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| Section | Objectives |
|---|
| Basic Statistics for Data Analysis | - Descriptive statistics
- 1. Mean, median, mode
- 2. Variance and standard deviation
|
| 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
|
| Python Programming Fundamentals | - Basic syntax and data types
- 1. Control flow basics
- 2. Variables and operators
|
| Data Analysis and Visualization | - Data visualization
- 1. Plot interpretation
- 2. Matplotlib basics
- Data cleaning and preprocessing
- 1. Missing values handling
- 2. Data transformation techniques
|
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q17-Q22):
NEW QUESTION # 17
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 6 for Group B
- B. Summary 4 for Group A, Summary 3 for Group B
- C. Summary 1 for Group A, Summary 3 for Group B
- D. Summary 6 for Group A, Summary 3 for Group B
- E. Summary 6 for Group A, Summary 5 for Group B
- F. Summary 2 for Group A. Summary 6 for Group B
Answer: C
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 # 18
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. None
- B. False
- C. True
- D. Error
Answer: C
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 # 19
Given the following string:
text = "Report2024Final"
Which of the following statements are entirely correct? (Choose two.)
- A. text.isalpha()returns True, and text.find ("2024")returns True
- B. text[0:6].isalpha() returns True, and text.find("2024") returns 6
- C. text.capitalize()changes Report2024Finalto REPORT2024FINAL, and text.find("2024")returns 6
- D. text[6:8].isdigit()returns True, and text.endswith("Final")returns True
- E. text.capitalize()changes Finalto lowercase, and text.find ("L")returns True
- F. text[-6].isdigit() returns True, text.startswith("r") returns True
Answer: B,D,E
Explanation:
The slice text[6:8] is "20", which contains only digits, and the string ends with "Final". The first six characters are "Report", which are all alphabetic, and "2024" begins at index 6.
NEW QUESTION # 20
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.strip().split(', ')
- B. fields = line.split(', ').trim()
- C. fields = line.replace(', ', '|').split('|')
- D. fields = line.split().strip(', ')
Answer: A
NEW QUESTION # 21
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. School and homework together take up half of the day's time.
- C. Commuting is the second most time-consuming activity.
- D. Leisure accounts for a moderate portion of the student's daily schedule, larger than commuting but smaller than the time spent at school.
- E. Sleep and school take up the majority of time in a day.
- F. Leisure and meals combined equal the time spent at school.
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 # 22
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