grâce à l'option passée à la fonction de recherche d'expression régulière\n", + " ## re.IGNORECASE. On traite également du problèe posé par les maitre/maîtres\n", + " ## car les valeurs utilisées dans scenePersoList sont celles issues du dictionnaire\n", + " ## des personnages créé à partir de la liste en début de pièce.\n", + " #persoRegex = perso\n", + " #if perso.startswith(\"Maitre\"):\n", + " # persoRegex = persoRegex.replace('Maitre','Maître')\n", + " #m = re.search(persoRegex, currentLine, re.IGNORECASE)\n", + " # ________________________________________________________________________________________________\n", + " # En effet, la ligne suivante extraite du texte pose problème à cette approche:\n", + " # HARPAGON *bas à Valère*. --> il y a deux personnages cités dans cette ligne de déclaration\n", + " # de l'auteur de la réplique ce qui va fausser notre traitement.\n", + " # Nous allons donc implémenter la correction suivante en ignorant pas si les lettres sont en majuscule\n", + " # ou en minuscule, mais en faisant en sorte de transformer la chaîne de caractères qui est contenue\n", + " # dans 'perso' en son équivalent tout en majuscule.\n", + " # Malheureusement, en continuant l'investigation entreprise à ce moment là, nous nous sommes rendus compte\n", + " # d'un autre problème non identifié auparavant. Il arrive qu'un personnage intervenant dans une scène\n", + " # ne soit pas listé en début de scène (ex. Valère Acte 3, scène 9)\n", + " # La liste des personnages d'une scène que nous avions constituée pour gagner du temps dans l'analyse\n", + " # n'est donc pas assez fiable et l'on doit systématiquement parcourir la liste de l'ensemble des personnages\n", + " # de la pièce.\n", " persoRegex = perso\n", " if perso.startswith(\"Maitre\"):\n", " persoRegex = persoRegex.replace('Maitre','Maître')\n", - " m = re.search(persoRegex, currentLine, re.IGNORECASE)\n", + " persoRegex = persoRegex.upper()\n", + " m = re.search(persoRegex, currentLine)\n", + " # Pour traiter le cas où un personnage d'une scène ne serait pas déclaré dans la ligne prévue\n", + " # à cette effet, on va vérifier si l'auteur déclaré existe dans le dictionnaire global des personnages\n", + " if not m:\n", + " for perso in avarePersoDict:\n", + " # On ne teste que les personnages qui ne sont pas dans la liste des personnages de la scène\n", + " if perso not in scenePersoList:\n", + " persoRegex = perso\n", + " if perso.startswith(\"Maitre\"):\n", + " persoRegex = persoRegex.replace('Maitre','Maître')\n", + " persoRegex = persoRegex.upper()\n", + " m = re.search(persoRegex, currentLine)\n", + " if m:\n", + " # Le personnage existe dans le dictionnaire mais n'a pas été correctement déclaré\n", + " # on l'ajoute à la liste des personnages de la scène\n", + " scenePersoList.append(perso)\n", + " ###################################################################################################\n", " if m:\n", " # le résultats de la recherche n'est pas vide, l'auteur est trouvé.\n", " # Vérifions si quelqu'un a déjà parlé dans la scène auquel cas l'auteur\n", @@ -587,7 +630,10 @@ " emptyAnalysisDict['recipient'].append(perso)\n", " emptyAnalysisDict['act'].append(actNum)\n", " emptyAnalysisDict['scene'].append(sceneNum)\n", + " emptyAnalysisDict['speech'].append(currentSpeechContent)\n", " emptyAnalysisDict['speech_length'].append(currentSpeechLen)\n", + " # On réinitialise la variable enregistrant le contenu de la réplique courante\n", + " currentSpeechContent = ''\n", " # On réinitialise la variable mesurant le nombre de mot d'une réplique\n", " currentSpeechLen = 0\n", " # Fin du si sur le test de savoir si il y a un auteur d'une réplique\n", @@ -614,6 +660,7 @@ " #if actNum==1 and sceneNum==1:\n", " # print(\"Ligne de dialogue : {}\".format(currentLine))\n", " # print(\"Nombre de mots comptés : {:d}\".format(nbWords))\n", + " currentSpeechContent += currentLine\n", " currentSpeechLen += nbWords\n", " # Il faut tester si c'est la dernière ligne de la pièce\n", " # et mettre à jour le dictionnaire dans ce seul cas\n", @@ -626,6 +673,7 @@ " emptyAnalysisDict['recipient'].append(previousAuthor)\n", " emptyAnalysisDict['act'].append(actNum)\n", " emptyAnalysisDict['scene'].append(sceneNum)\n", + " emptyAnalysisDict['speech'].append(currentSpeechContent)\n", " emptyAnalysisDict['speech_length'].append(currentSpeechLen)\n", " \n", " else:\n", @@ -711,6 +759,7 @@ " author\n", " recipient\n", " scene\n", + " speech\n", " speech_length\n", " \n", " \n", @@ -721,6 +770,7 @@ " Valère\n", " Élise\n", " 1\n", + " \\n\\nHé quoi, charmante Élise, vous devenez mél...