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Python Institute PCAD-31-02 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Data Visualization and Communication
Topic 2: Exploratory Data Analysis
Topic 3: Statistical Methods and Modeling
Topic 4: SQL and Data Management
Topic 5: Data Acquisition and Pre-Processing	29.2%

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Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions (Q72-Q77):

NEW QUESTION # 72
Which characteristics are typically associated with supervised learning algorithms?
(Choose two)

A. They automatically detect outliers
B. They work only with numerical features
C. They are useful for regression and classification tasks
D. They require labeled training data

Answer: C,D

NEW QUESTION # 73
Which methods can be used to validate data types and structure in a Pandas DataFrame?
(Choose two)

A. df.to_csv()
B. df.dtypes
C. df.memory_usage()
D. df.info()

Answer: B,D

NEW QUESTION # 74
What is the main purpose of defining a class when working with complex data structures in a Python-based analysis project?

A. To ensure all values are stored as plain strings
B. To encapsulate related data and behavior for better organization
C. To define global variables that persist across files
D. To avoid using loops and conditional logic

Answer: B

NEW QUESTION # 75
You have a list of product prices, and you need to remove duplicate values while maintaining the fastest performance. Which core data structure should you use?

A. list
B. dictionary
C. tuple
D. set

Answer: D

NEW QUESTION # 76
What is the primary difference between the == operator and the is operator in Python when used in a data pipeline?

A. is checks value equality, while == checks for data type compatibility
B. == compares values for equality, while is checks for object identity
C. is compares dictionary keys, while == compares keys and values
D. == checks identity, while is compares memory addresses

Answer: B

NEW QUESTION # 77
......

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