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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 Handling and Processing with Python | - Data manipulation libraries
- 1. NumPy basics
- 2. Pandas fundamentals
- Working with data structures
- 1. Lists, tuples, dictionaries
- 2. Iterating and transformations
|
| Data Analysis and Visualization | - Data visualization
- 1. Matplotlib basics
- 2. Plot interpretation
- Data cleaning and preprocessing
- 1. Data transformation techniques
- 2. Missing values handling
|
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q14-Q19):
NEW QUESTION # 14
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 # 15
An e-commerce site records every product view and purchase.
Which of the following best describes how these logs become marketing insights?
- A. Raw event logs are structured, analyzed, and interpreted into information - like conversion rates by product - which then builds knowledge of customer preferences.
- B. Raw event logs are filtered, aggregated, and formatted into summaries - like total visits per category - which then provide traffic reports.
- C. Raw event logs are stored, archived, and indexed - like by user ID and session - which then facilitate audit trails.
- D. Raw event logs are validated, organized, and compiled into datasets - like timestamped user actions - which then support system debugging.
Answer: A
Explanation:
Marketing insights are produced when raw event logs are structured, analyzed, and interpreted to generate meaningful metrics such as conversion rates. These interpreted results transform data into actionable knowledge about customer behavior and preferences.
NEW QUESTION # 16
A Python developer is testing truth values of different data types using the bool() function. The expression bool([0]) is evaluated in the script. What result should be expected when this expression is printed?
- A. True
- B. Error
- C. None
- D. False
Answer: A
Explanation:
In Python, any non-empty list evaluates to True in a Boolean context. Even though the element inside the list is zero, the list itself is not empty, so the result is True.
NEW QUESTION # 17
The following chart shows how a student spends 24 hours in a day:

Which statements are most accurate? (Choose two.)
- A. More time is spent commuting than on leisure.
- B. Commuting is the second most time-consuming activity.
- C. Leisure and meals combined equal the time spent at school.
- D. Sleep and school take up the majority of time in a day.
- E. Leisure accounts for a moderate portion of the student's daily schedule, larger than commuting but smaller than the time spent at school.
- F. School and homework together take up half of the day's time.
Answer: D,E
Explanation:
The largest portions of the chart are sleep and school, and together they clearly make up more than half of the day. Leisure appears as a mid-sized segment that is larger than commuting but smaller than school, fitting the description of a moderate portion.
NEW QUESTION # 18
A government agency collects citizen data for various public services.
What is the primary reason for emphasizing careful data management throughout the entire data lifecycle in this context? Select the best answer.
- A. To guarantee the long-term availability and integrity of crucial citizen datasets for future policy formulation and evaluation.
- B. To enable seamless sharing of anonymized citizen information with other governmental bodies for collaborative initiatives.
- C. To uphold data quality for effective service delivery, safeguard citizen privacy and prevent misuse, and comply with data protection laws.
- D. To streamline the initial capture of citizen details and minimize the administrative burden on both staff and the public.
Answer: C
Explanation:
Careful data management across the entire lifecycle ensures high data quality for reliable public services, protects sensitive citizen information from misuse, and maintains compliance with legal and regulatory data protection requirements.
NEW QUESTION # 19
......
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