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Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions:

1. Which SQL commands can be used to modify the contents of a table's data directly?
(Choose all that apply)

A) SELECT
B) DELETE
C) INSERT
D) UPDATE

2. Which type of regression is most appropriate when the response variable is categorical, such as predicting customer churn (Yes/No)?

A) Polynomial regression
B) Linear regression
C) Decision tree regression
D) Logistic regression

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 filter rows based on index values
B) To sort the DataFrame by a specific column
C) To append new rows to the DataFrame
D) To split the data into subgroups for aggregation

4. What is the primary purpose of using annotations in a data visualization?

A) To ensure faster rendering in large datasets
B) To highlight important data points and provide contextual information
C) To replace the need for axes
D) To enhance interactivity in static plots

5. What is the outcome of the following code?
data = [5, 10, 15]
result = [x**2 for x in data if x > 5]
print(result)

A) [25, 100, 225]
B) [100, 225]
C) [10, 15]
D) [25, 100]

Solutions: