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Python Institute PCAD-31-02 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Data Analysis Fundamentals20%- Data Collection and Preparation
  • 1. Data sources and acquisition methods
  • 2. Data import/export operations
  • 3. Data cleaning and preprocessing basics
- Introduction to Data Analysis
  • 1. Data analysis concepts and terminology
  • 2. Data analysis process lifecycle
  • 3. Types of data (structured, unstructured, semi-structured)
Topic 2: Python Programming for Data Analysis30%- File Operations
  • 1. Context managers (with statement)
  • 2. Writing to files
  • 3. Reading from files (text, CSV)
- Control Flow and Functions
  • 1. Conditional statements (if, elif, else)
  • 2. Loops (for, while)
  • 3. Return values and scope
  • 4. Function definitions and parameters
- Python Data Types and Structures
  • 1. Data type conversions
  • 2. Numbers, strings, booleans
  • 3. Lists, tuples, dictionaries, sets
Topic 3: Applied Data Analysis Projects20%- Exploratory Data Analysis (EDA)
  • 1. Descriptive statistics computation
  • 2. Pattern identification
  • 3. Correlation analysis
  • 4. Data distribution analysis
- Data Analysis Workflow
  • 1. Data exploration and cleaning
  • 2. Analysis and modeling
  • 3. Problem definition
  • 4. Results interpretation and presentation
Topic 4: Working with Data Using Python Libraries30%- Pandas Library
  • 1. GroupBy operations
  • 2. Data selection and filtering
  • 3. Series and DataFrame structures
  • 4. Handling missing data
  • 5. DataFrame operations (merge, join, concat)
- Data Visualization
  • 1. Matplotlib basics
  • 2. Creating basic charts (line, bar, scatter, histogram)
  • 3. Customizing plots
  • 4. Seaborn introduction
- NumPy Fundamentals
  • 1. NumPy arrays and operations
  • 2. Basic statistical functions
  • 3. Vectorized operations
  • 4. Array indexing and slicing

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

1. You have a list of product prices, and you need to remove duplicate values while maintaining the fastest performance. Which core data structure should you use?

A) dictionary
B) tuple
C) list
D) set


2. Which term best describes the process of combining customer data from multiple systems into a single unified dataset?

A) Data warehousing
B) Data normalization
C) Data binning
D) Data integration


3. Which Python construct allows you to iterate over a list of dictionary values and apply conditional logic to accumulate numerical values that meet a certain threshold?

A) lambda expression with reduce
B) filter() function with map
C) for loop with if condition
D) while loop with try block


4. Which of the following are limitations of manual data collection methods?
(Choose two)

A) High scalability
B) Increased chance of human error
C) Time-consuming process
D) Seamless integration with big data tools


5. Which Pandas methods are commonly used to extract central tendency and dispersion insights from a DataFrame?
(Choose two)

A) pivot_table()
B) median()
C) var()
D) sort_values()


Solutions:

Question # 1
Answer: D
Question # 2
Answer: D
Question # 3
Answer: C
Question # 4
Answer: B,C
Question # 5
Answer: B,C

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