\n", " 58\n", " \n", " \n", @@ -729,6 +779,7 @@ " Élise\n", " Valère\n", " 1\n", + " Non, Valère, je ne puis pas me repentir de tou...\n", " 68\n", " \n", " \n", @@ -737,6 +788,7 @@ " Valère\n", " Élise\n", " 1\n", + " Hé que pouvez-vous craindre, Élise, dans les b...\n", " 14\n", " \n", " \n", @@ -745,6 +797,7 @@ " Élise\n", " Valère\n", " 1\n", + " Hélas ! cent choses à la fois : L'emportement ...\n", " 51\n", " \n", " \n", @@ -753,6 +806,7 @@ " Valère\n", " Élise\n", " 1\n", + " Ah ! ne me faites pas ce tort, de juger de moi...\n", " 45\n", " \n", " \n", @@ -761,6 +815,7 @@ " Élise\n", " Valère\n", " 1\n", + " Ah ! Valère, chacun tient les mêmes discours.T...\n", " 26\n", " \n", " \n", @@ -769,6 +824,7 @@ " Valère\n", " Élise\n", " 1\n", + " Puisque les seules actions font connaître ce q...\n", " 70\n", " \n", " \n", @@ -777,6 +833,7 @@ " Élise\n", " Valère\n", " 1\n", + " Hélas ! qu'avec facilité on se laisse persuade...\n", " 63\n", " \n", " \n", @@ -785,6 +842,7 @@ " Valère\n", " Élise\n", " 1\n", + " Mais pourquoi cette inquiétude ?\\n\\n\n", " 4\n", " \n", " \n", @@ -793,6 +851,7 @@ " Élise\n", " Valère\n", " 1\n", + " Je n'aurais rien à craindre, si tout le monde ...\n", " 224\n", " \n", " \n", @@ -801,6 +860,7 @@ " Valère\n", " Élise\n", " 1\n", + " De tout ce que vous avez dit, ce n'est que par...\n", " 138\n", " \n", " \n", @@ -809,6 +869,7 @@ " Élise\n", " Valère\n", " 1\n", + " Ah ! Valère, ne bougez d'ici, je vous prie ; e...\n", " 22\n", " \n", " \n", @@ -817,6 +878,7 @@ " Valère\n", " Élise\n", " 1\n", + " Vous voyez comme je m'y prends, et les adroite...\n", " 215\n", " \n", " \n", @@ -825,6 +887,7 @@ " Élise\n", " Valère\n", " 1\n", + " Mais que ne tâchez-vous aussi à gagner l'appui...\n", " 24\n", " \n", " \n", @@ -833,6 +896,7 @@ " Valère\n", " Élise\n", " 1\n", + " On ne peut pas ménager l'un et l'autre ; et l'...\n", " 86\n", " \n", " \n", @@ -841,6 +905,7 @@ " Élise\n", " Valère\n", " 1\n", + " Je ne sais si j'aurai la force de lui faire ce...\n", " 13\n", " \n", " \n", @@ -849,6 +914,7 @@ " Cléante\n", " Élise\n", " 2\n", + " \\n\\nJe suis bien aise de vous trouver seule, m...\n", " 24\n", " \n", " \n", @@ -857,6 +923,7 @@ " Élise\n", " Cléante\n", " 2\n", + " Me voilà prête à vous ouïr, mon Frère. Qu'avez...\n", " 14\n", " \n", " \n", @@ -865,6 +932,7 @@ " Cléante\n", " Élise\n", " 2\n", + " Bien des choses, ma Sœur, enveloppées dans un ...\n", " 10\n", " \n", " \n", @@ -873,6 +941,7 @@ " Élise\n", " Cléante\n", " 2\n", + " Vous aimez ?\\n\\n\n", " 2\n", " \n", " \n", @@ -881,6 +950,7 @@ " Cléante\n", " Élise\n", " 2\n", + " Oui, j'aime.Mais avant que d'aller plus loin, ...\n", " 173\n", " \n", " \n", @@ -889,6 +959,7 @@ " Élise\n", " Cléante\n", " 2\n", + " Vous êtes-vous engagé, mon Frère, avec celle q...\n", " 11\n", " \n", " \n", @@ -897,6 +968,7 @@ " Cléante\n", " Élise\n", " 2\n", + " Non ; mais j'y suis résolu ; et je vous conjur...\n", " 24\n", " \n", " \n", @@ -905,6 +977,7 @@ " Élise\n", " Cléante\n", " 2\n", + " Suis-je, mon Frère, une si étrange personne ?\\n\\n\n", " 8\n", " \n", " \n", @@ -913,6 +986,7 @@ " Cléante\n", " Élise\n", " 2\n", + " Non, ma Sœur, mais vous n'aimez pas.Vous ignor...\n", " 26\n", " \n", " \n", @@ -921,6 +995,7 @@ " Élise\n", " Cléante\n", " 2\n", + " Hélas ! mon Frère, ne parlons point de ma sage...\n", " 43\n", " \n", " \n", @@ -929,6 +1004,7 @@ " Cléante\n", " Élise\n", " 2\n", + " Ah ! plût au Ciel que votre âme comme la mienn...\n", " 10\n", " \n", " \n", @@ -937,6 +1013,7 @@ " Élise\n", " Cléante\n", " 2\n", + " Finissons auparavant votre affaire, et me dite...\n", " 13\n", " \n", " \n", @@ -945,6 +1022,7 @@ " Cléante\n", " Élise\n", " 2\n", + " Une jeune personne qui loge depuis peu en ces ...\n", " 150\n", " \n", " \n", @@ -953,6 +1031,7 @@ " Élise\n", " Cléante\n", " 2\n", + " J'en vois beaucoup, mon Frère, dans les choses...\n", " 27\n", " \n", " \n", @@ -962,317 +1041,411 @@ " ...\n", " ...\n", " ...\n", + " ...\n", " \n", " \n", - " 927\n", + " 929\n", " 5\n", " Harpagon\n", " Valère\n", " 5\n", + " Maître Jacques.\\n\\n\n", " 2\n", " \n", " \n", - " 928\n", + " 930\n", " 5\n", " Valère\n", " Maitre Jacques\n", " 5\n", + " C'est toi qui le dis ?\\n\\n\n", " 6\n", " \n", " \n", - " 929\n", + " 931\n", " 5\n", " Maitre Jacques\n", " Harpagon\n", " 5\n", + " Vous voyez que je ne dis rien.\\n\\n\n", " 7\n", " \n", " \n", - " 930\n", + " 932\n", " 5\n", " Harpagon\n", " Valère\n", " 5\n", + " Oui. Voilà Monsieur le Commissaire qui a reçu ...\n", " 10\n", " \n", " \n", - " 931\n", + " 933\n", " 5\n", " Valère\n", " Harpagon\n", " 5\n", + " Pouvez-vous me croire capable d'une action si ...\n", " 10\n", " \n", " \n", - " 932\n", + " 934\n", " 5\n", " Harpagon\n", " Valère\n", " 5\n", + " Capable, ou non capable, je veux ravoir mon ar...\n", " 9\n", " \n", " \n", - " 933\n", + " 935\n", " 5\n", " Cléante\n", " Harpagon\n", " 6\n", + " \\n\\nNe vous tourmentez point, mon Père, et n'a...\n", " 41\n", " \n", " \n", - " 934\n", + " 936\n", " 5\n", " Harpagon\n", " Cléante\n", " 6\n", + " Où est-il ?\\n\\n\n", " 3\n", " \n", " \n", - " 935\n", + " 937\n", " 5\n", " Cléante\n", " Harpagon\n", " 6\n", + " Ne vous en mettez point en peine. Il est en li...\n", " 47\n", " \n", " \n", - " 936\n", + " 938\n", " 5\n", " Harpagon\n", " Cléante\n", " 6\n", + " N'en a-t-on rien ôté ?\\n\\n\n", " 7\n", " \n", " \n", - " 937\n", + " 939\n", " 5\n", " Cléante\n", " Mariane\n", " 6\n", + " Rien du tout. Voyez si c'est votre dessein de ...\n", " 36\n", " \n", " \n", - " 938\n", + " 940\n", " 5\n", " Mariane\n", " Anselme\n", " 6\n", + " Mais vous ne savez pas, que ce n'est pas assez...\n", " 36\n", " \n", " \n", - " 939\n", + " 941\n", " 5\n", " Anselme\n", " Harpagon\n", " 6\n", + " Le Ciel, mes Enfants, ne me redonne point à vo...\n", " 61\n", " \n", " \n", - " 940\n", + " 942\n", " 5\n", " Harpagon\n", " Cléante\n", " 6\n", + " Il faut, pour me donner conseil, que je voie m...\n", " 11\n", " \n", " \n", - " 941\n", + " 943\n", " 5\n", " Cléante\n", " Harpagon\n", " 6\n", + " Vous la verrez saine et entière.\\n\\n\n", " 6\n", " \n", " \n", - " 942\n", + " 944\n", " 5\n", " Harpagon\n", " Anselme\n", " 6\n", + " Je n'ai point d'argent à donner en mariage à m...\n", " 13\n", " \n", " \n", - " 943\n", + " 945\n", " 5\n", " Anselme\n", " Harpagon\n", " 6\n", + " Hé bien, j'en ai pour eux, que cela ne vous in...\n", " 13\n", " \n", " \n", - " 944\n", + " 946\n", " 5\n", " Harpagon\n", " Anselme\n", " 6\n", + " Vous obligerez-vous à faire tous les frais de ...\n", " 12\n", " \n", " \n", - " 945\n", + " 947\n", " 5\n", " Anselme\n", " Harpagon\n", " 6\n", + " Oui, je m'y oblige.Êtes-vous satisfait ?\\n\\n\n", " 8\n", " \n", " \n", - " 946\n", + " 948\n", " 5\n", " Harpagon\n", " Anselme\n", " 6\n", + " Oui, pourvu que pour les Noces vous me fassiez...\n", " 12\n", " \n", " \n", - " 947\n", + " 949\n", " 5\n", " Anselme\n", " Le commissaire\n", " 6\n", + " D'accord. Allons jouir de l'allégresse que cet...\n", " 13\n", " \n", " \n", - " 948\n", + " 950\n", " 5\n", " Le commissaire\n", " Harpagon\n", " 6\n", + " Holà, Messieurs, holà.Tout doucement, s'il vou...\n", " 14\n", " \n", " \n", - " 949\n", + " 951\n", " 5\n", " Harpagon\n", " Le commissaire\n", " 6\n", + " Nous n'avons que faire de vos écritures.\\n\\n\n", " 8\n", " \n", " \n", - " 950\n", + " 952\n", " 5\n", " Le commissaire\n", " Harpagon\n", " 6\n", + " Oui.Mais je ne prétends pas, moi, les avoir fa...\n", " 12\n", " \n", " \n", - " 951\n", + " 953\n", " 5\n", " Harpagon\n", " Maitre Jacques\n", " 6\n", + " Pour votre paiement, voilà un Homme que je vou...\n", " 12\n", " \n", " \n", - " 952\n", + " 954\n", " 5\n", " Maitre Jacques\n", " Anselme\n", " 6\n", + " Hélas ! comment faut-il donc faire ? On me don...\n", " 23\n", " \n", " \n", - " 953\n", + " 955\n", " 5\n", " Anselme\n", " Harpagon\n", " 6\n", + " Seigneur Harpagon, il faut lui pardonner cette...\n", " 8\n", " \n", " \n", - " 954\n", + " 956\n", " 5\n", " Harpagon\n", " Anselme\n", " 6\n", + " Vous payerez donc le Commissaire ?\\n\\n\n", " 5\n", " \n", " \n", - " 955\n", + " 957\n", " 5\n", " Anselme\n", " Harpagon\n", " 6\n", + " Soit. Allons vite faire part de notre joie à v...\n", " 11\n", " \n", " \n", - " 956\n", + " 958\n", " 5\n", " Harpagon\n", " Anselme\n", " 6\n", + " Et moi, voir ma chère Cassette.< Fin >\\n\n", " 6\n", " \n", " \n", "\n", - "

957 rows × 5 columns

\n", + "

959 rows × 6 columns

\n", "" ], "text/plain": [ - " act author recipient scene speech_length\n", - "0 1 Valère Élise 1 58\n", - "1 1 Élise Valère 1 68\n", - "2 1 Valère Élise 1 14\n", - "3 1 Élise Valère 1 51\n", - "4 1 Valère Élise 1 45\n", - "5 1 Élise Valère 1 26\n", - "6 1 Valère Élise 1 70\n", - "7 1 Élise Valère 1 63\n", - "8 1 Valère Élise 1 4\n", - "9 1 Élise Valère 1 224\n", - "10 1 Valère Élise 1 138\n", - "11 1 Élise Valère 1 22\n", - "12 1 Valère Élise 1 215\n", - "13 1 Élise Valère 1 24\n", - "14 1 Valère Élise 1 86\n", - "15 1 Élise Valère 1 13\n", - "16 1 Cléante Élise 2 24\n", - "17 1 Élise Cléante 2 14\n", - "18 1 Cléante Élise 2 10\n", - "19 1 Élise Cléante 2 2\n", - "20 1 Cléante Élise 2 173\n", - "21 1 Élise Cléante 2 11\n", - "22 1 Cléante Élise 2 24\n", - "23 1 Élise Cléante 2 8\n", - "24 1 Cléante Élise 2 26\n", - "25 1 Élise Cléante 2 43\n", - "26 1 Cléante Élise 2 10\n", - "27 1 Élise Cléante 2 13\n", - "28 1 Cléante Élise 2 150\n", - "29 1 Élise Cléante 2 27\n", - ".. ... ... ... ... ...