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[General] PCAD-31-02 Reliable Braindumps | PCAD-31-02 Valid Real Exam

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【General】 PCAD-31-02 Reliable Braindumps | PCAD-31-02 Valid Real Exam

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Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions (Q15-Q20):NEW QUESTION # 15
What does the standard deviation of a dataset represent in the context of statistical analysis?
  • A. The sum of all values in the dataset
  • B. The most frequently occurring value
  • C. The number of outliers in the dataset
  • D. The average squared distance from the mean
Answer: D

NEW QUESTION # 16
Which file format is most suitable for exchanging large tabular datasets with consistent column data types across systems?
  • A. .xml
  • B. .json
  • C. .csv
  • D. .txt
Answer: C

NEW QUESTION # 17
Which operation would most efficiently apply element-wise multiplication to two NumPy arrays of equal size?
  • A. array1 * array2
  • B. numpy.matrix()
  • C. numpy.outer()
  • D. array1.dot(array2)
Answer: A

NEW QUESTION # 18
Why is min-max scaling applied before using algorithms like K-Nearest Neighbors or SVM?
  • A. To make all features interpretable as binary values
  • B. To compress all values into integers
  • C. To convert strings into numeric values
  • D. To prevent features with larger scales from dominating distance calculations
Answer: D

NEW QUESTION # 19
What is the main purpose of validating a dataset before applying statistical analysis?
  • A. To generate more columns from the dataset
  • B. To sort the data alphabetically
  • C. To ensure the dataset meets expected quality and structure
  • D. To visualize patterns more clearly
Answer: C

NEW QUESTION # 20
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