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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. Missing values handling
- 2. Data transformation techniques
|
| Topic 3: Data Handling and Processing with Python | - Working with data structures
- 1. Iterating and transformations
- 2. Lists, tuples, dictionaries
- Data manipulation libraries
- 1. NumPy basics
- 2. Pandas fundamentals
|
| Topic 4: Basic Statistics for Data Analysis | - Descriptive statistics
- 1. Variance and standard deviation
- 2. Mean, median, mode
|
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q26-Q31):
NEW QUESTION # 26
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. False
- B. None
- C. True
- D. Error
Answer: C
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 # 27
Below are six possible summaries for your presentation:
- Summary 1: "The data revealed a moderate positive correlation between age and recycling frequency. While 72% of students reported recycling paper regularly, only 39% reported recycling plastic."
- Summary 2: "Analysis showed notable differences in recycling habits by material type, with paper being most recycled and plastic least recycled."
- Summary 3: "Older kids recycled more than younger ones. Paper was the most recycled item- plastic got forgotten a lot."
- Summary 4: "Student responses showed positive environmental habits overall, though participation varied by waste type."
- Summary 5: "A lot of students said they recycle. Some didn't answer every question, so we couldn't figure out everything."
- Summary 6: "We asked more than 300 students about recycling. Most said they recycle paper, but way fewer recycle plastic." Which communication style is the best fit for Group A (data scientists) and Group B (12-year- olds), respectively? Select the best answer.
- A. Summary 1 for Group A, Summary 3 for Group B
- B. Summary 1 for Group A, Summary 6 for Group B
- C. Summary 4 for Group A, Summary 3 for Group B
- D. Summary 6 for Group A, Summary 3 for Group B
- E. Summary 2 for Group A. Summary 6 for Group B
- F. Summary 6 for Group A, Summary 5 for Group B
Answer: A
Explanation:
The first summary uses precise statistical language and quantitative detail appropriate for data scientists. The third summary uses simpler, more conversational language that is easier for 12- year-olds to understand.
NEW QUESTION # 28
A list is defined as [1, 2, 3]. The programmer uses the method .append([4, 5]). What will the resulting list look like after execution?
- A. [1,2,3,4,5]
- B. [4,5,1,2,3]
- C. [1,2,3,[4,5]]
- D. Error
Answer: C
Explanation:
The append() method adds its argument as a single element. Therefore, the list [4, 5] is added as one nested list, resulting in [1, 2, 3, [4, 5]].
NEW QUESTION # 29
A loop is designed using range(1, 6, 2) to iterate through numbers. The developer wants to know exactly which values will be generated during execution. Which sequence correctly represents the values produced?
- A. 1, 3
- B. 1, 2, 3, 4, 5
- C. 1, 3, 5
- D. 2, 4, 6
Answer: C
Explanation:
The range(start, stop, step) function generates numbers starting from 1, increasing by 2, and stopping before 6. Therefore, the resulting sequence is 1, 3, and 5.
NEW QUESTION # 30
You are reading a data.csvfile line by line. To prepare each line for formatting with f-strings, you need to remove extra whitespace and split the values by commas.
Which line should you insert to correctly clean and parse the input?
- A. fields = line.split(', ').trim()
- B. fields = line.replace(', ', '|').split('|')
- C. fields = line.strip().split(', ')
- D. fields = line.split().strip(', ')
Answer: C
Explanation:
Stripping removes leading and trailing whitespace from the line, and then splitting on the comma- space delimiter correctly separates the values into a list for further formatting.
NEW QUESTION # 31
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