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| Section | Weight | Objectives |
|---|
| Topic 1: Exploratory Data Analysis | | |
| Topic 2: Statistical Methods and Modeling | | |
| Topic 3: Data Acquisition and Pre-Processing | 29.2% | |
| Topic 4: SQL and Data Management | | |
| Topic 5: Data Visualization and Communication | | |
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Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions (Q39-Q44):
NEW QUESTION # 39
When working with relational databases in Python, what are key components required to establish and manage database connections?
(Choose all that apply)
- A. Python's random module for generating keys
- B. Database driver or module (e.g., sqlite3)
- C. Cursor object for executing queries
- D. Connection object to interface with the database
Answer: B,D
NEW QUESTION # 40
Which methods can be used to validate data types and structure in a Pandas DataFrame?
(Choose two)
- A. df.info()
- B. df.memory_usage()
- C. df.to_csv()
- D. df.dtypes
Answer: A,D
NEW QUESTION # 41
What is the primary reason for converting all categorical labels to lowercase during the data cleaning process?
- A. To reduce memory usage in the dataset
- B. To improve data visualization aesthetics
- C. To avoid treating the same category as different due to case differences
- D. To make string comparison operations slower
Answer: C
NEW QUESTION # 42
Which technique is considered a primary defense against SQL injection when executing database queries from Python?
- A. Escaping quotes manually in SQL strings
- B. Using parameterized queries
- C. Closing the database cursor after each query
- D. Encrypting the database connection
Answer: B
NEW QUESTION # 43
What is the benefit of using the __name__ == "__main__" construct in Python scripts?
- A. It prevents modules from being imported
- B. It allows access to all global variables
- C. It defines the main function in Python
- D. It allows selective execution of code when run as a script
Answer: D
NEW QUESTION # 44
......
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