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[Hardware] 2026 Accurate PCAD-31-02 Exam Cram Pdf | PCAD-31-02 100% Free Best Preparation M

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【Hardware】 2026 Accurate PCAD-31-02 Exam Cram Pdf | PCAD-31-02 100% Free Best Preparation M

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Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions (Q22-Q27):NEW QUESTION # 22
Which data collection method is most appropriate when gathering opinions from a target audience at scale?
  • A. Sensor logs
  • B. Transactional data
  • C. Surveys
  • D. Web scraping
Answer: C

NEW QUESTION # 23
Why is it important to manage object identity correctly in complex data analysis pipelines?
  • A. It prevents reloading modules unnecessarily
  • B. It ensures type casting is consistently applied
  • C. It guarantees consistent hashing of string values
  • D. It avoids redundant copies and preserves shared state when required
Answer: D

NEW QUESTION # 24
What is the recommended Python library to connect and extract tabular data directly from an Excel file?
  • A. matplotlib
  • B. openpyxl
  • C. csv
  • D. sqlite3
Answer: B

NEW QUESTION # 25
Which of the following techniques are commonly used in the standardization of textual or categorical data during preprocessing?
(Choose two)
  • A. Replacing misspellings with a canonical category label
  • B. Applying logarithmic transformation to skewed data
  • C. Trimming whitespace from string values
  • D. Scaling numeric features to a fixed range
Answer: A,C

NEW QUESTION # 26
Which of the following libraries is specifically optimized for high-performance numerical computation with multi-dimensional arrays in Python?
  • A. matplotlib
  • B. NumPy
  • C. seaborn
  • D. pandas
Answer: B

NEW QUESTION # 27
......
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