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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions:
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:
from pip install numpy
Then run this code:
import numpy as 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:
pip install numpy as np
Then run this code:
import np
data = np.array([10, 20, 30])
print(np.mean(data))
2. 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, 3
B) 4, 2, 0
C) 5, 3, 1
D) 5, 4, 3, 2, 1
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. An e-commerce site records every product view and purchase.
Which of the following best describes how these logs become marketing insights?
A) Raw event logs are structured, analyzed, and interpreted into information - like conversion rates by product - which then builds knowledge of customer preferences.
B) Raw event logs are filtered, aggregated, and formatted into summaries - like total visits per category - which then provide traffic reports.
C) Raw event logs are validated, organized, and compiled into datasets - like timestamped user actions - which then support system debugging.
D) Raw event logs are stored, archived, and indexed - like by user ID and session - which then facilitate audit trails.
5. A dictionary is defined as d = {"a":1, "b":2}. The programmer accesses d["c"]. What happens when this line executes?
A) Adds key automatically
B) Returns 0
C) Raises KeyError
D) Returns None
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: C | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: C |



