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| Section | Weight | Objectives |
|---|
| Topic 1: Data Acquisition and Pre-Processing | 29.2% | |
| Topic 2: SQL and Data Management | | |
| Topic 3: Statistical Methods and Modeling | | |
| Topic 4: Exploratory Data Analysis | | |
| Topic 5: Data Visualization and Communication | | |
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Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions (Q120-Q125):
NEW QUESTION # 120
What is the main advantage of using Seaborn over Matplotlib when creating complex statistical visualizations in Python?
- A. Seaborn automatically saves plots as image files
- B. Seaborn works exclusively with NumPy arrays
- C. Seaborn requires no data preprocessing for missing values
- D. Seaborn provides high-level abstractions for attractive and informative graphics
Answer: D
NEW QUESTION # 121
Which Python library is most commonly used to establish a connection to a SQLite database and perform SQL operations?
- A. pymysql
- B. psycopg2
- C. sqlite3
- D. sqlalchemy
Answer: C
NEW QUESTION # 122
When analyzing a dataset of customer ages, you calculate the mean, median, and mode. What does it indicate if all three values are approximately equal?
- A. The dataset is uniformly distributed
- B. The dataset is positively skewed
- C. The dataset contains outliers
- D. The dataset has a normal distribution
Answer: D
NEW QUESTION # 123
What is the most efficient way to handle missing values in a Pandas DataFrame when preparing a dataset for analysis that must maintain original index structure and avoid row deletions?
- A. Apply interpolate() method
- B. Use drop() to remove null rows
- C. Use fillna() with a constant value
- D. Use dropna() with axis=1
Answer: C
NEW QUESTION # 124
Which SQL commands can be used to modify the contents of a table's data directly?
(Choose all that apply)
- A. UPDATE
- B. DELETE
- C. INSERT
- D. SELECT
Answer: A,C
NEW QUESTION # 125
......
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