\n", - "927 5 Harpagon Valère 5 2\n", - "928 5 Valère Maitre Jacques 5 6\n", - "929 5 Maitre Jacques Harpagon 5 7\n", - "930 5 Harpagon Valère 5 10\n", - "931 5 Valère Harpagon 5 10\n", - "932 5 Harpagon Valère 5 9\n", - "933 5 Cléante Harpagon 6 41\n", - "934 5 Harpagon Cléante 6 3\n", - "935 5 Cléante Harpagon 6 47\n", - "936 5 Harpagon Cléante 6 7\n", - "937 5 Cléante Mariane 6 36\n", - "938 5 Mariane Anselme 6 36\n", - "939 5 Anselme Harpagon 6 61\n", - "940 5 Harpagon Cléante 6 11\n", - "941 5 Cléante Harpagon 6 6\n", - "942 5 Harpagon Anselme 6 13\n", - "943 5 Anselme Harpagon 6 13\n", - "944 5 Harpagon Anselme 6 12\n", - "945 5 Anselme Harpagon 6 8\n", - "946 5 Harpagon Anselme 6 12\n", - "947 5 Anselme Le commissaire 6 13\n", - "948 5 Le commissaire Harpagon 6 14\n", - "949 5 Harpagon Le commissaire 6 8\n", - "950 5 Le commissaire Harpagon 6 12\n", - "951 5 Harpagon Maitre Jacques 6 12\n", - "952 5 Maitre Jacques Anselme 6 23\n", - "953 5 Anselme Harpagon 6 8\n", - "954 5 Harpagon Anselme 6 5\n", - "955 5 Anselme Harpagon 6 11\n", - "956 5 Harpagon Anselme 6 6\n", + " act author recipient scene \\\n", + "0 1 Valère Élise 1 \n", + "1 1 Élise Valère 1 \n", + "2 1 Valère Élise 1 \n", + "3 1 Élise Valère 1 \n", + "4 1 Valère Élise 1 \n", + "5 1 Élise Valère 1 \n", + "6 1 Valère Élise 1 \n", + "7 1 Élise Valère 1 \n", + "8 1 Valère Élise 1 \n", + "9 1 Élise Valère 1 \n", + "10 1 Valère Élise 1 \n", + "11 1 Élise Valère 1 \n", + "12 1 Valère Élise 1 \n", + "13 1 Élise Valère 1 \n", + "14 1 Valère Élise 1 \n", + "15 1 Élise Valère 1 \n", + "16 1 Cléante Élise 2 \n", + "17 1 Élise Cléante 2 \n", + "18 1 Cléante Élise 2 \n", + "19 1 Élise Cléante 2 \n", + "20 1 Cléante Élise 2 \n", + "21 1 Élise Cléante 2 \n", + "22 1 Cléante Élise 2 \n", + "23 1 Élise Cléante 2 \n", + "24 1 Cléante Élise 2 \n", + "25 1 Élise Cléante 2 \n", + "26 1 Cléante Élise 2 \n", + "27 1 Élise Cléante 2 \n", + "28 1 Cléante Élise 2 \n", + "29 1 Élise Cléante 2 \n", + ".. ... ... ... ... \n", + "929 5 Harpagon Valère 5 \n", + "930 5 Valère Maitre Jacques 5 \n", + "931 5 Maitre Jacques Harpagon 5 \n", + "932 5 Harpagon Valère 5 \n", + "933 5 Valère Harpagon 5 \n", + "934 5 Harpagon Valère 5 \n", + "935 5 Cléante Harpagon 6 \n", + "936 5 Harpagon Cléante 6 \n", + "937 5 Cléante Harpagon 6 \n", + "938 5 Harpagon Cléante 6 \n", + "939 5 Cléante Mariane 6 \n", + "940 5 Mariane Anselme 6 \n", + "941 5 Anselme Harpagon 6 \n", + "942 5 Harpagon Cléante 6 \n", + "943 5 Cléante Harpagon 6 \n", + "944 5 Harpagon Anselme 6 \n", + "945 5 Anselme Harpagon 6 \n", + "946 5 Harpagon Anselme 6 \n", + "947 5 Anselme Harpagon 6 \n", + "948 5 Harpagon Anselme 6 \n", + "949 5 Anselme Le commissaire 6 \n", + "950 5 Le commissaire Harpagon 6 \n", + "951 5 Harpagon Le commissaire 6 \n", + "952 5 Le commissaire Harpagon 6 \n", + "953 5 Harpagon Maitre Jacques 6 \n", + "954 5 Maitre Jacques Anselme 6 \n", + "955 5 Anselme Harpagon 6 \n", + "956 5 Harpagon Anselme 6 \n", + "957 5 Anselme Harpagon 6 \n", + "958 5 Harpagon Anselme 6 \n", "\n", - "[957 rows x 5 columns]" + " speech speech_length \n", + "0 \\n\\nHé quoi, charmante Élise, vous devenez mél... 58 \n", + "1 Non, Valère, je ne puis pas me repentir de tou... 68 \n", + "2 Hé que pouvez-vous craindre, Élise, dans les b... 14 \n", + "3 Hélas ! cent choses à la fois : L'emportement ... 51 \n", + "4 Ah ! ne me faites pas ce tort, de juger de moi... 45 \n", + "5 Ah ! Valère, chacun tient les mêmes discours.T... 26 \n", + "6 Puisque les seules actions font connaître ce q... 70 \n", + "7 Hélas ! qu'avec facilité on se laisse persuade... 63 \n", + "8 Mais pourquoi cette inquiétude ?\\n\\n 4 \n", + "9 Je n'aurais rien à craindre, si tout le monde ... 224 \n", + "10 De tout ce que vous avez dit, ce n'est que par... 138 \n", + "11 Ah ! Valère, ne bougez d'ici, je vous prie ; e... 22 \n", + "12 Vous voyez comme je m'y prends, et les adroite... 215 \n", + "13 Mais que ne tâchez-vous aussi à gagner l'appui... 24 \n", + "14 On ne peut pas ménager l'un et l'autre ; et l'... 86 \n", + "15 Je ne sais si j'aurai la force de lui faire ce... 13 \n", + "16 \\n\\nJe suis bien aise de vous trouver seule, m... 24 \n", + "17 Me voilà prête à vous ouïr, mon Frère. Qu'avez... 14 \n", + "18 Bien des choses, ma Sœur, enveloppées dans un ... 10 \n", + "19 Vous aimez ?\\n\\n 2 \n", + "20 Oui, j'aime.Mais avant que d'aller plus loin, ... 173 \n", + "21 Vous êtes-vous engagé, mon Frère, avec celle q... 11 \n", + "22 Non ; mais j'y suis résolu ; et je vous conjur... 