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+  </g>
+</svg>

main.typ

+#import "@preview/diatypst:0.2.0": *
+
+#show: slides.with(
+  title: "Formation Gargantext",
+  subtitle: "Institut des Systèmes Complexes",
+  date: "14 novembre 2024",
+  authors: ("Grégoire Locqueville"),
+
+  // Optional Styling
+  ratio: 16/9,
+  layout: "medium",
+  title-color: rgb(40, 40, 80),
+  footer: true,
+  count: false,
+  toc: false,
+)
+
+= Qu'est-ce que Gargantext ?
+
+== Un Environnement de travail
+
+- Collaboratif
+- Décentralisé
+- Pour la cartographie des connaissances
+
+= Le Flow Gargantext
+
+== Le Flow Gargantext
+
+#figure(
+  image("flow0.svg", width: 80%)
+)
+
+== Le Flow Gargantext
+
+#figure(
+  image("flow1.svg", width: 80%)
+)
+
+== Le Flow Gargantext
+
+#figure(
+  image("flow2.svg", width: 80%)
+)
+
+== Le Flow Gargantext
+
+#figure(
+  image("flow3.svg", width: 80%)
+)
+
+== Le Flow Gargantext
+
+#figure(
+  image("flow4.svg", width: 80%)
+)
+
+== Le Flow Gargantext
+
+#figure(
+  image("flow5.svg", width: 80%)
+)
+
+= Contextes
+
+== Contextes
+
+#figure(
+  image("flow2.svg", width: 80%)
+)
+
+== Contextes
+
+/ *Contexte*: *Petite portion de texte* extrait d'un corpus au sein de laquelle on
+              considère que les termes qui apparaissent sont *liés sémantiquement*
+
+- Aussi appelés *documents* (ou *Docs*) dans Gargantext
+- Longueur typique : un paragraphe
+- Certains corpus sont *naturellement séparés* en unités de contexte :
+  - Publications sur les réseaux sociaux
+  - Fuites d'emails
+  - Résumés d'articles scientifiques
+- Pour d'autres, il faut *diviser artificiellement* le texte du corpus :
+  - Livres
+  - Rapports
+
+== Contextes : segmentation d'un corpus
+
+- Découpage du texte selon une *fenêtre glissante*
+- Longueur typique : 7 à 9 phrases
+
+== Contextes : segmentation d'un corpus
+
+- Découpage du texte selon une *fenêtre glissante*
+- Longueur typique : 7 à 9 phrases
+
+#[
+#set text(style: "italic", size: 8pt)
+#show emph: it => text(blue, it.body)
+#lorem(30) #lorem(30) #lorem(30) #lorem(30) #lorem(30) #lorem(30) #lorem(30) #lorem(30) #lorem(30) #lorem(30)
+]
+
+== Contextes : segmentation d'un corpus
+
+- Découpage du texte selon une *fenêtre glissante*
+- Longueur typique : 7 à 9 phrases
+
+#[
+#set text(style: "italic", size: 8pt)
+#show emph: it => text(blue, it.body)
+#emph([#lorem(30) #lorem(30) #lorem(30) #lorem(30) ])#lorem(30) #lorem(30) #lorem(30) #lorem(30) #lorem(30) #lorem(30)
+]
+
+== Contextes : segmentation d'un corpus
+
+- Découpage du texte selon une *fenêtre glissante*
+- Longueur typique : 7 à 9 phrases
+
+#[
+#set text(style: "italic", size: 8pt)
+#show emph: it => text(blue, it.body)
+#lorem(30) #emph([#lorem(30) #lorem(30) #lorem(30) #lorem(30) ])#lorem(30) #lorem(30) #lorem(30) #lorem(30) #lorem(30)
+]
+
+== Contextes : segmentation d'un corpus
+
+- Découpage du texte selon une *fenêtre glissante*
+- Longueur typique : 7 à 9 phrases
+
+#[
+#set text(style: "italic", size: 8pt)
+#show emph: it => text(blue, it.body)
+#lorem(30) #lorem(30) #emph([#lorem(30) #lorem(30) #lorem(30) #lorem(30) ])#lorem(30) #lorem(30) #lorem(30) #lorem(30)
+]
+
+== Contextes : segmentation d'un corpus
+
+- Découpage du texte selon une *fenêtre glissante*
+- Longueur typique : 7 à 9 phrases
+
+#[
+#set text(style: "italic", size: 8pt)
+#show emph: it => text(blue, it.body)
+#lorem(30) #lorem(30) #lorem(30) #emph([#lorem(30) #lorem(30) #lorem(30) #lorem(30) ])#lorem(30) #lorem(30) #lorem(30)
+]
+
+== Contextes : segmentation d'un corpus
