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

1. What is the main reason to remove duplicate records before performing analysis?

A) It ensures training data is intentionally overfitted
B) It avoids converting data to JSON format
C) It reduces redundancy that can skew statistical metrics
D) It helps increase sample size


2. Which approaches are commonly used to extract structured data from APIs in Python?
(Choose two)

A) Use the requests module to retrieve JSON responses
B) Load CSV directly with re.compile()
C) Open Excel files using matplotlib
D) Access data using requests.get() and parse it with .json()


3. Which method is commonly used to handle missing numerical data in a dataset?

A) Multiplying all missing values by zero
B) Dropping all columns
C) Replacing with text labels
D) Filling with the mean or median


4. What may occur if a model is evaluated using the same data it was trained on?

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


5. Which methods can be used to validate data types and structure in a Pandas DataFrame?
(Choose two)

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


Solutions:

Question # 1
Answer: C
Question # 2
Answer: A,D
Question # 3
Answer: D
Question # 4
Answer: D
Question # 5
Answer: A,C

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