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Python Institute PCAD-31-02 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Exploration and Statistical Analysis | 25% | - Inferential statistics
|
| Topic 2: Data Visualization and Communication | 15% | - Data storytelling and reporting
|
| Topic 3: Data Modeling and Machine Learning Basics | 20% | - Supervised learning fundamentals
|
| Topic 4: SQL and Database Integration | 10% | - Python-database connectivity
|
| Topic 5: Data Acquisition and Preprocessing | 30% | - Data collection, integration and storage
|
Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions:
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 has a normal distribution
- B. The dataset is positively skewed
- C. The dataset contains outliers
- D. The dataset is uniformly distributed
Correct Answer: A 🗳️
When joining two tables in a relational database using SQL, which clause is used to specify the relationship between their columns?
- A. GROUP BY
- B. FROM
- C. JOIN ON
- D. HAVING
Correct Answer: C 🗳️
In supervised learning, what is the primary goal when training a model on labeled data?
- A. To cluster data points into similar groups
- B. To analyze unstructured data formats like text
- C. To discover hidden patterns without outputs
- D. To learn a function that maps inputs to known outputs
Correct Answer: D 🗳️
What is the primary reason for converting all categorical labels to lowercase during the data cleaning process?
- A. To reduce memory usage in the dataset
- B. To make string comparison operations slower
- C. To improve data visualization aesthetics
- D. To avoid treating the same category as different due to case differences
Correct Answer: D 🗳️
Which command should a data analyst use to install the pandas library in a Python environment using the Python Package Index?
- A. python install pandas
- B. install pip pandas
- C. python get pandas
- D. pip install pandas
Correct Answer: D 🗳️
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