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| Section | Objectives |
|---|
| Data Handling and Processing with Python | - Data manipulation libraries
- 1. NumPy basics
- 2. Pandas fundamentals
- Working with data structures
- 1. Iterating and transformations
- 2. Lists, tuples, dictionaries
|
| Data Analysis and Visualization | - Data visualization
- 1. Matplotlib basics
- 2. Plot interpretation
- Data cleaning and preprocessing
- 1. Missing values handling
- 2. Data transformation techniques
|
| 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
|
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q41-Q46):
NEW QUESTION # 41
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.capitalize()changes Report2024Finalto REPORT2024FINAL, and text.find("2024")returns 6
- C. text.capitalize()changes Finalto lowercase, and text.find ("L")returns True
- D. text[0:6].isalpha() returns True, and text.find("2024") returns 6
- E. text[6:8].isdigit()returns True, and text.endswith("Final")returns True
- F. text[-6].isdigit() returns True, text.startswith("r") returns True
Answer: C,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 # 42
A variable is assigned using chained assignment: a = b = c = 10. The developer then changes b =
5. What will be the value of a after this operation?
Answer: C
Explanation:
Integers are immutable in Python. Reassigning b to a new value does not affect a or c, which still reference the original integer value 10.
NEW QUESTION # 43
A health researcher uses wearable devices to record physical activity and sends a survey to randomly selected participants across age groups.
Why can this approach be effective? Select the best answer.
- A. It combines automated data collection with representative sampling, reducing the risk of bias.
- B. It relies on observational methods, which are more accurate than surveys or sensors.
- C. It limits sampling to one demographic, ensuring high-quality data within a specific group.
- D. It uses unstructured interviews to validate automated tracking, improving bias detection.
Answer: A
Explanation:
Combining automated wearable data with a randomly selected survey sample integrates objective measurements with representative participant input, which helps reduce bias and improves the reliability and generalizability of the findings.
NEW QUESTION # 44
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 guarantee the long-term availability and integrity of crucial citizen datasets for future policy formulation and evaluation.
- C. To streamline the initial capture of citizen details and minimize the administrative burden on both staff and the public.
- 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 # 45
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 6 for Group A, Summary 3 for Group B
- B. Summary 4 for Group A, Summary 3 for Group B
- C. Summary 2 for Group A. Summary 6 for Group B
- D. Summary 1 for Group A, Summary 6 for Group B
- E. Summary 6 for Group A, Summary 5 for Group B
- F. Summary 1 for Group A, Summary 3 for Group B
Answer: F
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 # 46
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