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| Section | Weight | Objectives |
|---|
| Python Basics for Data Analysis | 32.5% | - Data Structures
- 1. Work with lists, tuples, dictionaries, and sets
- 2. Apply common operations and methods to data structures
- File Handling
- 1. Use the csv module for basic CSV operations
- 2. Read from and write to files (text, CSV)
- Python Fundamentals
- 1. Use variables, data types, and basic operators
- 2. Implement control flow structures (loops, conditionals)
- 3. Define and use functions
|
| 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
- 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 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
|
| Working with Data and Performing Simple Analyses | 32.5% | - Data Analysis with Python Libraries
- 1. Use the math and statistics modules for basic calculations
- 2. Work with the datetime module for date/time data
- 3. Perform basic operations with NumPy arrays
- 4. Utilize the collections module for specialized containers
- Data Cleaning and Transformation
- 1. Handle missing and inconsistent data
- 2. Perform basic data transformation (filtering, sorting, grouping)
- Simple Analytical Techniques
- 1. Calculate descriptive statistics (mean, median, mode)
- 2. Identify basic patterns and trends in data
|
| Communicating Insights and Reporting | 12.5% | - Data Storytelling and Reporting
- 1. Present insights with visual and verbal techniques
- 2. Structure insights as a narrative
- 3. Create clear and concise analytical reports
- Data Visualization
- 1. Select appropriate visuals for different data types
- 2. Interpret simple data visualizations
- 3. Recognize common visualization types (bar, line, pie charts)
|
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q18-Q23):
NEW QUESTION # 18
A script defines a variable x = None and checks its truth value using a conditional statement. The developer wants to understand how Python evaluates None in Boolean contexts. What will bool(x) return?
- A. True
- B. Error
- C. None
- D. False
Answer: D
Explanation:
The value None represents the absence of a value and is treated as False in Boolean expressions. Therefore, calling bool(None) returns False, similar to empty containers or zero values.
NEW QUESTION # 19
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: B
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 # 20
A student writes a program using input() to collect user data, then tries to add 5 to the input value without conversion. The program crashes. What is the most likely cause of this behavior?
- A. input returns int
- B. input returns float
- C. Syntax error
- D. input returns string
Answer: D
Explanation:
The input() function always returns a string. Attempting to add an integer to a string causes a TypeError. The input must be explicitly converted using int() or float() before performing arithmetic operations.
NEW QUESTION # 21
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.split().strip(', ')
- B. fields = line.split(', ').trim()
- C. fields = line.strip().split(', ')
- D. fields = line.replace(', ', '|').split('|')
Answer: C
NEW QUESTION # 22
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. False
- D. True
Answer: D
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 # 23
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