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| Section | Objectives |
|---|
| Basic Statistics for Data Analysis | - Descriptive statistics
- 1. Mean, median, mode
- 2. Variance and standard deviation
|
| Python Programming Fundamentals | - Basic syntax and data types
- 1. Variables and operators
- 2. Control flow basics
|
| Data Analysis and Visualization | - Data visualization
- 1. Matplotlib basics
- 2. Plot interpretation
- Data cleaning and preprocessing
- 1. Missing values handling
- 2. Data transformation techniques
|
| Data Handling and Processing with Python | - Working with data structures
- 1. Iterating and transformations
- 2. Lists, tuples, dictionaries
- Data manipulation libraries
- 1. Pandas fundamentals
- 2. NumPy basics
|
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q20-Q25):
NEW QUESTION # 20
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
- B. 4, 2, 0
- C. 5, 3, 1
- D. 5, 4, 3, 2, 1
Answer: C
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 # 21
You are creating a presentation slide to communicate findings about student stress levels across four categories over a six-month period. You include the following line graph in your presentation:

Your goal is to help your audience clearly understand trends in stress levels over time.
What is the highest problem with this visual presentation? Select the best answer.
- A. The chart should be in 3D format to show depth and highlight differences more clearly.
- B. The graph doesn't explain what each stress level means or show exact values for each month, which limits interpretation.
- C. The lines are too light and similar in color, making it difficult to distinguish between trends.
- D. The months should be replaced with week numbers to provide more detailed insight.
- E. The font used in the chart is hard to read; using larger, uppercase text would improve clarity.
Answer: C
Explanation:
The lines are very light and visually similar, making it difficult to clearly distinguish between the different stress level trends, which directly reduces the effectiveness of the visualization in communicating patterns over time.
NEW QUESTION # 22
You are given a short Python script that uses both arithmetic and assignment operators. The variable x is initialized as 4, then updated using x *= 2 + 3. What will be printed when the final value of x is displayed?
Answer: C
Explanation:
Python evaluates the addition first because of operator precedence. The expression 2 + 3 equals
5, then x *= 5 multiplies the current value of x (4) by 5, resulting in a final value of 20.
NEW QUESTION # 23
A student writes a program using input() to collect user data, then tries to add 5 to the input value without conversion. The program crashes. What is the most likely cause of this behavior?
- A. input returns string
- B. input returns float
- C. input returns int
- D. Syntax error
Answer: A
Explanation:
The input() function always returns a string. Attempting to add an integer to a string causes a TypeError. The input must be explicitly converted using int() or float() before performing arithmetic operations.
NEW QUESTION # 24
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: A
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 # 25
......
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