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Python package making it easier to handle mixed 3d and 2d subplots.

Project description

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Python package making it easier to handle mixed 3d and 2d subplots.

How do I install this package?

As usual, just download it using pip:

pip install ddd_subplots

Usage Example

3D subplots

To get a set of 3d subplots just import subplots:

from ddd_subplots import subplots

fig, axes = subplots(1, 3, figsize=(15, 5))

Rotating 3D scatter plots

The library also offers a method to render 3D scatter plots. Here’s a complete example:

from ddd_subplots import subplots, rotate
import numpy as np
from sklearn import datasets
from sklearn.decomposition import PCA


def write_frame(X_reduced, y):
    colors = np.array(["red", "green", "blue"])[y]
    fig, axes = subplots(1, 3, figsize=(15, 5))
    for axis in axes.flatten():
        axis.scatter(*X_reduced.T, depthshade=False,
                    c=colors, marker='o', s=20)
    fig.tight_layout()
    return fig, axes

X, y = datasets.load_iris(return_X_y=True)
X_reduced = PCA(n_components=3).fit_transform(X)

rotate(
    write_frame,
    X_reduced,
    "test_animation.gif",
    y,
    duration=10,
    verbose=True
)

Output:

https://github.com/LucaCappelletti94/ddd_subplots/blob/master/test_animation.gif?raw=true

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