এসসিপি

from scipy.cluster.vq import whiten

data = [
    [10, 100],
    [20, 200],
    [30, 300],
    [40, 400]
]

result = whiten(data)

print(result)

from scipy.cluster import hierarchy

data = [
    [1, 2],
    [2, 3],
    [8, 9],
    [9, 10]
]

result = hierarchy.linkage(data, method="ward")

print(result)

from scipy.cluster.hierarchy import linkage

data = [
    [1, 2],
    [2, 3],
    [8, 9],
    [9, 10]
]

result = linkage(data, method="complete")

print(result)

from scipy.cluster.hierarchy import linkage, dendrogram

data = [
    [1, 2],
    [2, 3],
    [8, 9],
    [9, 10]
]

tree = linkage(data, method="ward")
result = dendrogram(tree, no_plot=True)

print(result["leaves"])

from scipy.cluster.hierarchy import linkage, fcluster

data = [
    [1, 2],
    [2, 3],
    [8, 9],
    [9, 10]
]

tree = linkage(data, method="ward")
result = fcluster(tree, t=2, criterion="maxclust")

print(result)

from scipy.cluster.hierarchy import fclusterdata

data = [
    [1, 2],
    [2, 3],
    [8, 9],
    [9, 10]
]

result = fclusterdata(
    data,
    t=2,
    criterion="maxclust"
)

print(result)

from scipy.cluster.hierarchy import ward

data = [
    [1, 2],
    [2, 3],
    [8, 9],
    [9, 10]
]

result = ward(data)

print(result)