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| Section | Objectives |
|---|
| Topic 1: Python Programming Fundamentals | - Basic syntax and data types
- 1. Variables and operators
- 2. Control flow basics
|
| Topic 2: Data Analysis and Visualization | - Data visualization
- 1. Plot interpretation
- 2. Matplotlib basics
- Data cleaning and preprocessing
- 1. Data transformation techniques
- 2. Missing values handling
|
| Topic 3: Basic Statistics for Data Analysis | - Descriptive statistics
- 1. Mean, median, mode
- 2. Variance and standard deviation
|
| Topic 4: 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 (Q41-Q46):
NEW QUESTION # 41
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 # 42
A teacher wants to compare the number of students in different school clubs:

Which type of chart would be most appropriate to show this comparison? Select the best answer.
- A. Pie chart
- B. Bubble chart
- C. Bar chart
- D. Line chart
Answer: C
Explanation:
A bar chart is best for comparing quantities across distinct categories, such as the number of students in each club, because it clearly shows differences in counts side by side.
NEW QUESTION # 43
You are writing a function named process_data()to read and process numerical input from a file. The function must:
- read the file data.txt,
- attempt to convert the first line into an integer,
- handle file, conversion, or index-related exceptions,
- print the value only if no error occurs,
- and always print a final message after execution.
Which implementation correctly and robustly meets all these conditions? Select the best answer.
Answer: B
Explanation:
It wraps file reading and integer conversion in a try block, catches the relevant file, conversion, and indexing exceptions, prints the value only in the no-error path using an else block, and uses a finally block to always print the final message.
NEW QUESTION # 44
A healthcare provider analyzes patient records to determine that appointment cancellations spike during weather alerts and flu season.
What type of analytics is this?
- A. Prescriptive analytics - it automates patient rescheduling based on cancellation patterns.
- B. Descriptive analytics - it reports appointment numbers across past seasons.
- C. Predictive analytics - it uses weather and illness trends to forecast future cancellations.
- D. Diagnostic analytics - it identifies reasons behind patterns in patient behavior.
Answer: D
Explanation:
It examines existing data to understand why cancellations increase, identifying underlying causes such as weather alerts and flu season, which characterizes diagnostic analytics.
NEW QUESTION # 45
The following chart shows how a student spends 24 hours in a day:

Which statements are most accurate? (Choose two.)
- A. Leisure and meals combined equal the time spent at school.
- B. Leisure accounts for a moderate portion of the student's daily schedule, larger than commuting but smaller than the time spent at school.
- C. School and homework together take up half of the day's time.
- D. More time is spent commuting than on leisure.
- E. Commuting is the second most time-consuming activity.
- F. Sleep and school take up the majority of time in a day.
Answer: B,F
NEW QUESTION # 46
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