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| Section | Weight | Objectives |
|---|
| Topic 1: Working with Data and Performing Simple Analyses | 32.5% | - Data Cleaning and Transformation
- 1. Handle missing and inconsistent data
- 2. Perform basic data transformation (filtering, sorting, grouping)
- Simple Analytical Techniques
- 1. Identify basic patterns and trends in data
- 2. Calculate descriptive statistics (mean, median, mode)
- Data Analysis with Python Libraries
- 1. Utilize the collections module for specialized containers
- 2. Use the math and statistics modules for basic calculations
- 3. Work with the datetime module for date/time data
- 4. Perform basic operations with NumPy arrays
|
| Topic 2: Communicating Insights and Reporting | 12.5% | - Data Visualization
- 1. Select appropriate visuals for different data types
- 2. Recognize common visualization types (bar, line, pie charts)
- 3. Interpret simple data visualizations
- Data Storytelling and Reporting
- 1. Present insights with visual and verbal techniques
- 2. Create clear and concise analytical reports
- 3. Structure insights as a narrative
|
| Topic 3: Introduction to Data and Data Analysis Concepts | 22.5% | - Data Analysis Process and Workflow
- 1. Explain the role of data cleaning and preparation
- 2. Identify common data sources and collection methods
- 3. Describe the steps of the data analysis process
- Define and Classify Data
- 1. Classify data as quantitative or qualitative
- 2. Differentiate structured, semi-structured, and unstructured data
- 3. Explain how data becomes meaningful
- Data Ethics and Privacy
- 1. Recognize ethical considerations in data handling
- 2. Understand basic data privacy concepts
|
| Topic 4: Python Basics for Data Analysis | 32.5% | - File Handling
- 1. Read from and write to files (text, CSV)
- 2. Use the csv module for basic CSV operations
- Python Fundamentals
- 1. Implement control flow structures (loops, conditionals)
- 2. Define and use functions
- 3. Use variables, data types, and basic operators
- Data Structures
- 1. Work with lists, tuples, dictionaries, and sets
- 2. Apply common operations and methods to data structures
|
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q11-Q16):
NEW QUESTION # 11
A script attempts to divide two numbers using / and //. The values are 7 and 2. The developer wants to understand the difference between true division and floor division. What are the results respectively?
- A. 4 and 3
- B. 3.5 and 3
- C. 3 and 4
- D. 3 and 3.5
Answer: B
Explanation:
The / operator performs true division, returning a float result of 3.5. The // operator performs floor division, truncating the decimal part and returning the integer value 3.
NEW QUESTION # 12
The following chart shows how a student spends 24 hours in a day:

Which statements are most accurate? (Choose two.)
- A. School and homework together take up half of the day's time.
- B. More time is spent commuting than on leisure.
- C. Leisure and meals combined equal the time spent at school.
- D. Sleep and school take up the majority of time in a day.
- E. Commuting is the second most time-consuming activity.
- F. Leisure accounts for a moderate portion of the student's daily schedule, larger than commuting but smaller than the time spent at school.
Answer: D,F
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 # 13
Which of the following statements about Python functions are correct? (Choose two.)
- A. Positional arguments must be passed in the order defined, while keyword arguments can be passed in any order using their parameter names.
- B. Default parameters must always come before required ones in the parameter list.
- C. If a function does not contain a returnstatement, it returns Noneby default.
- D. A function cannot call itself or be passed as an argument to itself.
- E. Functions can only return numeric values or strings.
- F. passexecutes the function body and returns its result.
Answer: A,C
Explanation:
Positional arguments are matched to parameters by their position, so they must follow the defined order, while keyword arguments are matched by name and can be provided in any order. If a function completes without an explicit return statement, Python returns None automatically.
NEW QUESTION # 14
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: B
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 # 15
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. Error
- D. [1,2,3,[4,5]]
Answer: D
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 # 16
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