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| Section | Weight | Objectives |
|---|
| Communicating Insights and Reporting | 12.5% | - Data Storytelling and Reporting
- 1. Create clear and concise analytical reports
- 2. Present insights with visual and verbal techniques
- 3. Structure insights as a narrative
- Data Visualization
- 1. Select appropriate visuals for different data types
- 2. Interpret simple data visualizations
- 3. Recognize common visualization types (bar, line, pie charts)
|
| 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. Use the csv module for basic CSV operations
- 2. Read from and write to files (text, CSV)
- Data Structures
- 1. Apply common operations and methods to data structures
- 2. Work with lists, tuples, dictionaries, and sets
|
| Introduction to Data and Data Analysis Concepts | 22.5% | - 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
- 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
- Data Ethics and Privacy
- 1. Understand basic data privacy concepts
- 2. Recognize ethical considerations in data handling
|
| 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. Perform basic operations with NumPy arrays
- 3. Utilize the collections module for specialized containers
- 4. Use the math and statistics modules for basic calculations
|
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q31-Q36):
NEW QUESTION # 31
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. None
- B. False
- C. Error
- D. True
Answer: B
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 # 32
Given the following string:
text = "Report2024Final"
Which of the following statements are entirely correct? (Choose two.)
- A. text[-6].isdigit() returns True, text.startswith("r") returns True
- B. text[6:8].isdigit()returns True, and text.endswith("Final")returns True
- C. text.isalpha()returns True, and text.find ("2024")returns True
- D. text[0:6].isalpha() returns True, and text.find("2024") returns 6
- E. text.capitalize()changes Finalto lowercase, and text.find ("L")returns True
- F. text.capitalize()changes Report2024Finalto REPORT2024FINAL, and text.find("2024")returns 6
Answer: B,D,E
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 # 33
Consider the following Python code:

What will be printed when the code above is executed?
40
- A. [10, 20, 30, 40]
0
[1, 2, 3, 4, 5, 6]
50 - B. [20, 30, 40]
1
[1, 2, 4, 5, 6] - C. [20, 30, 40]
1
[1, 2, 4, 5, 6]
50 - D. [10, 20, 30, 40]
1
[1, 2, 4, 5, 6]
50
Answer: B
Explanation:
The last element of the original list is 50. The slice from index 1 up to (but not including) index 4 is
[20, 30, 40]. After removing 30 and appending 60, the list contains one occurrence of 10, and integer division by 10 produces [1, 2, 4, 5, 6].
NEW QUESTION # 34
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 enable seamless sharing of anonymized citizen information with other governmental bodies for collaborative initiatives.
- B. To streamline the initial capture of citizen details and minimize the administrative burden on both staff and the public.
- C. To uphold data quality for effective service delivery, safeguard citizen privacy and prevent misuse, and comply with data protection laws.
- D. To guarantee the long-term availability and integrity of crucial citizen datasets for future policy formulation and evaluation.
Answer: C
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 # 35
You are working with city names entered by users. These names may contain inconsistent capitalization and unwanted spaces.
To standardize the data, you want to:
- Remove any leading or trailing whitespace, and
- Capitalize the first letter of each word (e.g., convert "new york" to "New York").
For example:
" New york " โ "New York"
"lOS ANGELES" โ "Los Angeles"
You are given a variable citythat contains the raw input.
Which line of code correctly updates the value of cleaned_cityto apply the required transformation? Select the best answer.
- A. cleaned_city = city.upper().strip()
- B. cleaned_city = city.upper().replace(" ", "")
- C. cleaned_city = city.strip().capitalize()
- D. cleaned_city = city.strip().title()
Answer: D
Explanation:
Stripping removes leading and trailing whitespace, and applying title formatting capitalizes the first letter of each word while converting the remaining letters to lowercase, producing the correctly standardized city name.
NEW QUESTION # 36
......
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