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Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions:
1. What is the primary role of the pandas library in the Python data science ecosystem?
A) Reducing execution time of compiled code
B) Performing statistical tests
C) Manipulating labeled data structures
D) Visualizing large datasets
2. Which operation would most efficiently apply element-wise multiplication to two NumPy arrays of equal size?
A) numpy.outer()
B) array1 * array2
C) array1.dot(array2)
D) numpy.matrix()
3. 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) append()
B) join(..., how='outer')
C) merge(..., how='inner')
D) concat()
4. Which characteristics are typically associated with unstructured data formats?
(Choose two)
A) Stored using fixed-width fields and records
B) Highly tabular and query-friendly
C) Lacks predefined data schema
D) Requires parsing or transformation before analysis
5. What does the standard deviation of a dataset represent in the context of statistical analysis?
A) The most frequently occurring value
B) The average squared distance from the mean
C) The sum of all values in the dataset
D) The number of outliers in the dataset
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B | Question # 3 Answer: C | Question # 4 Answer: C,D | Question # 5 Answer: B |


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