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Updated: Jul 22, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Communicating Insights and Reporting | 12.5% | - Data Visualization
|
| Topic 2: Working with Data and Performing Simple Analyses | 32.5% | - Data Cleaning and Transformation
|
| Topic 3: Python Basics for Data Analysis | 32.5% | - Data Structures
|
| Topic 4: Introduction to Data and Data Analysis Concepts | 22.5% | - Define and Classify Data
|
1. 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(', ')
2. 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 uphold data quality for effective service delivery, safeguard citizen privacy and prevent misuse, and comply with data protection laws.
D) To guarantee the long-term availability and integrity of crucial citizen datasets for future policy formulation and evaluation.
3. Consider a Python program that assigns a string value "5" to a variable and then attempts to multiply it by an integer 3. The programmer expects numeric multiplication. What will actually happen when the code is executed?
A) "555"
B) 8
C) Error
D) 15
4. You are working with city names entered by users. These names may contain inconsistent capitalization and unwanted spaces.
To standardize the data, you want to:
- Remove any leading or trailing whitespace, and
- Capitalize the first letter of each word (e.g., convert "new york" to "New York").
For example:
" New york " → "New York"
"lOS ANGELES" → "Los Angeles"
You are given a variable citythat contains the raw input.
Which line of code correctly updates the value of cleaned_cityto apply the required transformation? Select the best answer.
A) cleaned_city = city.strip().capitalize()
B) cleaned_city = city.upper().strip()
C) cleaned_city = city.upper().replace(" ", "")
D) cleaned_city = city.strip().title()
5. How do the analysis and visualization stages of the data lifecycle typically work together?
A) Analysis summarizes archived data, and visualization transforms it into structured tables for storage.
B) Analysis produces charts and graphs, while visualization interprets the data to detect outliers.
C) Analysis retrieves raw inputs from dashboards, while visualization uses that input to clean the data.
D) Analysis identifies patterns and insights in processed data, which are then communicated through visualizations for informed decision-making.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: D | Question # 5 Answer: D |
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