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Python Institute PCAD-31-02 Exam Syllabus Topics:

Section	Weight	Objectives
Statistical Methods and Modeling
Data Acquisition and Pre-Processing	29.2%
SQL and Data Management
Data Visualization and Communication
Exploratory Data Analysis

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Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions (Q46-Q51):

NEW QUESTION # 46
What is the correct SQL statement to permanently remove a table named customers from a database?

A. REMOVE TABLE customers;
B. DELETE TABLE customers;
C. TRUNCATE TABLE customers;
D. DROP TABLE customers;

Answer: D

NEW QUESTION # 47
Which of the following libraries is specifically optimized for high-performance numerical computation with multi-dimensional arrays in Python?

A. NumPy
B. pandas
C. seaborn
D. matplotlib

Answer: A

NEW QUESTION # 48
Which refinements are typically used to enhance clarity and presentation quality in visualizations?
(Choose two)

A. Disabling grid lines in all cases
B. Adding descriptive axis labels
C. Avoiding color entirely
D. Customizing tick labels

Answer: B,D

NEW QUESTION # 49
Which method in the pandas library allows efficient loading of large datasets in chunks to conserve memory?

A. load_dataset()
B. read_csv(chunksize=...)
C. import_csv()
D. fetch_chunks()

Answer: B

NEW QUESTION # 50
Which approaches help tailor data visualizations for non-technical stakeholders?
(Choose two)

A. Use raw code outputs for clarity
B. Focus on trend and summary metrics
C. Add context through narrative or titles
D. Use jargon-rich annotations

Answer: A,B

NEW QUESTION # 51
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