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Python Institute PCAD-31-02 Exam Syllabus Topics:

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

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

1. Which of the following would best validate the uniqueness of a primary key in a Pandas DataFrame?

A) df['id'].duplicated().any()
B) df['id'].nunique()
C) df['id'].fillna()
D) df['id'].isnull().sum()


2. What does the describe() method in Pandas provide when applied to a numerical DataFrame column?

A) A normalized version of the data column
B) A histogram of the data distribution
C) Only the standard deviation of the data
D) Basic descriptive statistics such as count, mean, and quartiles


3. What is the purpose of using the groupby() function in a Pandas DataFrame when analyzing a dataset with multiple categories and numerical values?

A) To sort the DataFrame by a specific column
B) To split the data into subgroups for aggregation
C) To filter rows based on index values
D) To append new rows to the DataFrame


4. Which operations are valid and commonly used on Python lists during data transformation tasks?
(Choose two)

A) Slicing
B) Key-value mapping
C) Index-based iteration
D) Append


5. Which data collection method is most appropriate when gathering opinions from a target audience at scale?

A) Transactional data
B) Sensor logs
C) Web scraping
D) Surveys


Solutions:

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

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