Coding Elective Data Science I

Data is everywhere around us, transforming our world. Learn how to make use of Python, the most popular language for data science — and create beautiful data visualizations.

Tynker gets kids coding with confidence. Access this and 5,000 more fun activities today!
Get Started for Free

Give as Gift

Unit 1: Introduction

Explore common data tasks like finding the average, inspecting data, and more. Learn about the data types you might be analyzing, including numerical and categorical data, and understand how they might affect your analysis.

8 Lessons:

1. Welcome
2. What is Data Analysis?
3. Python Refresher

4. Start Your Analysis
5. Back to Python
6. Review

7. Quiz
8. Lab: Exploring Real Data

Unit 2: Graphs

Learn how to do the basics: create histograms, bar charts, line graphs and scatter plots using Matplotlib. Understand how and why to use each kind of graph through guided projects. Finally, use data from NASA to visualize the monthly rainfall in your hometown.

11 Lessons:

9. Bar Graphs and Histograms
10. Line Graphs
11. Scatter Plots

12. Customizing Plots
13. Review
14. Quiz

15. Lab

Unit 3: DataFrames

Explore how to work with DataFrames, a datatype foundational to the Pandas library. Learn how to narrow your analysis to a particular set of data of interest without deleting any underlying data. Then put these skills to the test by organizing and graphing data about your favorite Olympic medal victories.

7 Lessons:

16. Creating Dataframes
17. Creating Random Data
18. Manipulating Data Sets

19. Variation of a Normal Curve
20. Review
21. Quiz

22. Lab: Olympics Medals

Unit 4: Complex Charts

In this unit, you’ll deep dive into charting and explore more data visualization types, including box charts, pie charts, and donut plots. You’ll further build your data organization skills by learning about pivot tables and grouping data.

9 Lessons:

23. Box Plots
24. Area Plots
25. Lab: Sea Level Anomaly

26. Creating Figures
27. Customizing Figures
28. Complex Bar Graphs

29. Pie Charts
30. Review
31. Quiz

Unit 5: Capstone Project

In this final, open-ended challenge, you’ll create your own original data analysis, from start-to-finish. Find a data set and perform initial analysis and clean-up, then create your own original visualizations from scratch!

5 Lessons:

32. Day 1: Intro to Final Lab
33. Day 2: Load Data, Initial Charts
34. Day 3: Charts Complete

35. Day 4: Polish, Customize, Document
36. Day 5: Final Report

< AP Prep with Java
Artificial Intelligence >

Choose a Plan to Accelerate Your Learning

Choose Live Online Courses

Choose a Plan to Accelerate Your Learning

Choose a 3-Year Self-Paced Plan

All Family Plans include up to 3 family members
Quarterly
$12/month
60% OFF  • was $30
Buy

3-month access to all self-guided courses, from novice to expert

Add to Cart

$36 billed quarterly | cancel any time

Yearly
$10/month
60% OFF  • was $25
Buy

1-year access to all self-guided courses, from novice to expert

Add to Cart

$120 billed annually | cancel any time

Lifetime
$312 one time
60% OFF  • was $780
Buy

Lifetime access to all self-guided courses, from novice to expert

Add to Cart

Best Deal

Access everything Tynker offers

  • Thousands of creative project hours
  • Personalized assessments and certifications in real-world languages
  • Access to our highly rated mobile apps: Tynker, Tynker Junior & Mod Creator
  • Mastery certifications
  • 5,000+ coding lessons
  • Parent dashboard with mastery stats - watch as they progress from novice to expert!
  • 30 Day Money-Back Satisfaction Guarantee

3-Year All-Access plans include:

  • 70+ courses
  • 5,000+ activities
  • Block Coding
  • Text Coding
  • 3 Mobile Apps
  • Minecraft Modding
  • Game Design
  • Robotics
  • Hardware
  • Web Development
  • Python
  • JavaScript
  • Processing (P5.JS)
  • Data Science
  • Advanced CS

Tynker is designed to progress with your child. A three year plan accelerates their coding mastery from block coding to advanced text languages.

Choose a Plan to Accelerate Your Learning

Choose Live Online Courses

Choose a Plan to Accelerate Your Learning

Choose a 3-Year Self-Paced Plan

60% OFF

Yearly

$25 $10 /month Now $120 billed annually cancel any time
Add to Cart
60% OFF

Lifetime*

$780 $312 one time payment Best Deal
Add to Cart
60% OFF

Quarterly

$30 $12 /month Now $36 billed quarterly cancel any time
Add to Cart
60% OFF

Quarterly

$30 $12 /month Now $36 billed quarterly cancel any time
Add to Cart
60% OFF

Yearly

$25 $10 /month Now $120 billed annually cancel any time
Add to Cart
60% OFF

Lifetime*

$780 $312 one time payment Best Deal
Add to Cart
* Lifetime plan details are available here.

