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Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions:
1. Which method is typically used in Pandas to check if a column contains only values within an expected range?
A) df.isin()
B) df.clip()
C) df.sample()
D) df.sort_values()
2. What is one potential risk of dynamically constructing SQL queries using string concatenation in Python scripts?
A) Exposure to SQL injection attacks
B) Slower database performance
C) Missing foreign key constraints
D) Increased memory usage
3. What is the correct SQL statement to permanently remove a table named customers from a database?
A) REMOVE TABLE customers;
B) TRUNCATE TABLE customers;
C) DELETE TABLE customers;
D) DROP TABLE customers;
4. Which SQL command should a data analyst use to modify existing records in a database table based on specific conditions?
A) CREATE
B) INSERT
C) UPDATE
D) SELECT
5. What is the purpose of using the groupby() function in a Pandas DataFrame when analyzing a dataset with multiple categories and numerical values?
A) To filter rows based on index values
B) To split the data into subgroups for aggregation
C) To append new rows to the DataFrame
D) To sort the DataFrame by a specific column
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: D | Question # 4 Answer: C | Question # 5 Answer: B |





