Real Python Institute PCAD-31-02 practice exam questions for easy pass!
Last Updated: Sep 07, 2026
No. of Questions: 146 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Statistical Methods and Modeling | ||
| Topic 2: Exploratory Data Analysis | ||
| Topic 3: SQL and Data Management | ||
| Topic 4: Data Acquisition and Pre-Processing | 29.2% | |
| Topic 5: Data Visualization and Communication |
Question 1
Which operations are recommended when organizing messy tabular data in Pandas for further transformation and statistical modeling?
(choose two)
A. Converting the DataFrame to a Series
B. Ensuring consistent data types
C. Dropping column headers
D. Resetting the index after filtering
Question 2
When merging two Pandas DataFrames using a common key, which parameters are essential to ensure accurate and conflict-free results?
(Choose two)
A. ignore_index
B. dropna
C. on
D. suffixes
Question 3
What is a best practice when organizing data in a spreadsheet for analysis?
A. Apply conditional formatting to entire rows only
B. Merge cells to reduce redundancy
C. Place charts in the middle of data tables
D. Use consistent column headers across all sheets
Question 4
Which data collection method is most appropriate when gathering opinions from a target audience at scale?
A. Web scraping
B. Sensor logs
C. Transactional data
D. Surveys
Question 5
Which best practices help enhance database security when building Python data analysis pipelines?
(Choose two)
A. Limit database user permissions to only necessary operations
B. Sanitize input by replacing dangerous characters with asterisks
C. Store credentials securely using environment variables
D. Construct queries using f-strings for readability
Solutions:
| Question 1 Answer: B,D | Question 2 Answer: C,D | Question 3 Answer: D | Question 4 Answer: D | Question 5 Answer: A,C |
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