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Python Institute PCAD-31-02 Exam Syllabus Topics:

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

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Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions (Q117-Q122):

NEW QUESTION # 117
Which practices are typically part of the data integration process?
(Choose two)

A. Schema alignment
B. Data encryption
C. Neural network training
D. Format standardization

Answer: A,D

NEW QUESTION # 118
What may occur if a model is evaluated using the same data it was trained on?

A. Underfitting
B. Overgeneralization
C. Overfitting
D. Data leakage

Answer: C

NEW QUESTION # 119
Which of the following best describes the purpose of the plt.subplot() function in Matplotlib?

A. It creates a 3D surface plot using pandas
B. It links Matplotlib with Seaborn's grid styling
C. It configures multiple plots in a grid layout within a single figure
D. It overlays multiple plots in the same figure without axes

Answer: C

NEW QUESTION # 120
What is the main purpose of defining a class when working with complex data structures in a Python-based analysis project?

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

Answer: A

NEW QUESTION # 121
What is the outcome of the following code?
data = [5, 10, 15]
result = [x**2 for x in data if x > 5]
print(result)

A. [25, 100]
B. [10, 15]
C. [25, 100, 225]
D. [100, 225]

Answer: D

NEW QUESTION # 122
......

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