24 \n", + "23 Suis-je, mon Frère, une si étrange personne ?\\n\\n 8 \n", + "24 Non, ma Sœur, mais vous n'aimez pas.Vous ignor... 26 \n", + "25 Hélas ! mon Frère, ne parlons point de ma sage... 43 \n", + "26 Ah ! plût au Ciel que votre âme comme la mienn... 10 \n", + "27 Finissons auparavant votre affaire, et me dite... 13 \n", + "28 Une jeune personne qui loge depuis peu en ces ... 150 \n", + "29 J'en vois beaucoup, mon Frère, dans les choses... 27 \n", + ".. ... ... \n", + "929 Maître Jacques.\\n\\n 2 \n", + "930 C'est toi qui le dis ?\\n\\n 6 \n", + "931 Vous voyez que je ne dis rien.\\n\\n 7 \n", + "932 Oui. Voilà Monsieur le Commissaire qui a reçu ... 10 \n", + "933 Pouvez-vous me croire capable d'une action si ... 10 \n", + "934 Capable, ou non capable, je veux ravoir mon ar... 9 \n", + "935 \\n\\nNe vous tourmentez point, mon Père, et n'a... 41 \n", + "936 Où est-il ?\\n\\n 3 \n", + "937 Ne vous en mettez point en peine. Il est en li... 47 \n", + "938 N'en a-t-on rien ôté ?\\n\\n 7 \n", + "939 Rien du tout. Voyez si c'est votre dessein de ... 36 \n", + "940 Mais vous ne savez pas, que ce n'est pas assez... 36 \n", + "941 Le Ciel, mes Enfants, ne me redonne point à vo... 61 \n", + "942 Il faut, pour me donner conseil, que je voie m... 11 \n", + "943 Vous la verrez saine et entière.\\n\\n 6 \n", + "944 Je n'ai point d'argent à donner en mariage à m... 13 \n", + "945 Hé bien, j'en ai pour eux, que cela ne vous in... 13 \n", + "946 Vous obligerez-vous à faire tous les frais de ... 12 \n", + "947 Oui, je m'y oblige.Êtes-vous satisfait ?\\n\\n 8 \n", + "948 Oui, pourvu que pour les Noces vous me fassiez... 12 \n", + "949 D'accord. Allons jouir de l'allégresse que cet... 13 \n", + "950 Holà, Messieurs, holà.Tout doucement, s'il vou... 14 \n", + "951 Nous n'avons que faire de vos écritures.\\n\\n 8 \n", + "952 Oui.Mais je ne prétends pas, moi, les avoir fa... 12 \n", + "953 Pour votre paiement, voilà un Homme que je vou... 12 \n", + "954 Hélas ! comment faut-il donc faire ? On me don... 23 \n", + "955 Seigneur Harpagon, il faut lui pardonner cette... 8 \n", + "956 Vous payerez donc le Commissaire ?\\n\\n 5 \n", + "957 Soit. Allons vite faire part de notre joie à v... 11 \n", + "958 Et moi, voir ma chère Cassette.< Fin >\\n 6 \n", + "\n", + "[959 rows x 6 columns]" ] }, "execution_count": 13, @@ -1341,6 +1514,7 @@ " author\n", " recipient\n", " scene\n", + " speech\n", " speech_length\n", " \n", " \n", @@ -1351,7 +1525,7 @@ ], "text/plain": [ "Empty DataFrame\n", - "Columns: [act, author, recipient, scene, speech_length]\n", + "Columns: [act, author, recipient, scene, speech, speech_length]\n", "Index: []" ] }, @@ -1394,6 +1568,7 @@ " author\n", " recipient\n", " scene\n", + " speech\n", " speech_length\n", " \n", " \n", @@ -1404,7 +1579,7 @@ ], "text/plain": [ "Empty DataFrame\n", - "Columns: [act, author, recipient, scene, speech_length]\n", + "Columns: [act, author, recipient, scene, speech, speech_length]\n", "Index: []" ] }, @@ -1515,7 +1690,7 @@ " Anselme\n", " \n", " \n", - " 923\n", + " 919\n", " Mariane\n", " \n", " \n", @@ -1531,11 +1706,11 @@ " Maitre Jacques\n", " \n", " \n", - " 2349\n", + " 2353\n", " Frosine\n", " \n", " \n", - " 2740\n", + " 2752\n", " Valère\n", " \n", " \n", @@ -1543,7 +1718,7 @@ " Cléante\n", " \n", " \n", - " 6160\n", + " 6148\n", " Harpagon\n", " \n", " \n", @@ -1560,14 +1735,14 @@ "197 Maitre Simon\n", "294 Le commissaire\n", "517 Anselme\n", - "923 Mariane\n", + "919 Mariane\n", "1067 Élise\n", "1520 La Flèche\n", "1668 Maitre Jacques\n", - "2349 Frosine\n", - "2740 Valère\n", + "2353 Frosine\n", + "2752 Valère\n", "3339 Cléante\n", - "6160 Harpagon" + "6148 Harpagon" ] }, "execution_count": 16, @@ -1621,7 +1796,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1659,7 +1834,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1693,7 +1868,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1752,7 +1927,7 @@ " 'color': array([0.68235294, 0.78039216, 0.90980392, 1. ])}}" ] }, - "execution_count": 45, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1830,7 +2005,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1859,7 +2034,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2121,8 +2296,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "Pour réaliser le graphe des échanges entre personnage nous nous appuierons notamment sur la bibliothèque python networkx de manipulation de concepts liés aux réseaux, extrait de la page d'accueil de la bibliothèque:\n", + "```\n", + "NetworkX is a Python package for the creation, manipulation, and study of the structure, dynamics, and