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| Section | Objectives |
|---|---|
| Topic 1: Data Analysis and Visualization | - Data cleaning and preprocessing
|
| Topic 2: Python Programming Fundamentals | - Basic syntax and data types
|
| Topic 3: Data Handling and Processing with Python | - Data manipulation libraries
|
| Topic 4: Basic Statistics for Data Analysis | - Descriptive statistics
|
1. A Python script includes the expression not False and True. The developer is unsure how logical operators are evaluated in terms of precedence. What will be the final Boolean result of this expression?
A) None
B) False
C) Error
D) True
2. You are given two lists representing daily page views and sign-ups on a website:
views = [120, 130, 128, 700, 115, 123, 119, 680, 122]
signups = [12, 15, 13, 50, 11, 14, 10, 55, 13]
You want to:
- remove outliers (views > 600), and
- calculate correlation between the cleaned lists.
Which code accomplishes this correctly? Select the best answer.
A)
B)
C)
D) 
3. The following chart shows how a student spends 24 hours in a day:
Which statements are most accurate? (Choose two.)
A) Leisure accounts for a moderate portion of the student's daily schedule, larger than commuting but smaller than the time spent at school.
B) Commuting is the second most time-consuming activity.
C) More time is spent commuting than on leisure.
D) Leisure and meals combined equal the time spent at school.
E) School and homework together take up half of the day's time.
F) Sleep and school take up the majority of time in a day.
4. 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 font used in the chart is hard to read; using larger, uppercase text would improve clarity.
E) The months should be replaced with week numbers to provide more detailed insight.
5. A script defines a variable x = None and checks its truth value using a conditional statement. The developer wants to understand how Python evaluates None in Boolean contexts. What will bool(x) return?
A) None
B) False
C) Error
D) True
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A | Question # 3 Answer: A,F | Question # 4 Answer: C | Question # 5 Answer: B |
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