How can I visualize multi-dimensional arrays effectively?
You can use various techniques like heatmaps, 3D plots, or even interactive visualizations depending on the data.
What tools can I use for creating these visualizations?
Popular tools include Python libraries like Matplotlib, Seaborn, and Plotly, which are great for visualizing arrays.
Can you show me an example of a heatmap for a 2D array?
Sure! Here's a simple example using Matplotlib:
import numpy as np
import matplotlib.pyplot as plt
data = np.random.rand(10, 10)
plt.imshow(data, cmap='hot', interpolation='nearest')
plt.colorbar()
plt.show()
What about visualizing 3D arrays?
For 3D arrays, you can use libraries like Mayavi or Plotly to create 3D surface plots or scatter plots.
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