functions of complex networks\n", + "```\n", + "\n", "Resources:\n", - "page officielle de la docuementation de networkx sur les types de graphes implémentés [lien](https://networkx.org/documentation/stable/reference/classes/index.html)\\\n", + "page officielle de la documentation de networkx sur les types de graphes implémentés [lien](https://networkx.org/documentation/stable/reference/classes/index.html)\\\n", "--> pour notre besoin, il nous faudra utiliser les graphes `MultiDiGraph`\n", "\n", "lien vers le tutorial de la bibliothqe networkx\\\n", @@ -2134,15 +2314,290 @@ "lien github vers un morceau de code ajoutant de la couleur et le réglage de l'épaisseur des arêtes sur un graphe\\\n", "[couleur_epaisseur_arêtes_graphe](https://gist.github.com/AruniRC/2c53fe7680eeb578593ec816bbfb1653)\n", "\n", - "En première étape, il va nous falloir construire la matrice d'adjacence du graphe des échanges entre personnages afin d'instancier/créer l'objet graphe voulu de la bibliothèque networkx. La matrice d'adjacence sera un dataframe pandas." + "Autres ressources trouvées:\n", + "https://github.com/paulbrodersen/netgraph/issues/45\n", + "\n", + "En première étape, il va nous falloir construire la [matrice d'adjacence](https://fr.wikipedia.org/wiki/Matrice_d%27adjacence) du graphe des échanges entre personnages afin d'instancier/créer l'objet graphe voulu de la bibliothèque networkx. La matrice d'adjacence sera un dataframe pandas. Mais commençons d'abord par importer la bibliothèque networkx indipensable pour la suite." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "import networkx as nx" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour la matrice d'adjacence, les lignes désignent les auteurs des répliques et les colonnes les destinataires. Cette matrice sera donc une matrice carré nxn où n est le nombre de personnages de la pièce." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total words from Anselme to Anselme = 0\n", + "Total words from Brindavoine to Anselme = 0\n", + "Total words from Cléante to Anselme = 0\n", + "Total words from Dame Claude to Anselme = 0\n", + "Total words from Frosine to Anselme = 0\n", + "Total words from Harpagon to Anselme = 126\n", + "Total words from La Flèche to Anselme = 0\n", + "Total words from La Merluche to Anselme = 0\n", + "Total words from Le commissaire to Anselme = 0\n", + "Total words from Maitre Jacques to Anselme = 23\n", + "Total words from Maitre Simon to Anselme = 0\n", + "Total words from Mariane to Anselme = 199\n", + "Total words from Valère to Anselme = 262\n", + "Total words from son clerc to Anselme = 0\n", + "Total words from Élise to Anselme = 0\n", + " Anselme Brindavoine Cléante Dame Claude Frosine Harpagon \\\n", + "author \n", + "Anselme 0 0 0 0 0 293 \n", + "Brindavoine 0 0 0 0 0 20 \n", + "Cléante 0 0 0 0 32 1595 \n", + "Dame Claude 0 0 0 0 0 0 \n", + "Frosine 0 0 436 0 0 1561 \n", + "Harpagon 126 37 1719 0 737 407 \n", + "La Flèche 0 0 962 0 301 257 \n", + "La Merluche 0 0 0 0 0 47 \n", + "Le commissaire 0 0 0 0 0 146 \n", + "Maitre Jacques 23 0 154 0 18 1156 \n", + "Maitre Simon 0 0 0 0 0 194 \n", + "Mariane 199 0 258 0 256 163 \n", + "Valère 262 0 5 0 0 1478 \n", + "son clerc 0 0 0 0 0 0 \n", + "Élise 0 0 154 0 10 328 \n", + "\n", + " La Flèche La Merluche Le commissaire Maitre Jacques \\\n", + "author \n", + "Anselme 0 0 13 0 \n", + "Brindavoine 0 23 0 0 \n", + "Cléante 396 0 0 170 \n", + "Dame Claude 0 0 0 0 \n", + "Frosine 130 0 0 23 \n", + "Harpagon 465 6 135 679 \n", + "La Flèche 0 0 0 0 \n", + "La Merluche 0 0 0 0 \n", + "Le commissaire 0 0 0 148 \n", + "Maitre Jacques 0 8 46 0 \n", + "Maitre Simon 3 0 0 0 \n", + "Mariane 0 0 0 0 \n", + "Valère 0 4 0 218 \n", + "son clerc 0 0 0 0 \n", + "Élise 0 0 0 0 \n", + "\n", + " Maitre Simon Mariane Valère son clerc Élise \n", + "author \n", + "Anselme 0 0 211 0 0 \n", + "Brindavoine 0 0 0 0 0 \n", + "Cléante 13 350 0 0 783 \n", + "Dame Claude 0 0 0 0 0 \n", + "Frosine 0 203 0 0 0 \n", + "Harpagon 51 94 1178 0 514 \n", + "La Flèche 0 0 0 0 0 \n", + "La Merluche 0 0 0 0 0 \n", + "Le commissaire 0 0 0 0 0 \n", + "Maitre Jacques 0 0 263 0 0 \n", + "Maitre Simon 0 0 0 0 0 \n", + "Mariane 0 0 29 0 14 \n", + "Valère 0 43 0 0 742 \n", + "son clerc 0 0 0 0 0 \n", + "Élise 0 48 527 0 0 \n" + ] + } + ], + "source": [ + "# Création du dictionnaire qui va servir à créer le dataframe pandas de représentation de la matrice d'adjacence\n", + "# qui servira ensuite à la création de l'objet graphe de networkx qui nous permettra d'avoir ensuite de générer\n", + "# une représentation graphique semblable a ce qui est fait dans l'étude