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This page lists the lessons developed for the NPA 天美视频 Science qualification that are relevant to Level 4 of the 天美视频 Citizenship Unit. They are separated by Outcome. It is recommended that you use these lessons in conjunction with the NPA Guides as the course is taught. Students may wish to access lessons independently for revision purposes.

Outcome 1 – Describe the applications of data science

• The Analysis Process

Outcome 2 – Explain techniques in analysing a dataset

Outcome 3 – Analyse data to extract insights

• Manipulating Rows in a 天美视频set
• Summarising datasets
• Manipulating Columns in a 天美视频set
• Causes and Impacts of Bias
• Creating new variables by Extracting and Combining
• Understanding 天美视频sets
• Practice Understanding 天美视频sets
• The Analysis Process
• 天美视频 Cleansing
• Creating Graphs
• Practice Creating Graphs
• Creating New Variables by Calculation
• Reshaping 天美视频sets
• Practice Reshaping 天美视频sets
• Advanced 天美视频 Cleansing
• Practice 天美视频 Cleansing