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

1. Which best practices help enhance database security when building Python data analysis pipelines?
(Choose two)

A) Limit database user permissions to only necessary operations
B) Sanitize input by replacing dangerous characters with asterisks
C) Construct queries using f-strings for readability
D) Store credentials securely using environment variables


2. Why is min-max scaling applied before using algorithms like K-Nearest Neighbors or SVM?

A) To make all features interpretable as binary values
B) To convert strings into numeric values
C) To compress all values into integers
D) To prevent features with larger scales from dominating distance calculations


3. What is the purpose of using df.loc[2:5, 'column1'] in a Pandas DataFrame?

A) Returns rows 2 to 4 in 'column1'
B) Returns a new DataFrame excluding 'column1'
C) Returns rows 2 through 5 in 'column1'
D) Returns the entire DataFrame


4. When working with relational databases in Python, what are key components required to establish and manage database connections?
(Choose all that apply)

A) Connection object to interface with the database
B) Cursor object for executing queries
C) Database driver or module (e.g., sqlite3)
D) Python's random module for generating keys


5. Why is it important to adjust data presentations based on the audience's background?

A) To ensure the data is understood and supports actionable insights
B) To simplify all metrics to percentages only
C) To avoid using charts altogether
D) To include as many technical terms as possible


Solutions:

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

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