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| Section | Objectives |
|---|
| Topic 1: Python Programming Fundamentals | - Basic syntax and data types
- 1. Control flow basics
- 2. Variables and operators
|
| Topic 2: Basic Statistics for Data Analysis | - Descriptive statistics
- 1. Variance and standard deviation
- 2. Mean, median, mode
|
| Topic 3: 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
|
| Topic 4: Data Analysis and Visualization | - Data cleaning and preprocessing
- 1. Missing values handling
- 2. Data transformation techniques
- Data visualization
- 1. Matplotlib basics
- 2. Plot interpretation
|
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q21-Q26):
NEW QUESTION # 21
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?
Answer: A
Explanation:
In Python, multiplying a string by an integer repeats the string. Therefore, "5" * 3 produces "555", not a numeric result. This behavior differs from arithmetic multiplication and often confuses beginners.
NEW QUESTION # 22
A financial technology company is reviewing its data practices to ensure legal and ethical compliance.
Which of the following actions would support responsible data handling and align with regulations like GDPR, HIPAA, and CCPA? (Choose two.)
- A. Automatically opting users into data sharing unless they manually change settings.
- B. Implementing encryption for both stored and transmitted customer data.
- C. Providing users with a clear explanation of how their data is used and obtaining explicit consent.
- D. Limiting data access only to marketing staff to streamline personalization.
- E. Retaining user data permanently unless users explicitly request deletion.
Answer: B,C
Explanation:
Encrypting stored and transmitted data protects sensitive information from unauthorized access and supports regulatory requirements for data security. Providing clear explanations of data usage and obtaining explicit consent ensures transparency and aligns with core principles of data protection regulations such as lawful processing and user rights.
NEW QUESTION # 23
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.split().strip(', ')
- D. fields = line.replace(', ', '|').split('|')
Answer: A
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 # 24
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 guarantee the long-term availability and integrity of crucial citizen datasets for future policy formulation and evaluation.
- B. To uphold data quality for effective service delivery, safeguard citizen privacy and prevent misuse, and comply with data protection laws.
- C. To streamline the initial capture of citizen details and minimize the administrative burden on both staff and the public.
- D. To enable seamless sharing of anonymized citizen information with other governmental bodies for collaborative initiatives.
Answer: B
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 # 25
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 6 for Group A, Summary 3 for Group B
- C. Summary 6 for Group A, Summary 5 for Group B
- D. Summary 2 for Group A. Summary 6 for Group B
- E. Summary 4 for Group A, Summary 3 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 # 26
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