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| Section | Weight | Objectives |
|---|---|---|
| Introduction to Data and Data Analysis Concepts | 22.5% | - Define and Classify Data
|
| Python Basics for Data Analysis | 32.5% | - File Handling
|
| Communicating Insights and Reporting | 12.5% | - Data Storytelling and Reporting
|
| Working with Data and Performing Simple Analyses | 32.5% | - Data Cleaning and Transformation
|
1. You have collected sales data and want to compute the average using the NumPy library.
Which option correctly shows how to install NumPy and use it in your code to perform this task?
A) To install NumPy:
pip install numpy as np
Then run this code:
import np
data = np.array([10, 20, 30])
print(np.mean(data))
B) To install NumPy:
pip install numpy
Then run this code:
import numpy as np
data = numpy.arr([10, 20, 30])
print(numpy.mean(data))
C) To install NumPy:
from pip install numpy
Then run this code:
import numpy as np
data = np.array([10, 20, 30])
print(np.mean(data))
2. A dictionary is defined as d = {"a":1, "b":2}. The programmer accesses d["c"]. What happens when this line executes?
A) Raises KeyError
B) Returns None
C) Returns 0
D) Adds key automatically
3. You are given two lists representing daily page views and sign-ups on a website:
views = [120, 130, 128, 700, 115, 123, 119, 680, 122]
signups = [12, 15, 13, 50, 11, 14, 10, 55, 13]
You want to:
- remove outliers (views > 600), and
- calculate correlation between the cleaned lists.
Which code accomplishes this correctly? Select the best answer.
A)
B)
C)
D) 
4. The following chart shows how a student spends 24 hours in a day:
Which statements are most accurate? (Choose two.)
A) School and homework together take up half of the day's time.
B) Sleep and school take up the majority of time in a day.
C) Leisure accounts for a moderate portion of the student's daily schedule, larger than commuting but smaller than the time spent at school.
D) Leisure and meals combined equal the time spent at school.
E) Commuting is the second most time-consuming activity.
F) More time is spent commuting than on leisure.
5. A health researcher uses wearable devices to record physical activity and sends a survey to randomly selected participants across age groups.
Why can this approach be effective? Select the best answer.
A) It uses unstructured interviews to validate automated tracking, improving bias detection.
B) It relies on observational methods, which are more accurate than surveys or sensors.
C) It limits sampling to one demographic, ensuring high-quality data within a specific group.
D) It combines automated data collection with representative sampling, reducing the risk of bias.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: B,C | Question # 5 Answer: D |
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