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| Section | Objectives |
|---|
| Topic 1: Basic Statistics for Data Analysis | - Descriptive statistics
- 1. Variance and standard deviation
- 2. Mean, median, mode
|
| Topic 2: Data Analysis and Visualization | - Data visualization
- 1. Plot interpretation
- 2. Matplotlib basics
- Data cleaning and preprocessing
- 1. Missing values handling
- 2. Data transformation techniques
|
| Topic 3: Python Programming Fundamentals | - Basic syntax and data types
- 1. Control flow basics
- 2. Variables and operators
|
| Topic 4: Data Handling and Processing with Python | - Working with data structures
- 1. Iterating and transformations
- 2. Lists, tuples, dictionaries
- Data manipulation libraries
- 1. NumPy basics
- 2. Pandas fundamentals
|
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q43-Q48):
NEW QUESTION # 43
A Python script checks membership using "a" in "apple". The developer wants to understand how membership works for strings. What result will this expression produce?
- A. False
- B. Error
- C. True
- D. None
Answer: C
Explanation:
The in operator checks for substring presence. Since the character "a" exists in "apple", the expression evaluates to True, demonstrating how membership works for strings in Python.
NEW QUESTION # 44
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. "Project completion numbers were nearly identical across all teams, averaging 3.25 per month."
- C. The more meetings a team had, the more projects they finished, especially in high-performing teams like Omega and Delta."
- D. "Teams with 5-6 weekly meetings tended to complete more projects than those with very high or very low meeting counts."
Answer: D
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 # 45
You are writing a function to validate battery voltage readings. The rules are:
- If the reading is "MISSING"or None, return "Missing".
- If the value is below 2.5or above 4.2, return "Outlier".
Otherwise, return "Normal".
Which version correctly implements this logic using the most robust conditional and nested structures? Select the best answer.
Answer: B
Explanation:
It first handles the non-numeric cases ("MISSING" and None) in a single condition, preventing invalid comparisons, and then cleanly checks the numeric outlier bounds using an or condition (<
2.5 or > 4.2) before defaulting to "Normal".
NEW QUESTION # 46
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: C
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 # 47
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. False
- B. Error
- C. True
- D. None
Answer: C
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 # 48
......
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