OBVIL. \n", + "sortedPerosList = np.sort(persoList)\n", + "adjacencyDict = {\"author\":sortedPerosList}\n", + "#adjacencyDict = {}\n", + "for j, recipient in enumerate(sortedPerosList):\n", + " # On initialise une colonne de la matrice\n", + " adjacencyDict[recipient] = []\n", + " for i, author in enumerate(sortedPerosList):\n", + " # Par cette boucle, on va remplir les lignes de la colonne initialisée\n", + " #print(\"Process Author/Recipient pair : {0}/{1}\".format(author, recipient))\n", + " #tmpDf = textDataSynthesisTableDf[['author','recipient','speech_length']]\n", + " tmpDf = textDataSynthesisTableDf\n", + " tmpDf = tmpDf.loc[(tmpDf[\"author\"]==author) & (tmpDf[\"recipient\"]==recipient)].copy()\n", + " totalNbWordsAuthorToRecipient = tmpDf[\"speech_length\"].sum()\n", + " adjacencyDict[recipient].append(totalNbWordsAuthorToRecipient)\n", + " if j==0:\n", + " print(\"Total words from {0} to {1} = {2}\".format(author, recipient, totalNbWordsAuthorToRecipient))\n", + "\n", + "adjacencyDf = pd.DataFrame.from_dict(adjacencyDict)\n", + "adjacencyDf = adjacencyDf.set_index('author')\n", + "print(adjacencyDf)\n", + " \n", + " " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Anselme', {'Harpagon': {0: {'weight': 293}}, 'Le commissaire': {0: {'weight': 13}}, 'Valère': {0: {'weight': 211}}})\n", + "('Brindavoine', {'Harpagon': {0: {'weight': 20}}, 'La Merluche': {0: {'weight': 23}}})\n", + "('Cléante', {'Frosine': {0: {'weight': 32}}, 'Harpagon': {0: {'weight': 1595}}, 'La Flèche': {0: {'weight': 396}}, 'Maitre Jacques': {0: {'weight': 170}}, 'Maitre Simon': {0: {'weight': 13}}, 'Mariane': {0: {'weight': 350}}, 'Élise': {0: {'weight': 783}}})\n", + "('Dame Claude', {})\n", + "('Frosine', {'Cléante': {0: {'weight': 436}}, 'Harpagon': {0: {'weight': 1561}}, 'La Flèche': {0: {'weight': 130}}, 'Maitre Jacques': {0: {'weight': 23}}, 'Mariane': {0: {'weight': 203}}})\n", + "('Harpagon', {'Harpagon': {0: {'weight': 407}}, 'Anselme': {0: {'weight': 126}}, 'Brindavoine': {0: {'weight': 37}}, 'Cléante': {0: {'weight': 1719}}, 'Frosine': {0: {'weight': 737}}, 'La Flèche': {0: {'weight': 465}}, 'La Merluche': {0: {'weight': 6}}, 'Le commissaire': {0: {'weight': 135}}, 'Maitre Jacques': {0: {'weight': 679}}, 'Maitre Simon': {0: {'weight': 51}}, 'Mariane': {0: {'weight': 94}}, 'Valère': {0: {'weight': 1178}}, 'Élise': {0: {'weight': 514}}})\n", + "('La Flèche', {'Cléante': {0: {'weight': 962}}, 'Frosine': {0: {'weight': 301}}, 'Harpagon': {0: {'weight': 257}}})\n", + "('La Merluche', {'Harpagon': {0: {'weight': 47}}})\n", + "('Le commissaire', {'Harpagon': {0: {'weight': 146}}, 'Maitre Jacques': {0: {'weight': 148}}})\n", + "('Maitre Jacques', {'Anselme': {0: {'weight': 23}}, 'Cléante': {0: {'weight': 154}}, 'Frosine': {0: {'weight': 18}}, 'Harpagon': {0: {'weight': 1156}}, 'La Merluche': {0: {'weight': 8}}, 'Le commissaire': {0: {'weight': 46}}, 'Valère': {0: {'weight': 263}}})\n", + "('Maitre Simon', {'Harpagon': {0: {'weight': 194}}, 'La Flèche': {0: {'weight': 3}}})\n", + "('Mariane', {'Anselme': {0: {'weight': 199}}, 'Cléante': {0: {'weight': 258}}, 'Frosine': {0: {'weight': 256}}, 'Harpagon': {0: {'weight': 163}}, 'Valère': {0: {'weight': 29}}, 'Élise': {0: {'weight': 14}}})\n", + "('Valère', {'Anselme': {0: {'weight': 262}}, 'Cléante': {0: {'weight': 5}}, 'Harpagon': {0: {'weight': 1478}}, 'La Merluche': {0: {'weight': 4}}, 'Maitre Jacques': {0: {'weight': 218}}, 'Mariane': {0: {'weight': 43}}, 'Élise': {0: {'weight': 742}}})\n", + "('son clerc', {})\n", + "('Élise', {'Cléante': {0: {'weight': 154}}, 'Frosine': {0: {'weight': 10}}, 'Harpagon': {0: {'weight': 328}}, 'Mariane': {0: {'weight': 48}}, 'Valère': {0: {'weight': 527}}})\n" + ] + } + ], + "source": [ + "initExchangesGraph = nx.MultiDiGraph(adjacencyDf)\n", + "for elt in initExchangesGraph.adjacency():\n", + " print(elt)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous allons commencer par visualiser le graphe créé de la manière la plus simple possible avant d'aller plus loin dans sa \"customisation\". Malheureusement, l'exemple fourni par le site officiel de la bibliothèque [ici](https://networkx.org/documentation/stable/auto_examples/drawing/plot_multigraphs.html) ne fonctionne pas.