... | @@ -7,11 +7,11 @@ |
... | @@ -7,11 +7,11 @@ |
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**Mots clés** : colormap (discrétisation ; ListedColormap...), colorbar
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**Mots clés** : colormap (discrétisation ; ListedColormap...), colorbar
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<img src="uploads/3495d20090b9fa6f99526442c859cf9b/carte.png" width = "240">
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![](uploads/3495d20090b9fa6f99526442c859cf9b/carte.png)
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_Exemple de carte d'intensité de pluie avec tracé des rivières et d'un BV ; colormap discrète définie par une liste de couleurs ; on verra dans l'atelier comment faire mieux en discrétisant une colormap continue prédéfinie_
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_Exemple de carte d'intensité de pluie avec tracé des rivières et d'un BV ; colormap discrète définie par une liste de couleurs ; on verra dans l'atelier comment faire mieux en discrétisant une colormap continue prédéfinie_
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Sur le REPL.it, on ne travaille qu'avec une petite matrice sortie du chapeau . Cela permet néanmoins de voir les bases : \* l'instruction imshow pour tracer le champ de valeurs sur une grille (en numéros de ligne et numéros de colonne) \* l'argument extent pour tracer avec, par exemple, des coordonnées Lambert \* faire appraraître une échelle de couleurs et la customiser.
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[Sur le REPL.it, une série de cartes simples est proposée](https://replit.com/@CPoulard/LaCartoAvecMplMatshowEtShapely#main.py), on ne travaille qu'avec une petite matrice 5x5 sortie du chapeau . Cela permet néanmoins de voir les bases : \* l'instruction **imshow** pour tracer le champ de valeurs sur une grille (en numéros de ligne et numéros de colonne) \* l'argument **extent** pour tracer avec, par exemple, des coordonnées Lambert \* faire appraaître **une échelle de couleurs et la customiser**.
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Sur ce git, le code est plus complet, et permet de tracer :
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Sur ce git, le code est plus complet, et permet de tracer :
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... | @@ -21,10 +21,14 @@ Sur ce git, le code est plus complet, et permet de tracer : |
... | @@ -21,10 +21,14 @@ Sur ce git, le code est plus complet, et permet de tracer : |
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## Premier contact avec _plt.matshow_, sur une matrice simple
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## Premier contact avec _plt.matshow_, sur une matrice simple
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Un premier contact avec la méthode plt.imshow ou plt.matshow, où on passe juste une matrice (ici, une liste de listes). C'est l'exemple repris dans le REPL.
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Un premier contact avec la méthode plt.imshow ou plt.matshow, où on passe juste une matrice (ici, une liste de listes). C'est l'exemple mis en ligne dans le REPL.
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![Cartes_Replit_2](data:image/png;base64,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) | ![Cartes_Replit_3](uploads/7b3cc259ebe50939fce5a65662361842/Cartes_Replit_3.PNG) |
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| 1) méthode `matshow `en spécifiant uniquement la matrice ; 2) à la deuxième étape on a ajouté une `colorbar ` | 3) méthode `matshow`en spécifiant l'argument extent, ce qui revient à définir les coordonnées des 4 coins |
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```python
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```python
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from matplotlib import pyplot as plt
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from matplotlib import pyplot as plt
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# méthode matshow en spécifiant uniquement la matrice
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plt.matshow([[1, 2, 30, 50, 120], [21, 2, 50, 50, 90], [-1, 2, -30, 50, -120], [41, 42, 80, 50, 50], [9, 29, 39, 590, 10]])
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plt.matshow([[1, 2, 30, 50, 120], [21, 2, 50, 50, 90], [-1, 2, -30, 50, -120], [41, 42, 80, 50, 50], [9, 29, 39, 590, 10]])
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plt.show()
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plt.show()
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... | @@ -45,7 +49,9 @@ from matplotlib.patches import Rectangle |
... | @@ -45,7 +49,9 @@ from matplotlib.patches import Rectangle |
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fig = plt.figure("D'une matrice à une carte de champ")
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fig = plt.figure("D'une matrice à une carte de champ")
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ax = fig.add_subplot(111)
