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Assignment Task :
Overview
In this assignment, you will need to apply data analytics, using the tools introduced during the labs. You are required to study and analyze the SEEK job market data for which a dataset is provided. The assignment consists of 2 parts.
In this first part (Assessment 2), you will need to understand data characteristics using data preparation and preprocessing techniques. Then, you will perform various data analysis techniques to gain better understandings about the dataset.
In the 2nd part (Assessment 3), you will need to perform more advance techniques to explore the dataset deeper. You also need to propose solutions for some challenges which are statemented based on real- life situations.
• The primary dataset that we would like to use is the job market dataset which is provided in CSV format (data.csv).
• Perform data preparation and preprocessing for your analysis
• All the chart in the assignment are used for your reference. You are free to choose your own style.
Part 1 – Data Preparation and Preprocessing.
1. Describe the dataset.
Describe the dataset (e.g.: type of column, value range).
How many records are there in the dataset?
Which period does it cover? How many different dates have job postings?
How many locations does the dataset have? Which location has the most job postings?
How many job sectors(job classifications) are there in the dataset? List the name of each sector and its’ total of job postings.
Choose your favorite job sector (e.g. Information & Communication Technology), how many sub-sectors are there in that sector? List the name of each sub-sector and its’ job posting number.
List the salary ranges and their total of job postings.
List the job types. In each job type, what are the lowest salary and highest salary?
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