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| Section | Weight | Objectives |
|---|
| Working with Data and Performing Simple Analyses | 32.5% | - Data Analysis with Python Libraries
- 1. Work with the datetime module for date/time data
- 2. Use the math and statistics modules for basic calculations
- 3. Perform basic operations with NumPy arrays
- 4. Utilize the collections module for specialized containers
- Simple Analytical Techniques
- 1. Identify basic patterns and trends in data
- 2. Calculate descriptive statistics (mean, median, mode)
- Data Cleaning and Transformation
- 1. Perform basic data transformation (filtering, sorting, grouping)
- 2. Handle missing and inconsistent data
|
| Introduction to Data and Data Analysis Concepts | 22.5% | - Define and Classify Data
- 1. Differentiate structured, semi-structured, and unstructured data
- 2. Explain how data becomes meaningful
- 3. Classify data as quantitative or qualitative
- Data Analysis Process and Workflow
- 1. Identify common data sources and collection methods
- 2. Explain the role of data cleaning and preparation
- 3. Describe the steps of the data analysis process
- Data Ethics and Privacy
- 1. Recognize ethical considerations in data handling
- 2. Understand basic data privacy concepts
|
| Communicating Insights and Reporting | 12.5% | - Data Storytelling and Reporting
- 1. Structure insights as a narrative
- 2. Create clear and concise analytical reports
- 3. Present insights with visual and verbal techniques
- Data Visualization
- 1. Interpret simple data visualizations
- 2. Select appropriate visuals for different data types
- 3. Recognize common visualization types (bar, line, pie charts)
|
| Python Basics for Data Analysis | 32.5% | - Python Fundamentals
- 1. Define and use functions
- 2. Use variables, data types, and basic operators
- 3. Implement control flow structures (loops, conditionals)
- File Handling
- 1. Read from and write to files (text, CSV)
- 2. Use the csv module for basic CSV operations
- Data Structures
- 1. Apply common operations and methods to data structures
- 2. Work with lists, tuples, dictionaries, and sets
|
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After successful competition of the Python Institute PCED-30-02 certification, the certified candidates can put their career on the right track and achieve their professional career objectives in a short time period. For the recognition of skills and knowledge, more career opportunities, professional development, and higher salary potential, the PCED - Certified Entry-Level Data Analyst with Python (PCED-30-02) certification exam is the proven way to achieve these tasks quickly.
Python Institute PCED - Certified Entry-Level Data Analyst with Python Sample Questions (Q36-Q41):
NEW QUESTION # 36
The following chart shows how a student spends 24 hours in a day:

Which statements are most accurate? (Choose two.)
- A. Commuting is the second most time-consuming activity.
- B. More time is spent commuting than on leisure.
- C. School and homework together take up half of the day's time.
- D. Leisure accounts for a moderate portion of the student's daily schedule, larger than commuting but smaller than the time spent at school.
- E. Sleep and school take up the majority of time in a day.
- F. Leisure and meals combined equal the time spent at school.
Answer: D,E
Explanation:
The largest portions of the chart are sleep and school, and together they clearly make up more than half of the day. Leisure appears as a mid-sized segment that is larger than commuting but smaller than school, fitting the description of a moderate portion.
NEW QUESTION # 37
You are reading a data.csvfile line by line. To prepare each line for formatting with f-strings, you need to remove extra whitespace and split the values by commas.
Which line should you insert to correctly clean and parse the input?
- A. fields = line.replace(', ', '|').split('|')
- B. fields = line.split().strip(', ')
- C. fields = line.split(', ').trim()
- D. fields = line.strip().split(', ')
Answer: D
Explanation:
Stripping removes leading and trailing whitespace from the line, and then splitting on the comma- space delimiter correctly separates the values into a list for further formatting.
NEW QUESTION # 38
You are reading a data.csvfile line by line. To prepare each line for formatting with f-strings, you need to remove extra whitespace and split the values by commas.
Which line should you insert to correctly clean and parse the input?
- A. fields = line.replace(', ', '|').split('|')
- B. fields = line.split().strip(', ')
- C. fields = line.split(', ').trim()
- D. fields = line.strip().split(', ')
Answer: D
NEW QUESTION # 39
You are developing a temperature control module for a laboratory incubator. Your objectives are to:
- generate timestamps every 10 minutes over a 3-hour span (i.e., 0 to 180 minutes), and
- simulate five evenly spaced target temperatures between 35.0°C and 37.0°C for system calibration.
Which code snippet correctly produces both sequences using NumPy? Select the best answer.
import numpy as np
- A. timestamps = np.arange(0, 180, 10)
target_temps = np.linspace(35.0, 37.0, 4)
import numpy as np - B. timestamps = np.linspace(0, 181, 10)
target_temps = np.arange(35.0, 37.0, 0.5)
import numpy a3 np - C. timestamps = np.linspace(0, 180, 10)
target_temps = np.arange(35.0, 37.0, 5)
import numpy as np - D. timestamps = np.arange(0, 181, 10)
target_temps = np.linspace(35.0, 37.0, 5)
Answer: D
Explanation:
np.arange(0, 181, 10) generates timestamps from 0 through 180 in 10-minute steps (end is excluded, so using 181 includes 180). np.linspace(35.0, 37.0, 5) generates five evenly spaced temperatures including both 35.0°C and 37.0°C.
NEW QUESTION # 40
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: B
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 # 41
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