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ax = fig.add_subplot(111)
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ax.set_title("défaut : centres des pixels \n sur les points de grille")
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ax.set_title("défaut : centres des pixels \n sur les points de grille")
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# on a ajouté une colorbar sans spécifier d'arguments
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cax = ax.matshow([[1, 2, 30, 50, 120], [21, 2, 50, 50, 90], [-1, 2, -30, 50, -120], [41, 42, 80, 50, 50], [9, 29, 39, 590, 10]])
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cax = ax.matshow([[1, 2, 30, 50, 120], [21, 2, 50, 50, 90], [-1, 2, -30, 50, -120], [41, 42, 80, 50, 50], [9, 29, 39, 590, 10]])
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# on définit un rectangle puis on l'ajoute à cax pour se repérer
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case_en_haut_a_gauche = Rectangle((0, 0), width=1, height=1, lw=2, edgecolor='orange',
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case_en_haut_a_gauche = Rectangle((0, 0), width=1, height=1, lw=2, edgecolor='orange',
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facecolor='None')
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facecolor='None')
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... | @@ -76,8 +82,13 @@ fig.show() |
... | @@ -76,8 +82,13 @@ fig.show() |
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```
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```
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### Personnaliser l'échelle colorimétrique
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### Personnaliser l'échelle colorimétrique
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| ![Cartes_Replit_4](uploads/d34b473b6d3dc4b6e991bc66b9e6a79e/Cartes_Replit_4.PNG) | ![Cartes_Replit_5](uploads/a869b3360c738f4bd1927d213b767689/Cartes_Replit_5.PNG) |
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| 4) on peut définir une colormap par une liste de couleurs, et spécifier des limites de classe ; notez les classes pour "-200 et moins" ou "500 et plus" | 5) quand c'est préférable, on peut partir d'une échelle colorimétrique continue que l'on va découper en N classes. Il reste possible de la modifier couleur par couleur. |
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Avec une liste de couleurs définies par l'utilisateur, objet ListedColorMaps. Je choisis aussi les limites de classe avec bounds.
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On peut personnaliser la barre de couleurs, en imposant les couleurs et les limites de classe, et en ajoutant un titre par exemple.
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Dans un premier temps, on va passer une liste de couleurs définies par l'utilisateur, instance de la classe ListedColorMaps. Je choisis aussi les limites de classe avec bounds.
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```python
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```python
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from matplotlib.colors import ListedColormap as mpl_colors_ListedColormap
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from matplotlib.colors import ListedColormap as mpl_colors_ListedColormap
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... | @@ -98,9 +109,7 @@ plt.tick_params(labeltop=False, labelbottom=True) |
... | @@ -98,9 +109,7 @@ plt.tick_params(labeltop=False, labelbottom=True) |
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fig.show()
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fig.show()
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```
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```
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En m'appuyant sur une colormap continue, dont je peux aussi comme précédemment forcer le découpage avec bounds (mais je ne maîtrise pas les nuances de couleurs dans chaque classe) définies par l'utilisateur, objet ListedColorMaps. Je choisis aussi les limites de classe avec bounds.
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Je peux également partir d'\[une colormap continue existante\]([https://matplotlib.org/3.1.1/gallery/color/colormap_reference.html](https://matplotlib.org/3.1.1/gallery/color/colormap_reference.html)), et forcer le découpage en classes avec bounds.
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[https://matplotlib.org/3.1.1/gallery/color/colormap_reference.html](https://matplotlib.org/3.1.1/gallery/color/colormap_reference.html)
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```python
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```python
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from matplotlib.colors import ListedColormap as mpl_colors_ListedColormap
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from matplotlib.colors import ListedColormap as mpl_colors_ListedColormap
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... | | ... | |