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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: SQL and Data Management | ||
| Topic 2: Data Acquisition and Pre-Processing | 29.2% | |
| Topic 3: Exploratory Data Analysis | ||
| Topic 4: Statistical Methods and Modeling | ||
| Topic 5: Data Visualization and Communication |
1. Which conditions typically necessitate data normalization or scaling before analysis?
(choose two)
A) Presence of duplicate data
B) Features with different units and scales
C) Boolean feature encoding
D) Distance-based modeling algorithms
2. Which approaches help tailor data visualizations for non-technical stakeholders?
(Choose two)
A) Add context through narrative or titles
B) Use raw code outputs for clarity
C) Focus on trend and summary metrics
D) Use jargon-rich annotations
3. Which of the following would most likely be classified as unstructured data?
A) Collection of customer service audio recordings
B) Product ID and price list in a CSV
C) Inventory levels in a spreadsheet
D) Normalized employee database in PostgreSQL
4. Which Python tool or library is best suited for retrieving data from HTML tables on web pages?
A) math
B) pandas.read_html()
C) sqlalchemy
D) re
5. What is the benefit of using the __name__ == "__main__" construct in Python scripts?
A) It allows selective execution of code when run as a script
B) It allows access to all global variables
C) It prevents modules from being imported
D) It defines the main function in Python
Solutions:
| Question # 1 Answer: B,D | Question # 2 Answer: B,C | Question # 3 Answer: A | Question # 4 Answer: B | Question # 5 Answer: A |
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