+
+- Découpage du texte selon une *fenêtre glissante*
+- Longueur typique : 7 à 9 phrases
+
+#[
+#set text(style: "italic", size: 8pt)
+#show emph: it => text(blue, it.body)
+#lorem(30) #lorem(30) #lorem(30) #lorem(30) #emph([#lorem(30) #lorem(30) #lorem(30) #lorem(30) ])#lorem(30) #lorem(30)
+]
+
+= Termes / Ngrams
+
+== Termes / Ngrams
+
+#figure(
+  image("flow3.svg", width: 80%)
+)
+
+== Termes / Ngrams
+
+/ *Terme / Ngram*: Suite de *quelques mots* (1 à 4)
+
+- *Unités de sens élémentaires* sur lesquelles sont basées les visualisation de Gargantext
+- Enjeu : parmi tous les Ngrams qui apparaissent dans un corpus donné, trouver
+  ceux qui sont le plus *représentatifs* du corpus dans sa singularité
+
+== Termes / Ngrams
+
+/ *Terme / Ngram*: Suite de *quelques mots* (1 à 4)
+
+- *Unités de sens élémentaires* sur lesquelles sont basées les visualisation de Gargantext
+- Enjeu : parmi tous les Ngrams qui apparaissent dans un corpus donné, trouver
+  ceux qui sont le plus *représentatifs* du corpus dans sa singularité
+
+#v(30pt)
+
+#text(red, [Le choix de ces Ngrams représentatifs est capital !])
+
+== Termes / Ngrams
+
+#figure(
+  image("zipf1.svg", width: 70%)
+)
+
+== Termes / Ngrams
+
+#figure(
+  image("zipf2.svg", width: 70%)
+)
+
+== Termes / Ngrams
+
+#figure(
+  image("zipf3.svg", width: 70%)
+)
+
+== Termes / Ngrams
+
+#figure(
+  image("zipf4.svg", width: 70%)
+)
+
+== Termes / Ngrams : Les trois listes
+
+- Algorithmes de traitement automatique des langues pour classer certains Ngrams
+  du corpus parmi 3 ensembles de Ngrams :
+  - La #text(red, [Stop list]) : termes trop génériques
+    - _À écarter définitivement_
+  - La #text(blue, [Candidate list]) : termes trop spécifiques
+    - _Pourraient être utiles dans un autre corpus_
+  - La #text(green, [Map list]) : termes qui nous intéressent
+    - _Utilisée par Gargantext pour élaborer les visualisations_
+
+= Visualisations
+
+== Visualisations
+
+#figure(
+  image("flow4.svg", width: 80%)
+)
+
+== Visualisations : Occurence et Cooccurence
+
+/ *Occurence* : d'*un terme* dans un corpus donné : *nombre de contextes* où
+                ce terme apparaît
+
+/ *Cooccurence* : de *deux termes* dans un corpus donné : *nombre de contextes*
+                  où ces deux termes apparaissent *simultanément*
+
+== Visualisations : Nuage de mots
+
+#figure(
+  image("graph1.svg", width: 45%)
+)
+
+- Un nœud = un terme / ngram
+- Taille des nœuds liée à l'*occurence* du terme dans le corpus
+
+== Visualisations : Graphe
+
+#figure(
+  image("graph2.svg", width: 45%)
+)
+
+- *Liens* entre les nœuds
+- Force du lien liée à la *cooccurence* des termes associés
+
+== Visualisations : Graphe spatialisé
+
+#figure(
+  image("graph3.svg", width: 45%)
+)
+
+- *Spatialisation* : déplacement des nœuds en fonction de leurs liens
+- Plus deux nœuds sont liés, plus ils sont susceptibles de se retrouver proches
+- Algorithme *heuristique*
+- En *temps réel* dans le navigateur
+
+== Visualisations : Clusters
+
+#figure(
+  image("graph4.svg", width: 45%)
+)
+
+- Répartition des nœuds dans différents ensembles, les *clusters*
+- Nœuds liés -> plus de chances de se retrouver dans le même cluster
+
+== Autres visualisations
+
+- Graphe _Ordre 2_ :
+  - Apparence similaire
+  - Calcul différent de la *force des liens*
+- Phylomémie :
+  - Prise en compte de l'évolution des termes au cours du *temps*
+  - Suppose que les documents du corpus sont étiquetés temporellement

zipf1.svg

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