Access everything Tynker offers

  • Thousands of hours of creative projects in Game Design, Minecraft, Python concepts, and more
  • Personalized assessments and certifications in real-world languages
  • Access to our highly rated mobile apps: Tynker, Tynker Junior & Mod Creator
  • 5,000+ lessons built to improve problem solving skills and academic performance
  • Parent dashboard with mastery stats - watch as they progress from novice to expert
  • 30 Day Money-Back Satisfaction Guarantee

  • Beginner

    Minecraft Modding: Sandsville Sorcerer

    Embark on a magical quest while mastering the art of crafting Minecraft skins, items, blocks, mobs, and more!

    Create your schedule: anytime, any day.

    % OFF

    Classes

    $0 $0 / class

    $0 one time payment

    Book a Class

    Money-Back Satisfaction Guarantee*

    Show Hide Course Details

    Course Overview

    Embark on 30+ exciting missions to create skins, mythical creatures, fascinating structures and code mob behavior, all while enhancing  computational thinking skills. Students will learn to edit Minecraft skins, items, mobs & build structures with Tynker.

    Learning Objectives

    • Create custom skins for players
    • Design a mythical animal and bring them to life
    • Modify mobs behavior using code
    • Foster creativity while designing intricate structures
    • Enchant tools to defend village from mobs
    • Introduction to computational thinking via Minecraft Modding
    • 30+ Activities
    • Skill Level: Beginners
    • Format: Online 1-on-1 Lessons
    • Classes: 4 one hour sessions
    • Schedule: Anytime, any day
    • Required: Windows 10 or above with 4 GB RAM and Minecraft Bedrock version installed
    • Minecraft Bedrock System Requirements

    Skills

    Critical Thinking Sequencing Computational Thinking Creative Building STEM: Plants and Animals Commands Mob Editing Use of Inventory 3D Structures Modding Spawning Enhancements

  • Intermediate

    Minecraft Modding: Cosmic Chronicles

    Explore new biomes as you create intricate Minecraft structures, mods, and games using visual coding.

    Create your schedule: anytime, any day.

    % OFF

    Classes

    $0 $0 / class

    $0 one time payment

    Book a Class

    Money-Back Satisfaction Guarantee*

    Show Hide Course Details

    Course Overview

    Embark on 30+ exciting missions to build structures using coding, survival skills and fundamental redstone techniques, all while honing the coding skills. Students will learn to edit Minecraft skins, items, create mods & build complex structures with Tynker.

    Learning Objectives

    • Learn survival hacks in Minecraft
    • Build faster using code
    • Enchant items in Minecraft
    • Explore different biomes
    • Learn to create basic redstone circuits
    • 30+ Activities
    • Skill Level: Beginners to Intermediate
    • Format: Online 1-on-1 Lessons
    • Classes: 4 one hour sessions
    • Schedule: Anytime, any day
    • Required: Windows 10 or above with 4 GB RAM and Minecraft Bedrock version installed
    • Minecraft Bedrock System Requirements

    Skills

    Critical Thinking Creative Building Coding Fundamentals Design Thinking Curiosity & Innovation Mob Editing Crafting Underwater Structures Modding Enhancements Survival Hacks

  • Advanced

    Minecraft Modding: Redstone Revelation

    Become a redstone master as you craft planetary havens, powered rails, TNT cannons, and code-driven traps.

    Create your schedule: anytime, any day.

    % OFF

    Classes

    $0 $0 / class

    $0 one time payment

    Book a Class

    Money-Back Satisfaction Guarantee*

    Show Hide Course Details

    Course Overview

    Embark on 30+ highly complex missions to build innovative habitats, mine, and create transportation systems, all while mastering the art of redstone engineering. Students will learn to build complex structures, redstone mechanisms, and mod with Tynker.

    Learning Objectives

    • Learn about ores and how to process them to extract material
    • Build strong problem solving and reasoning skills by building structures and crafting items using code
    • Learn planning by playing effectively using limited resources
    • Foster critical thinking by working with redstone mechanisms
    • Learn game mechanics in Minecraft
    • 30+ Activities
    • Skill Level: Intermediate to Advanced
    • Format: Online 1-on-1 Lessons
    • Classes: 4 one hour sessions
    • Schedule: Anytime, any day
    • Required: Windows 10 or above with 4 GB RAM and Minecraft Bedrock version installed
    • Minecraft Bedrock System Requirements

    Skills

    Critical Thinking Problem Solving Coding Fundamentals Game Design STEM: Circuits and Engineering Mob Editing Redstone Mechanics Modding Dispenser Pulsar TNT Cannon Command Blocks

  • Beginner

    Minecraft Modding: Sandsville Sorcerer

    Embark on a magical quest while mastering the art of crafting Minecraft skins, items, blocks, mobs, and more!

