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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. Utilize the collections module for specialized containers
- 2. Work with the datetime module for date/time data
- 3. Use the math and statistics modules for basic calculations
- 4. Perform basic operations with NumPy arrays
|
| Introduction to Data and Data Analysis Concepts | 22.5% | - Data Ethics and Privacy
- 1. Recognize ethical considerations in data handling
- 2. Understand basic data privacy concepts
- Data Analysis Process and Workflow
- 1. Identify common data sources and collection methods
- 2. Describe the steps of the data analysis process
- 3. Explain the role of data cleaning and preparation
- Define and Classify Data
- 1. Explain how data becomes meaningful
- 2. Differentiate structured, semi-structured, and unstructured data
- 3. Classify data as quantitative or qualitative
|
| Python Basics for Data Analysis | 32.5% | - Python Fundamentals
- 1. Use variables, data types, and basic operators
- 2. Define and use functions
- 3. Implement control flow structures (loops, conditionals)
- File Handling
- 1. Use the csv module for basic CSV operations
- 2. Read from and write to files (text, CSV)
- Data Structures
- 1. Work with lists, tuples, dictionaries, and sets
- 2. Apply common operations and methods to data structures
|
| Communicating Insights and Reporting | 12.5% | - Data Storytelling and Reporting
- 1. Structure insights as a narrative
- 2. Present insights with visual and verbal techniques
- 3. Create clear and concise analytical reports
- Data Visualization
- 1. Recognize common visualization types (bar, line, pie charts)
- 2. Interpret simple data visualizations
- 3. Select appropriate visuals for different data types
|
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Avoid Exam Failure With Python Institute PCED-30-02 PDF Questions
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q13-Q18):
NEW QUESTION # 13
You are writing a function named process_data()to read and process numerical input from a file. The function must:
- read the file data.txt,
- attempt to convert the first line into an integer,
- handle file, conversion, or index-related exceptions,
- print the value only if no error occurs,
- and always print a final message after execution.
Which implementation correctly and robustly meets all these conditions? Select the best answer.
Answer: C
Explanation:
It wraps file reading and integer conversion in a try block, catches the relevant file, conversion, and indexing exceptions, prints the value only in the no-error path using an else block, and uses a finally block to always print the final message.
NEW QUESTION # 14
A Python loop uses range(5, 0, -2) to iterate backward. The programmer expects a decreasing sequence. Which values will actually be generated when this loop runs?
- A. 5, 4, 3, 2, 1
- B. 4, 2, 0
- C. 5, 3
- D. 5, 3, 1
Answer: D
Explanation:
The range starts at 5 and decreases by 2 each step until it reaches a value greater than 0. The generated sequence is 5, 3, and 1.
NEW QUESTION # 15
A program compares two values using == and is. The variables a = 256 and b = 256 are defined.
What is the expected result of a is b in most Python implementations?
- A. Error
- B. None
- C. True
- D. False
Answer: C
Explanation:
Python caches small integers for efficiency. Since 256 is typically within the cached range, both variables reference the same object in memory, making a is b evaluate to True.
NEW QUESTION # 16
A program uses slicing on a string "Python". The expression s[1:4] is evaluated. Which substring will be returned?
- A. ythn
- B. ytho
- C. yth
- D. tho
Answer: C
Explanation:
Slicing includes the start index but excludes the end index. Characters at indices 1, 2, and 3 are selected, producing the substring "yth".
NEW QUESTION # 17
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: A
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 # 18
......
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