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| Section | Objectives |
|---|
| Basic Statistics for Data Analysis | - Descriptive statistics
- 1. Variance and standard deviation
- 2. Mean, median, mode
|
| Data Analysis and Visualization | - Data visualization
- 1. Matplotlib basics
- 2. Plot interpretation
- Data cleaning and preprocessing
- 1. Data transformation techniques
- 2. Missing values handling
|
| Data Handling and Processing with Python | - Working with data structures
- 1. Lists, tuples, dictionaries
- 2. Iterating and transformations
- Data manipulation libraries
- 1. Pandas fundamentals
- 2. NumPy basics
|
| Python Programming Fundamentals | - Basic syntax and data types
- 1. Control flow basics
- 2. Variables and operators
|
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Python Institute PCED-30-02 Exam Questions – Secret To Pass On First Attempt
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q16-Q21):
NEW QUESTION # 16
A program compares two values using == and is. The variables a = 256 and b = 256 are defined.
What is the expected result of a is b in most Python implementations?
- A. None
- B. True
- C. Error
- D. False
Answer: B
Explanation:
Python caches small integers for efficiency. Since 256 is typically within the cached range, both variables reference the same object in memory, making a is b evaluate to True.
NEW QUESTION # 17
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 enable seamless sharing of anonymized citizen information with other governmental bodies for collaborative initiatives.
- B. To streamline the initial capture of citizen details and minimize the administrative burden on both staff and the public.
- C. To guarantee the long-term availability and integrity of crucial citizen datasets for future policy formulation and evaluation.
- D. To uphold data quality for effective service delivery, safeguard citizen privacy and prevent misuse, and comply with data protection laws.
Answer: D
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 # 18
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 # 19
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 months should be replaced with week numbers to provide more detailed insight.
- B. The font used in the chart is hard to read; using larger, uppercase text would improve clarity.
- C. The graph doesn't explain what each stress level means or show exact values for each month, which limits interpretation.
- D. The lines are too light and similar in color, making it difficult to distinguish between trends.
- E. The chart should be in 3D format to show depth and highlight differences more clearly.
Answer: D
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 # 20
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.
Answer: C
Explanation:
It converts the lists to NumPy arrays, builds a boolean mask based on the views threshold to remove outliers, applies the same mask to both arrays so they stay aligned, and then computes the correlation on the cleaned pairs using np.corrcoef.
NEW QUESTION # 21
......
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