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Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions (Q43-Q48):

NEW QUESTION # 43
How would you extract the last three rows of a DataFrame df using position-based indexing?

A. df.loc[-3:]
B. df.iloc[-3:]
C. df[-3]
D. df.tail(3)

Answer: B

NEW QUESTION # 44
What is the primary reason to use .head() and .tail() methods in pandas when exploring datasets?

A. To create visualizations
B. To preview the first and last few rows of data
C. To rename columns
D. To delete missing values

Answer: B

NEW QUESTION # 45
Which Python control structures are commonly used for data filtering and iterative operations in real-world analytics tasks?
(Choose two)

A. list comprehensions
B. decorators
C. match-case statements
D. while loops

Answer: A,D

NEW QUESTION # 46
Which refinements are typically used to enhance clarity and presentation quality in visualizations?
(Choose two)

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

Answer: A,D

NEW QUESTION # 47
Which type of chart is most appropriate when comparing the distribution of a numerical variable across multiple categories?

A. Box plot
B. Pie chart
C. Scatter plot
D. Line chart

Answer: A

NEW QUESTION # 48
......

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