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| Section | Weight | Objectives |
|---|
| Working with Data and Performing Simple Analyses | 32.5% | - Simple Analytical Techniques
- 1. Calculate descriptive statistics (mean, median, mode)
- 2. Identify basic patterns and trends in data
- Data Cleaning and Transformation
- 1. Perform basic data transformation (filtering, sorting, grouping)
- 2. Handle missing and inconsistent data
- Data Analysis with Python Libraries
- 1. Work with the datetime module for date/time data
- 2. Utilize the collections module for specialized containers
- 3. Perform basic operations with NumPy arrays
- 4. Use the math and statistics modules for basic calculations
|
| Introduction to Data and Data Analysis Concepts | 22.5% | - Data Analysis Process and Workflow
- 1. Identify common data sources and collection methods
- 2. Explain the role of data cleaning and preparation
- 3. Describe the steps of the data analysis process
- Define and Classify Data
- 1. Differentiate structured, semi-structured, and unstructured data
- 2. Explain how data becomes meaningful
- 3. Classify data as quantitative or qualitative
- Data Ethics and Privacy
- 1. Recognize ethical considerations in data handling
- 2. Understand basic data privacy concepts
|
| Communicating Insights and Reporting | 12.5% | - 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
- Data Visualization
- 1. Interpret simple data visualizations
- 2. Recognize common visualization types (bar, line, pie charts)
- 3. Select appropriate visuals for different data types
|
| Python Basics for Data Analysis | 32.5% | - Python Fundamentals
- 1. Use variables, data types, and basic operators
- 2. Implement control flow structures (loops, conditionals)
- 3. Define and use functions
- File Handling
- 1. Read from and write to files (text, CSV)
- 2. Use the csv module for basic CSV operations
- Data Structures
- 1. Apply common operations and methods to data structures
- 2. Work with lists, tuples, dictionaries, and sets
|
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q42-Q47):
NEW QUESTION # 42
A Python script evaluates the expression len(" "). The programmer assumes it might be zero because it looks empty. What will the actual result be?
Answer: C
Explanation:
A space is still a valid character in a string. Therefore, the string contains one character, and len("
") returns 1 instead of 0.
NEW QUESTION # 43
A loop is designed using range(1, 6, 2) to iterate through numbers. The developer wants to know exactly which values will be generated during execution. Which sequence correctly represents the values produced?
- A. 1, 3
- B. 1, 3, 5
- C. 1, 2, 3, 4, 5
- D. 2, 4, 6
Answer: B
Explanation:
The range(start, stop, step) function generates numbers starting from 1, increasing by 2, and stopping before 6. Therefore, the resulting sequence is 1, 3, and 5.
NEW QUESTION # 44
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[6:8].isdigit()returns True, and text.endswith("Final")returns True
- D. text[-6].isdigit() returns True, text.startswith("r") returns True
- E. text.capitalize()changes Report2024Finalto REPORT2024FINAL, and text.find("2024")returns 6
- F. text.capitalize()changes Finalto lowercase, and text.find ("L")returns True
Answer: B,C,F
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 # 45
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. Error
- C. False
- D. True
Answer: D
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 # 46
A program uses while False: followed by print statements inside the loop. The developer expects output. What will actually happen during execution?
- A. Prints once
- B. Infinite loop
- C. Error
- D. No execution
Answer: D
Explanation:
The condition False is evaluated before entering the loop. Since it is always false, the loop body is never executed, and no output is produced.
NEW QUESTION # 47
......
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