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| Section | Weight | Objectives |
|---|
| Topic 1: Data Visualization and Communication | 20% | - Interpreting and presenting results
- 1. Reporting findings clearly and concisely
- 2. Deriving conclusions and insights
- Creating basic visualizations
- 1. Line charts, bar charts, histograms, pie charts
- 2. Using text and simple plotting tools
- Principles of effective data visualization
- 1. Choosing appropriate chart types
- 2. Clarity, simplicity, and accuracy
|
| Topic 2: Working with Data and Performing Simple Analysis | 25% | - Data acquisition and loading
- 1. Importing data from external sources
- 2. Reading text, CSV, and structured files
- Data aggregation and grouping
- 1. Summarizing and grouping datasets
- Data cleaning and preparation
- 1. Handling missing values, duplicates, and errors
- 2. Formatting and standardizing values
- 3. Filtering, sorting, transforming data
- Exploratory data analysis
- 1. Calculating mean, median, mode, range, variance, standard deviation
- 2. Identifying patterns, trends, and outliers
|
| Topic 3: Introduction to Data and Data Analysis Concepts | 22.5% | - Basic statistical concepts
- 1. Descriptive vs inferential statistics
- 2. Population, sample, variable, observation
- Definition and classification of data
- 1. Process of turning raw data into insights
- 2. Role of data in decision-making and business
- 3. Difference between data, information, and knowledge
- Data types and measurement scales
- 1. Nominal, ordinal, interval, ratio scales
- 2. Qualitative vs quantitative data
- Data lifecycle and ethical considerations
- 1. Privacy, security, bias, and fairness in data
- 2. Data collection, storage, processing, usage, and sharing
|
| Topic 4: Python Basics for Data Analysis | 32.5% | - Core Python syntax and data types
- 1. Lists, tuples, sets, dictionaries
- 2. Variables, numbers, strings, booleans
- Introduction to NumPy
- 1. Arrays, basic operations, indexing, slicing
- Built-in modules for data work
- 1. math, statistics, datetime, collections, csv
- Control flow and functions
- 1. Conditional statements, loops, iteration
- 2. Defining and calling functions, parameters, return values
- 3. Basic exception handling
|
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Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q37-Q42):
NEW QUESTION # 37
A teacher wants to compare the number of students in different school clubs:

Which type of chart would be most appropriate to show this comparison? Select the best answer.
- A. Line chart
- B. Bubble chart
- C. Bar chart
- D. Pie chart
Answer: C
Explanation:
A bar chart is best for comparing quantities across distinct categories, such as the number of students in each club, because it clearly shows differences in counts side by side.
NEW QUESTION # 38
A variable is assigned using chained assignment: a = b = c = 10. The developer then changes b =
5. What will be the value of a after this operation?
Answer: A
Explanation:
Integers are immutable in Python. Reassigning b to a new value does not affect a or c, which still reference the original integer value 10.
NEW QUESTION # 39
What will be the output of the following code?

- A. 5 5
- B. 10 5
- C. 5 10
- D. 10 10
Answer: A
Explanation:
The function declares the variable as global and assigns it the value 5. When the function is called, it updates the global variable and returns 5, so both the returned value and the global variable printed afterward are 5.
NEW QUESTION # 40
A program uses slicing on a string "Python". The expression s[1:4] is evaluated. Which substring will be returned?
- A. ytho
- B. ythn
- C. tho
- D. yth
Answer: D
Explanation:
Slicing includes the start index but excludes the end index. Characters at indices 1, 2, and 3 are selected, producing the substring "yth".
NEW QUESTION # 41
Given the following string:
text = "Report2024Final"
Which of the following statements are entirely correct? (Choose two.)
- A. text[-6].isdigit() returns True, text.startswith("r") returns True
- B. text.capitalize()changes Report2024Finalto REPORT2024FINAL, and text.find("2024")returns 6
- C. text[0:6].isalpha() returns True, and text.find("2024") returns 6
- D. text.capitalize()changes Finalto lowercase, and text.find ("L")returns True
- E. text.isalpha()returns True, and text.find ("2024")returns True
- F. text[6:8].isdigit()returns True, and text.endswith("Final")returns True
Answer: C,D,F
Explanation:
The slice text[6:8] is "20", which contains only digits, and the string ends with "Final". The first six characters are "Report", which are all alphabetic, and "2024" begins at index 6.
NEW QUESTION # 42
......
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