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| Section | Weight | Objectives |
|---|
| Introduction to Data and Data Analysis Concepts | 22.5% | - 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
- Data Analysis Process and Workflow
- 1. Describe the steps of the data analysis process
- 2. Identify common data sources and collection methods
- 3. Explain the role of data cleaning and preparation
|
| Working with Data and Performing Simple Analyses | 32.5% | - 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. Use the math and statistics modules for basic calculations
- 3. Utilize the collections module for specialized containers
- 4. Perform basic operations with NumPy arrays
- Simple Analytical Techniques
- 1. Identify basic patterns and trends in data
- 2. Calculate descriptive statistics (mean, median, mode)
|
| Communicating Insights and Reporting | 12.5% | - Data Visualization
- 1. Select appropriate visuals for different data types
- 2. Interpret simple data visualizations
- 3. Recognize common visualization types (bar, line, pie charts)
- 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
|
| Python Basics for Data Analysis | 32.5% | - File Handling
- 1. Use the csv module for basic CSV operations
- 2. Read from and write to files (text, CSV)
- Python Fundamentals
- 1. Define and use functions
- 2. Implement control flow structures (loops, conditionals)
- 3. Use variables, data types, and basic operators
- 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 (Q14-Q19):
NEW QUESTION # 14
You are given the following list of daily step counts:
steps = [8230, 9020, 7640, 8760, 10020, 2546, 9817]
Your task is to calculate:
- the standard deviation of the step counts,
- the average rounded up to the nearest whole number, and
- the median of the step counts.
Which code snippet correctly performs all three tasks? Select the best answer.
import statistics
- A. import math
print(statistics.variance(steps))
print(math.ceil(sum(steps) / len(steps)))
print(math.floor(statistics.median(steps)))
import statistics - B. import math
print(statistics.stdev(steps))
print(round(math.mean(steps)))
print(math.median(steps))
import statistics - C. import math
print(statistics.stdev(steps))
print(math.ceil(statistics.mean(steps)))
print(statistics.median(steps)) - D. import math
print(math.stdev(steps))
print(statistics.mean(steps))
print(statistics.median(steps))
import statistics
Answer: C
Explanation:
It uses statistics.stdev() to compute the standard deviation, statistics.mean() to compute the average and math.ceil() to round it up to the nearest whole number, and statistics.median() to compute the median.
NEW QUESTION # 15
A list is reversed using slicing: lst[::-1]. The programmer wants to confirm whether this modifies the original list or creates a new one. What is the correct behavior?
- A. Returns None
- B. Modifies original
- C. Error
- D. Creates new list
Answer: D
Explanation:
Slicing creates a new list object rather than modifying the original. The expression lst[::-1] returns a reversed copy, leaving the original list unchanged.
NEW QUESTION # 16
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 " → "New York"
"lOS ANGELES" → "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.strip().capitalize()
- B. cleaned_city = city.strip().title()
- C. cleaned_city = city.upper().strip()
- D. cleaned_city = city.upper().replace(" ", "")
Answer: B
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 # 17
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. False
- C. None
- D. Error
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 # 18
You are reviewing a report that compares the number of weekly client meetings and project completion rates across teams. The table below summarizes the data for each team:

Which statement best describes the data shown above? Select the best answer.
- A. "Gamma and Omega were outliers that inflated the meeting average, but most teams finished about 3 projects per month."
- B. The more meetings a team had, the more projects they finished, especially in high-performing teams like Omega and Delta."
- C. "Teams with 5-6 weekly meetings tended to complete more projects than those with very high or very low meeting counts."
- D. "Project completion numbers were nearly identical across all teams, averaging 3.25 per month."
Answer: C
Explanation:
Teams with moderate meeting counts around 5-6 per week (such as Alpha, Gamma, and Theta) completed among the highest numbers of projects, while teams with very high or very low meeting counts tended to complete fewer projects, indicating that moderate meeting frequency is associated with higher project completion.
NEW QUESTION # 19
......
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