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  • Teacher Workbook [PDF] - A downloadable and printable copy of the workbook with solutions for all exercises.

  • PD Workbook [PDF] - A downloadable and printable copy of the student workbook including lesson plans.

  • Online Community (Discourse) [link] - Want to ask a question or pose a lesson idea for other Bootstrap teachers? Want to be kept up-to-date about Bootstrap events, workshops, and curricular changes? Our new discussion forum is the place to do it.

  • Implementation Options - looking to integrate Bootstrap:Data Science into your classroom? There are implementation guides for teachers looking to fill a week’s worth of time, or a full-year course! -

  • Contracts [file] - a reference PDF of just the contracts pages from the back of the student workbook.

  • Collection of Bootstrap:Data Science Desmos Activities [link] - Love Desmos as much as we do? We have plenty of Desmos activities infused throughout our Data Science lessons, and you can explore all of them in one place.

  • What’s Going on in this Graph? [nytimes.com] - Once a week, the NYTimes posts an interesting data visualization. This is a great resource to spark the curiosity of young data scientists, and make for a perfect Notice & Wonder activity!

  • The Pudding [link] - Terrific deep dives into data analysis for interesting topics. Another wonderful resource for students, with great animations showing the transformation of how data is visualized as the research questions evolve.

  • "How Not To" [Discourse.org] - We regularly post to social media under the hashtag `#HowNotTo, taking a few friendly potshots are examples of terrible Data Science out there. Over on our teacher discussion board, we’ve kept a running tally of all of them!

  • "Same Stats, Different Graphs" - [autodesk.com] - A wonderful illustration of why it’s so important to see the _shape of data, and not just focus on the descriptive statistics.

  • Guess the Correlation [link] - a game-ified resource for building intuition for correlation, based on randomly-generated scatterplots.

  • Box Plots and Histograms [link This starter file is designed such that the data in each column has a different shape and spread to support teachers looking to facilitate class discussions with a wide range of examples readily available at once.

Workshop Files

Exercises and Solutions

What Questions Can You Answer with the Given Data?

The Animals Dataset

Questions and Column Descriptions

Categorical or Quantitative?

Numbers and Strings

Booleans

Applying Functions

Domain and Range Frayer model

Practicing Contracts: Domain & Range

Matching Expressions and Contracts

Using Contracts

Using Contracts (continued)

Triangle Contracts

Triangle Contracts (SAS & ASA)

Radial Star

Star Polygon

Pie Chart - Notice and Wonder

Bar Chart - Notice and Wonder

Bar & Pie Chart - Notice and Wonder

Matching Bar Charts to Pie Charts

Making Infographics

Infographic Rubric

Exploring Displays

(More) Exploring Displays

Practice Plotting

What Display Goes with Which Data?

Data Displays

Lookup Questions

More Practice with Lookups

Reading Row and Function Definitions

Exploring Row and Function Definitions

What Table Do We Get?

Matching Examples and Definitions (Math)

Matching Examples and Function Definitions

Matching Examples and Contracts

Contracts, Examples & Definitions

Contracts, Examples & Definitions - 2

The Design Recipe - Compute

The Design Recipe - Lookup

The Design Recipe

The Design Recipe

Chaining Methods

Chaining Methods 2: Order Matters

Table Transformations with Method Chaining

Mood Generator

Sampling and Inference

Predictions from Samples

Grouped Samples from the Animals Dataset

Displaying Data

What’s on your mind?

My Dataset

Samples from My Dataset

The Design Recipe

The Design Recipe

Summarizing Columns

Making Histograms

Reading Histograms

Identifying Shape - Histograms

The Shape of the Animals Dataset

The Spread of My Dataset

Summarizing Columns in the Animals Dataset

Critiquing Written Findings

Summarizing Columns in the Animals Dataset

Interpreting Spread

Identifying Shape - Box Plots

Matching Box-Plots to Histograms

Matching Box-Plots to Histograms

Shape of My Dataset

“Trust, but verify …​”

“Trust, but verify…” (2)

(Dis)Proving a Claim

Creating a Scatter Plot

(Dis)Proving a Claim

Identifying Form, Direction and Strength

Identifying Form and r-Values

Correlations in My Dataset

Identifying Form, Direction and Strength (Matching)

What’s on your mind?

Drawing Predictors

Interpreting Regression Lines & r-Values

Regression Analysis in the Animals Dataset

Regression Analysis in Your Dataset

Describing Relationships

Describing Relationships (2)

Case Study: Ethics, Privacy, and Bias

Identifying Threats to Validity

Identifying Threats to Validity

Fake News

Lies, Darned Lies, and Statistics

Identifying Threats to Validity (Part 1)

Identifying Threats to Validity (Part 2)

Identifying Threats to Validity (Part 3)

Project: Threats to Validity

Project Files

Every student (or, ideally, every pair of students) will need to save a copy of the Blank Research Paper. A Grading Rubric is also available for the research paper.

Gerry Mandering

Dataset Starter File

World Cities' Proximity to the Ocean

Dataset Starter File

Marijuana Laws & Arrests by State 2018

Dataset Starter File

College Majors

Dataset Starter File

US Jobs

Dataset Starter File

Refugees 2018

Dataset Starter File

Fast Food Nutrition

Dataset Starter File

Beverages Nutrition

Dataset Starter File

North American Pipe Organs

Dataset Starter File

Esports Earnings

Dataset Starter File

R.I. Schools

Dataset Starter File

Movies

Dataset Starter File

International Exhibition of Modern Art

Dataset Starter File

MLB Hitting Stats

Dataset Starter File

NBA Players

Dataset Starter File

NFL Passing

Dataset Starter File

NFL Rushing

Dataset Starter File

NYPD Stop, Search & Frisk 2019

Dataset Starter File

U.S. Voter Turnout 2016

Dataset Starter File

State Demographics

Dataset Starter File

Countries of the World

Dataset Starter File

U.S. Income

Dataset Starter File

Arctic Sea Ice

Dataset Starter File

U.S. Presidents

Dataset Starter File

Music

Dataset Starter File

IGN Video Game Reviews

Dataset Starter File

Students can also import their data into a Blank Starter File. They will need to modify this file for use with their dataset, and this tutorial video can walk them through it.

Other Facilitation Resources

  • Homework Submission Template

  • Broadening Participation [Google Slides] - Making computing relevant, accessible and welcoming to all students isn’t a pipe-dream. Like anything else worth doing, it takes some good practice and a desire to do it right and keep improving. We’ve put together some pointers based on best-practices from the CS-Education literature, for Bootstrap teachers or anyone looking to broaden participation in Computer Science.

These materials were developed partly through support of the National Science Foundation, (awards 1042210, 1535276, 1648684, and 1738598). CCbadge Bootstrap:Data Science by the Bootstrap Community is licensed under a Creative Commons 4.0 Unported License. This license does not grant permission to run training or professional development. Offering training or professional development with materials substantially derived from Bootstrap must be approved in writing by a Bootstrap Director. Permissions beyond the scope of this license, such as to run training, may be available by contacting contact@BootstrapWorld.org.