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

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

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

2. Which storage system is best suited for storing and retrieving large volumes of unstructured data, such as images or logs?

A) In-memory databases
B) Relational databases
C) Object storage systems
D) Data cubes

3. What is the primary purpose of using annotations in a data visualization?

A) To enhance interactivity in static plots
B) To highlight important data points and provide contextual information
C) To ensure faster rendering in large datasets
D) To replace the need for axes

4. 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) Trimming whitespace from string values
C) Scaling numeric features to a fixed range
D) Applying logarithmic transformation to skewed data

5. Which technique is considered a primary defense against SQL injection when executing database queries from Python?

A) Closing the database cursor after each query
B) Using parameterized queries
C) Escaping quotes manually in SQL strings
D) Encrypting the database connection

Solutions: