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Python Institute PCAD-31-02 Exam Syllabus Topics:

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

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

1. How would you extract the last three rows of a DataFrame df using position-based indexing?

A) df.loc[-3:]
B) df.iloc[-3:]
C) df[-3]
D) df.tail(3)


2. Which SQL commands can be used to modify the contents of a table's data directly?
(Choose all that apply)

A) SELECT
B) UPDATE
C) DELETE
D) INSERT


3. What is one potential risk of dynamically constructing SQL queries using string concatenation in Python scripts?

A) Exposure to SQL injection attacks
B) Missing foreign key constraints
C) Increased memory usage
D) Slower database performance


4. Which SQL commands are typically used to retrieve and manipulate data in a data analysis context?
(Choose all that apply)
Response:

A) SELECT
B) UPDATE
C) ROLLBACK
D) INSERT


5. Which element is essential to justify a conclusion drawn from a dataset?

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


Solutions:

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

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