... | @@ -76,17 +76,11 @@ La numérotation est critiquable et sera sans doute revue; la logique était d'a |
... | @@ -76,17 +76,11 @@ La numérotation est critiquable et sera sans doute revue; la logique était d'a |
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Les exemples suivants sont tirés de nos activités (chroniques de valeurs, champs de valeurs...).
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Les exemples suivants sont tirés de nos activités (chroniques de valeurs, champs de valeurs...).
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| Atelier | Exemple | Notions centrales & additionnelles |
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| Atelier | Exemple | Notions centrales & additionnelles |
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|---------|---------|------------------------------------|
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|---------|---------|------------------------------------|
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| B) Atelier 1 : Un premier graphique, avec un axe des x et un axe des y | ![AtelierB1_PremiereFigure](uploads/4814f2260d6243b457d1c05706167d44/AtelierB1_PremiereFigure.png) | Définitions d'une figure, d'un axe ; |
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| B) Atelier 1 : Un premier graphique, avec un axe des x et un axe des y | ![AtelierB1_PremiereFigure](uploads/4814f2260d6243b457d1c05706167d44/AtelierB1_PremiereFigure.png) | |
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| [B1) Un premier graphe très simple](/christine.poulard/atelier-matplotlib/-/wikis/AtelierB1_Graphiques_simples) | | |
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| [B1) Un premier graphe très simple](/christine.poulard/atelier-matplotlib/-/wikis/AtelierB1_Graphiques_simples) | ![Fig1_graphique_basique](uploads/6278f60aced7e1334ff29707539faf42/Fig1_graphique_basique.png) | introduction |
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| [B2) lire un fichier texte et extraire l'information](/christine.poulard/atelier-matplotlib/-/wikis/Atelier1_2) | | |
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| [B2) lire un fichier texte et extraire l'information](/christine.poulard/atelier-matplotlib/-/wikis/Atelier1_2) | | lire un fichier et parser ; gestion des dates avec datetime |
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| [C) Atelier 2 : un graphique avec un 2e axe des y ; les objets d'une figure](/christine.poulard/atelier-matplotlib/-/wikis/AtelierC) | | |
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| [C) Atelier 2 : un graphique avec un 2e axe des y ; les objets d'une figure](/christine.poulard/atelier-matplotlib/-/wikis/AtelierC) | ![Figure_3_graphique_PTQ_subplots](data:image/png;base64,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) | Définitions "objet" de Figure et Axes ; créer une 2e courbe avec un 2e axe des y ; partager un même axe des x sur deux vignettes différentes. Différence entre légende d'Axes et de Figure. Customiser une légende (voir illustration en tête de page) |
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| [D) Atelier 3 : pour changer, une carte ('heatmap') à partir d'une matrice, avec sa colormap](/christine.poulard/atelier-matplotlib/-/wikis/Atelier_D_carte) ; avec quelques imports/exports entre mpl et QGis | | |
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| [D) Atelier 3 : pour changer, une carte ('heatmap') à partir d'une matrice, avec sa colormap](/christine.poulard/atelier-matplotlib/-/wikis/Atelier_D_carte) ; avec quelques imports/exports entre mpl et QGis | ![carte](uploads/3495d20090b9fa6f99526442c859cf9b/carte.png) | lecture et tracé des shapes (ici, sans geopandas) ; représentation d'une matrice avec imshow; notion de colormap ; customisation d'une colorbar discrète par une liste de couleurs ou par discrétisation d'une colormap continue |
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