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Last Updated: Aug 25, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Python Programming for Data Analysis | 30% | - File Operations
|
| Data Analysis Fundamentals | 20% | - Data Collection and Preparation
|
| Working with Data Using Python Libraries | 30% | - NumPy Fundamentals
|
| Applied Data Analysis Projects | 20% | - Data Analysis Workflow
|
1. Which of the following would best validate the uniqueness of a primary key in a Pandas DataFrame?
A) df['id'].duplicated().any()
B) df['id'].nunique()
C) df['id'].fillna()
D) df['id'].isnull().sum()
2. What does the describe() method in Pandas provide when applied to a numerical DataFrame column?
A) A normalized version of the data column
B) A histogram of the data distribution
C) Only the standard deviation of the data
D) Basic descriptive statistics such as count, mean, and quartiles
3. 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 sort the DataFrame by a specific column
B) To split the data into subgroups for aggregation
C) To filter rows based on index values
D) To append new rows to the DataFrame
4. Which operations are valid and commonly used on Python lists during data transformation tasks?
(Choose two)
A) Slicing
B) Key-value mapping
C) Index-based iteration
D) Append
5. Which data collection method is most appropriate when gathering opinions from a target audience at scale?
A) Transactional data
B) Sensor logs
C) Web scraping
D) Surveys
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: A,D | Question # 5 Answer: D |
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