\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#pos = nx.shell_layout(initExchangesGraph)\n", + "#nx.draw_networkx_nodes(initExchangesGraph, pos, node_color = 'r', node_size = 100, alpha = 1)\n", + "#ax = plt.gca()\n", + "#for e in initExchangesGraph.edges:\n", + "# ax.annotate(\"\",\n", + "# xy=pos[e[0]], xycoords='data',\n", + "# xytext=pos[e[1]], textcoords='data',\n", + "# arrowprops=dict(arrowstyle=\"->\", color=\"0.5\",\n", + "# shrinkA=5, shrinkB=5,\n", + "# patchA=None, patchB=None,\n", + "# connectionstyle=\"arc3,rad=rrr\".replace('rrr',str(0.3*e[2])\n", + "# ),\n", + "# ),\n", + "# )\n", + "nx.draw_shell(initExchangesGraph, with_labels = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import itertools as it\n", + "\n", + "def draw_labeled_multigraph(G, attr_name, ax=None):\n", + " \"\"\"\n", + " Length of connectionstyle must be at least that of a maximum number of edges\n", + " between pair of nodes. This number is maximum one-sided connections\n", + " for directed graph and maximum total connections for undirected graph.\n", + " \"\"\"\n", + " # Works with arc3 and angle3 connectionstyles\n", + " connectionstyle = [f\"arc3,rad={r}\" for r in it.accumulate([0.15] * 4)]\n", + " #print(connectionstyle)\n", + " connectionstyle = f\"arc3,rad=0.15\"\n", + " # connectionstyle = [f\"angle3,angleA={r}\" for r in it.accumulate([30] * 4)]\n", + "\n", + " #pos = nx.random_layout(G)\n", + " pos = nx.shell_layout(G)\n", + " #pos = nx.spring_layout(G)\n", + " #pos = nx.nx_agraph.graphviz_layout(G)\n", + " nx.draw_networkx_nodes(G, pos, ax=ax)\n", + " nx.draw_networkx_labels(G, pos, font_size=20, ax=ax)\n", + " nx.draw_networkx_edges(\n", + " G, pos, edge_color=\"grey\", connectionstyle=connectionstyle, ax=ax\n", + " )\n", + "\n", + " \n", + " labels = {\n", + " tuple(edge[0:2]): f\"{attr_name}={attrs[attr_name]}\"\n", + " for *edge, attrs in G.edges(keys=True, data=True)\n", + " }\n", + " \n", + " #print(labels)\n", + " nx.draw_networkx_edge_labels(\n", + " G,\n", + " pos,\n", + " labels,\n", + " connectionstyle=connectionstyle,\n", + " label_pos=0.3,\n", + " font_color=\"blue\",\n", + " bbox={\"alpha\": 0},\n", + " ax=ax\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['arc3,rad=0.15', 'arc3,rad=0.3', 'arc3,rad=0.44999999999999996', 'arc3,rad=0.6']\n", + "{('Anselme', 'Harpagon'): 'weight=293', ('Anselme', 'Le commissaire'): 'weight=13', ('Anselme', 'Valère'): 'weight=211', ('Brindavoine', 'Harpagon'): 'weight=20', ('Brindavoine', 'La Merluche'): 'weight=23', ('Cléante', 'Frosine'): 'weight=32', ('Cléante', 'Harpagon'): 'weight=1595', ('Cléante', 'La Flèche'): 'weight=396', ('Cléante', 'Maitre Jacques'): 'weight=170', ('Cléante', 'Maitre Simon'): 'weight=13', ('Cléante', 'Mariane'): 'weight=350', ('Cléante', 'Élise'): 'weight=783', ('Frosine', 'Cléante'): 'weight=436', ('Frosine', 'Harpagon'): 'weight=1561', ('Frosine', 'La Flèche'): 'weight=130', ('Frosine', 'Maitre Jacques'): 'weight=23', ('Frosine', 'Mariane'): 'weight=203', ('Harpagon', 'Harpagon'): 'weight=407', ('Harpagon', 'Anselme'): 'weight=126', ('Harpagon', 'Brindavoine'): 'weight=37', ('Harpagon', 'Cléante'): 'weight=1719', ('Harpagon', 'Frosine'): 'weight=737', ('Harpagon', 'La Flèche'): 'weight=465', ('Harpagon', 'La Merluche'): 'weight=6', ('Harpagon', 'Le commissaire'): 'weight=135', ('Harpagon', 'Maitre Jacques'): 'weight=679', ('Harpagon', 'Maitre Simon'): 'weight=51', ('Harpagon', 'Mariane'): 'weight=94', ('Harpagon', 'Valère'): 'weight=1178', ('Harpagon', 'Élise'): 'weight=514', ('La Flèche', 'Cléante'): 'weight=962', ('La Flèche', 'Frosine'): 'weight=301', ('La Flèche', 'Harpagon'): 'weight=257', ('La Merluche', 'Harpagon'): 'weight=47', ('Le commissaire', 'Harpagon'): 'weight=146', ('Le commissaire', 'Maitre Jacques'): 'weight=148', ('Maitre Jacques', 'Anselme'): 'weight=23', ('Maitre Jacques', 'Cléante'): 'weight=154', ('Maitre Jacques', 'Frosine'): 'weight=18', ('Maitre Jacques', 'Harpagon'): 'weight=1156', ('Maitre Jacques', 'La Merluche'): 'weight=8', ('Maitre Jacques', 'Le commissaire'): 'weight=46', ('Maitre Jacques', 'Valère'): 'weight=263', ('Maitre Simon', 'Harpagon'): 'weight=194', ('Maitre Simon', 'La Flèche'): 'weight=3', ('Mariane', 'Anselme'): 'weight=199', ('Mariane', 'Cléante'): 'weight=258', ('Mariane', 'Frosine'): 'weight=256', ('Mariane', 'Harpagon'): 'weight=163', ('Mariane', 'Valère'): 'weight=29', ('Mariane', 'Élise'): 'weight=14', ('Valère', 'Anselme'): 'weight=262', ('Valère', 'Cléante'): 'weight=5', ('Valère', 'Harpagon'): 'weight=1478', ('Valère', 'La Merluche'): 'weight=4', ('Valère', 'Maitre Jacques'): 'weight=218', ('Valère', 'Mariane'): 'weight=43', ('Valère', 'Élise'): 'weight=742', ('Élise', 'Cléante'): 'weight=154', ('Élise', 'Frosine'): 'weight=10', ('Élise', 'Harpagon'): 'weight=328', ('Élise', 'Mariane'): 'weight=48', ('Élise', 'Valère'): 'weight=527'}\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(24,24))\n", + "ax = plt.gca()\n", + "draw_labeled_multigraph(initExchangesGraph, \"weight\", ax=ax)" + ] } ], "metadata": { -- 2.18.1