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

1. What is the purpose of using df.loc[2:5, 'column1'] in a Pandas DataFrame?

A) Returns a new DataFrame excluding 'column1'
B) Returns the entire DataFrame
C) Returns rows 2 to 4 in 'column1'
D) Returns rows 2 through 5 in 'column1'

2. When fetching DATETIME values from a SQL database into Python, which Python data type is most appropriate for storing and manipulating these values?

A) float
B) datetime.datetime
C) str
D) time.struct_time

3. What is a key assumption of linear regression that distinguishes it from logistic regression?

A) The relationship between predictors and the outcome is linear
B) Predictors must be independent
C) Output values must be binary
D) The target variable is unordered categorical

4. Which element is essential to justify a conclusion drawn from a dataset?

A) Logical reasoning and supported metrics
B) The use of color in plots
C) File format of the source data
D) The origin of the dataset

5. Which of the following is the most suitable data structure in Python for representing a tabular row with column names?

A) tuple
B) dictionary
C) set
D) list

Solutions: