code: def sparse_binary_data(binary_data):
      return sparse.csr_matrix(binary_data)
  
imports: import pytest
  import numpy
  from scipy import sparse
  from sklearn.datasets import load_iris
  from umap import UMAP, AlignedUMAP
label_desc: Use image node_id 4 for calling a global function with example usage: sparse_binary_data(binary_data) and returns: sparse