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South Carolina Intermediate Computer Programming

Exploring Data Science with Python

Students will learn and apply the process of the data science life cycle. This includes asking statistical questions, collecting or obtaining reliable raw data, analyzing the data using measures of central tendency and spread and interpreting, and summarizing the results.

Lessons

7.1 Introduction to Data Science

  • What is Data Science?
  • What is Data Science?
  • A Day in the Life of a Data Analyst
  • A Day in the Life of a Data Analyst Reflection
  • Statistical Questions
  • +2 more

7.2 Gathering Data

  • Gathering Data
  • Gathering Data
  • Quantitative/Qualitative
  • Data Collection Methods
  • Live Code - Gathering Data
  • +7 more

7.3 Exploring Data Using Python

  • Exploring Data Using Python
  • Exploring Data Using Python
  • Live Code - Lists
  • Using Lists
  • Practice with Lists
  • +4 more

7.4 Modules, Packages & Libraries

  • Modules, Packages and Libraries
  • Modules, Packages, and Libraries
  • Live Code - Libraries
  • Random
  • Math and Statistics
  • +4 more

7.5 Series and Central Tendency

  • Series and Central Tendency
  • Series and Central Tendency
  • Changing Indices
  • Series and Indices
  • Hot Dog Series
  • +3 more

7.6 Measures of Spread

  • Measures of Spread
  • Measures of Spread
  • CodeHS Graphics
  • Measures of Spread
  • Hot Dog Spread
  • +3 more

7.7 Pandas DataFrames

  • Pandas DataFrames
  • Pandas DataFrames
  • Live Code - DataFrames
  • Create a DataFrame
  • Student Test Data
  • +3 more

7.8 Selecting Columns

  • Selecting Columns
  • Selecting Columns
  • Live Code - Selecting Columns
  • Selecting Columns
  • Modifying the Index
  • +2 more

7.9 Using Functions

  • Using Functions
  • Using Functions
  • Live Code - Functions
  • Mini-Project: BTS Analysis
  • Roller Coaster Ranking
  • +2 more

7.10 Mini-Project: Findings

  • Presenting Findings
  • Mini-Project: BTS Presentation
  • Mini-Project: Presentation
  • Mini-Project: Reflection

7.11 The Data Science Life Cycle Quiz

  • The Data Science Life Cycle Quiz