PCAD-31-02 Complete Exam Dumps & Test PCAD-31-02 Valid

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Python Institute PCAD-31-02 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Data Acquisition and Pre-Processing	29.2%
Topic 2: Data Visualization and Communication
Topic 3: SQL and Data Management
Topic 4: Exploratory Data Analysis
Topic 5: Statistical Methods and Modeling

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Python Institute Certified Associate Data Analyst with Python (PCAD-31-02) Sample Questions (Q48-Q53):

NEW QUESTION # 48
Which of the following would most likely be classified as unstructured data?

A. Normalized employee database in PostgreSQL
B. Product ID and price list in a CSV
C. Inventory levels in a spreadsheet
D. Collection of customer service audio recordings

Answer: D

NEW QUESTION # 49
What does a Pearson correlation coefficient value of -0.9 imply about the relationship between two numerical variables?

A. A strong negative linear relationship
B. No correlation
C. A weak positive relationship
D. A moderate non-linear association

Answer: A

NEW QUESTION # 50
Which element is essential to justify a conclusion drawn from a dataset?

A. File format of the source data
B. Logical reasoning and supported metrics
C. The use of color in plots
D. The origin of the dataset

Answer: B

NEW QUESTION # 51
Which of the following practices contributes most to making Python scripts modular and maintainable?

A. Writing all logic in the global scope
B. Using global variables freely
C. Hard-coding file paths in every function
D. Structuring code with reusable functions and modules

Answer: D

NEW QUESTION # 52
What is a best practice when organizing data in a spreadsheet for analysis?

A. Place charts in the middle of data tables
B. Apply conditional formatting to entire rows only
C. Use consistent column headers across all sheets
D. Merge cells to reduce redundancy

Answer: C

NEW QUESTION # 53
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