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| Section | Weight | Objectives |
|---|
| Topic 1: Statistical Methods and Modeling | | |
| Topic 2: Data Acquisition and Pre-Processing | 29.2% | |
| Topic 3: Data Visualization and Communication | | |
| Topic 4: SQL and Data Management | | |
| Topic 5: Exploratory Data Analysis | | |
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Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions (Q94-Q99):
NEW QUESTION # 94
Which method is appropriate for combining two DataFrames based on a shared key column where non-matching rows should be excluded from the result?
- A. join(..., how='outer')
- B. append()
- C. merge(..., how='inner')
- D. concat()
Answer: C
NEW QUESTION # 95
Which storage system is best suited for storing and retrieving large volumes of unstructured data, such as images or logs?
- A. Relational databases
- B. In-memory databases
- C. Data cubes
- D. Object storage systems
Answer: D
NEW QUESTION # 96
Why might using a pie chart to represent category proportions be less effective than a bar chart?
- A. Pie charts display individual data points more clearly
- B. Pie charts cannot be created using Seaborn
- C. Bar charts are limited to one variable only
- D. Human perception is less accurate at judging angles than lengths
Answer: D
NEW QUESTION # 97
Which Python construct allows you to iterate over a list of dictionary values and apply conditional logic to accumulate numerical values that meet a certain threshold?
- A. lambda expression with reduce
- B. filter() function with map
- C. for loop with if condition
- D. while loop with try block
Answer: C
NEW QUESTION # 98
What is the benefit of using the __name__ == "__main__" construct in Python scripts?
- A. It allows access to all global variables
- B. It defines the main function in Python
- C. It prevents modules from being imported
- D. It allows selective execution of code when run as a script
Answer: D
NEW QUESTION # 99
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