[Solved] Examine this code snippet:from scipy.cluster.hierarchy import dendrogram, linkage import numpy as np X = np.random.... | SciPy

SciPy - Clustering and Distance

Examine this code snippet:

from scipy.cluster.hierarchy import dendrogram, linkage
import numpy as np
X = np.random.rand(6, 2)
Z = linkage(X, method='average')
dn = dendrogram(Z, orientation='diagonal')

What is the issue here?

AIncorrect method name in linkage function

BMissing import for matplotlib.pyplot

CInvalid value for the 'orientation' parameter

DInput data X is not a NumPy array

Step-by-Step Solution

Solution:

Step 1: Check 'orientation' parameter
The valid values for orientation in dendrogram are 'top', 'bottom', 'left', or 'right'.
Step 2: Identify invalid value
The value 'diagonal' is not supported and will cause an error.
Final Answer:
Invalid value for the 'orientation' parameter -> Option C
Quick Check:
Verify allowed parameter values in documentation [OK]

Quick Trick: Orientation must be one of top, bottom, left, right [OK]

Common Mistakes:

Using unsupported orientation values
Assuming linkage method names are case-insensitive
Passing non-NumPy arrays without conversion

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Examine this code snippet:

Step 1: Check 'orientation' parameter

Step 2: Identify invalid value

Final Answer:

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