    Create your schedule: anytime, any day.

    % OFF

    Classes

    $0 $0 / class

    $0 one time payment

    Book a Class

    Money-Back Satisfaction Guarantee*

    Show Hide Course Details

    Course Overview

    Embark on 30+ exciting missions to create skins, mythical creatures, fascinating structures and code mob behavior, all while enhancing  computational thinking skills. Students will learn to edit Minecraft skins, items, mobs & build structures with Tynker.

    Learning Objectives

    • Create custom skins for players
    • Design a mythical animal and bring them to life
    • Modify mobs behavior using code
    • Foster creativity while designing intricate structures
    • Enchant tools to defend village from mobs
    • Introduction to computational thinking via Minecraft Modding
    • 30+ Activities
    • Skill Level: Beginners
    • Format: Online 1-on-1 Lessons
    • Classes: 4 one hour sessions
    • Schedule: Anytime, any day
    • Required: Windows 10 or above with 4 GB RAM and Minecraft Bedrock version installed
    • Minecraft Bedrock System Requirements

    Skills

    Critical Thinking Sequencing Computational Thinking Creative Building STEM: Plants and Animals Commands Mob Editing Use of Inventory 3D Structures Modding Spawning Enhancements

  • Intermediate

    Minecraft Modding: Cosmic Chronicles

    Explore new biomes as you create intricate Minecraft structures, mods, and games using visual coding.

    Create your schedule: anytime, any day.

    % OFF

    Classes

    $0 $0 / class

    $0 one time payment

    Book a Class

    Money-Back Satisfaction Guarantee*

    Show Hide Course Details

    Course Overview

    Embark on 30+ exciting missions to build structures using coding, survival skills and fundamental redstone techniques, all while honing the coding skills. Students will learn to edit Minecraft skins, items, create mods & build complex structures with Tynker.

    Learning Objectives

    • Learn survival hacks in Minecraft
    • Build faster using code
    • Enchant items in Minecraft
    • Explore different biomes
    • Learn to create basic redstone circuits
    • 30+ Activities
    • Skill Level: Beginners to Intermediate
    • Format: Online 1-on-1 Lessons
    • Classes: 4 one hour sessions
    • Schedule: Anytime, any day
    • Required: Windows 10 or above with 4 GB RAM and Minecraft Bedrock version installed
    • Minecraft Bedrock System Requirements

    Skills

    Critical Thinking Creative Building Coding Fundamentals Design Thinking Curiosity & Innovation Mob Editing Crafting Underwater Structures Modding Enhancements Survival Hacks

  • Advanced

    Minecraft Modding: Redstone Revelation

    Become a redstone master as you craft planetary havens, powered rails, TNT cannons, and code-driven traps.

    Create your schedule: anytime, any day.

    % OFF

    Classes

    $0 $0 / class

    $0 one time payment

    Book a Class

    Money-Back Satisfaction Guarantee*

    Show Hide Course Details

    Course Overview

    Embark on 30+ highly complex missions to build innovative habitats, mine, and create transportation systems, all while mastering the art of redstone engineering. Students will learn to build complex structures, redstone mechanisms, and mod with Tynker.

    Learning Objectives

    • Learn about ores and how to process them to extract material
    • Build strong problem solving and reasoning skills by building structures and crafting items using code
    • Learn planning by playing effectively using limited resources
    • Foster critical thinking by working with redstone mechanisms
    • Learn game mechanics in Minecraft
    • 30+ Activities
    • Skill Level: Intermediate to Advanced
    • Format: Online 1-on-1 Lessons
    • Classes: 4 one hour sessions
    • Schedule: Anytime, any day
    • Required: Windows 10 or above with 4 GB RAM and Minecraft Bedrock version installed
    • Minecraft Bedrock System Requirements

    Skills

    Critical Thinking Problem Solving Coding Fundamentals Game Design STEM: Circuits and Engineering Mob Editing Redstone Mechanics Modding Dispenser Pulsar TNT Cannon Command Blocks
* Lifetime plan details are available here.

3-Year All-Access plans include:

  • 70+ courses
  • 5,000+ activities
  • Block Coding
  • Text Coding
  • 3 Mobile Apps
  • Minecraft Modding
  • Game Design
  • Robotics
  • Hardware
  • Web Development
  • Python
  • JavaScript
  • Processing (P5.JS)
  • Data Science
  • Advanced CS

Tynker is designed to progress with your child. A three year plan accelerates their coding mastery from block coding to advanced text languages.