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| Section | Objectives |
|---|
| Topic 1: Basic Statistics for Data Analysis | - Descriptive statistics
- 1. Variance and standard deviation
- 2. Mean, median, mode
|
| Topic 2: Data Handling and Processing with Python | - Working with data structures
- 1. Lists, tuples, dictionaries
- 2. Iterating and transformations
- Data manipulation libraries
- 1. NumPy basics
- 2. Pandas fundamentals
|
| Topic 3: Data Analysis and Visualization | - Data visualization
- 1. Plot interpretation
- 2. Matplotlib basics
- Data cleaning and preprocessing
- 1. Missing values handling
- 2. Data transformation techniques
|
| Topic 4: Python Programming Fundamentals | - Basic syntax and data types
- 1. Variables and operators
- 2. Control flow basics
|
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q26-Q31):
NEW QUESTION # 26
A Python loop uses range(5, 0, -2) to iterate backward. The programmer expects a decreasing sequence. Which values will actually be generated when this loop runs?
- A. 5, 3, 1
- B. 5, 4, 3, 2, 1
- C. 4, 2, 0
- D. 5, 3
Answer: A
Explanation:
The range starts at 5 and decreases by 2 each step until it reaches a value greater than 0. The generated sequence is 5, 3, and 1.
NEW QUESTION # 27
A programmer writes a script to test operator precedence using the expression 3 + 4 * 2 ** 2. The goal is to evaluate the result correctly based on Python's operator hierarchy rules. What result should the script produce?
Answer: D
Explanation:
Exponentiation is evaluated first, so 2 ** 2 equals 4. Then multiplication 4 * 4 equals 16. Finally, addition is performed: 3 + 16 results in 19.
NEW QUESTION # 28
An online retailer collects customer reviews, order transaction logs, and product ratings.
Which of the following correctly classifies these types of data? Select the best answer.
- A. Product ratings are quantitative and structured; customer reviews are qualitative and unstructured; transaction logs are structured and quantitative
- B. Product ratings are qualitative and unstructured; customer reviews are quantitative and structured; transaction logs are semi-structured and qualitative.
- C. Product ratings are qualitative and structured; customer reviews are qualitative and unstructured; transaction logs are quantitative and semi-structured.
- D. Product ratings are quantitative and unstructured; customer reviews are structured and qualitative; transaction logs are quantitative and unstructured.
Answer: A
Explanation:
Product ratings are numeric values stored in fixed fields, making them quantitative and structured.
Customer reviews are free-text responses, which are qualitative and unstructured. Transaction logs consist of organized records with defined fields such as order ID, date, and amount, making them structured and quantitative.
NEW QUESTION # 29
A loop includes a break statement when a condition is met. The programmer wants to understand how break affects loop execution. What happens when break is executed inside the loop?
- A. Error
- B. Skips one iteration
- C. Loop ends immediately
- D. Loop restarts
Answer: C
Explanation:
The break statement immediately terminates the loop, regardless of remaining iterations. Control is transferred to the first statement following the loop block.
NEW QUESTION # 30
The following chart shows how a student spends 24 hours in a day:

Which statements are most accurate? (Choose two.)
- A. Commuting is the second most time-consuming activity.
- B. More time is spent commuting than on leisure.
- C. Leisure and meals combined equal the time spent at school.
- D. School and homework together take up half of the day's time.
- E. Sleep and school take up the majority of time in a day.
- F. Leisure accounts for a moderate portion of the student's daily schedule, larger than commuting but smaller than the time spent at school.
Answer: E,F
NEW QUESTION # 31
......
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