| Activity | Points | Item Type |
|---|---|---|
| The Data Science Life Cycle | ||
| 1.1 What is Data Science? | Lesson | |
| 1.1.1 What is Data Science? | 1 | Video |
| 1.1.2 What is Data Science? | 3 | Check for Understanding |
| 1.1.3 What Does a Data Scientist Do? | 1 | Connection |
| 1.1.4 What Does a Data Scientist Do? | 5 | Free Response |
| 1.1.5 Statistical Questions | 5 | Free Response |
| 1.1.6 Lookup, Compute, Relate | 5 | Free Response |
| 1.1.7 Exploring Data I | 1 | Connection |
| 1.1.8 Exploring Data II | 5 | Free Response |
| 1.1.9 Exploring Data III | 1 | Connection |
| 1.1.10 Exploring Data IV | 5 | Free Response |
| 1.1.11 My Interests and Goals | 5 | Free Response |
| 1.2 Gathering Data | Lesson | |
| 1.2.1 Gathering Data | 1 | Video |
| 1.2.2 Gathering Data | 3 | Check for Understanding |
| 1.2.3 Quantitative/Qualitative | 5 | Free Response |
| 1.2.4 Live Code - Gathering Data | 1 | Video |
| 1.2.5 Data Sort | 5 | Exercise |
| 1.2.6 Pros and Cons | 5 | Free Response |
| 1.2.7 Mini-Project: The Data Science Life Cycle | 5 | Free Response |
| 1.2.8 Mini-Project: BTS | 1 | Example |
| 1.2.9 Mini-Project: Collect the Data | 5 | Free Response |
| 1.2.10 Mini-Project: Structure the Data | 5 | Challenge |
| 1.2.11 Mini-Project: Plan for Analysis | 5 | Free Response |
| 1.3 Exploring Data Using Python | Lesson | |
| 1.3.1 Exploring Data Using Python | 1 | Video |
| 1.3.2 Exploring Data Using Python | 5 | Check for Understanding |
| 1.3.3 Live Code - Lists | 1 | Video |
| 1.3.4 Using Lists | 1 | Example |
| 1.3.5 Practice with Lists | 5 | Exercise |
| 1.3.6 Mini-Project: Lists | 5 | Exercise |
| 1.3.7 Practice with Operators | 5 | Exercise |
| 1.3.8 Finding the Average | 5 | Exercise |
| 1.3.9 Mini-Project: How Can We Use This? | 5 | Free Response |
| 1.4 Modules, Packages & Libraries | Lesson | |
| 1.4.1 Modules, Packages and Libraries | 1 | Video |
| 1.4.2 Modules, Packages, and Libraries | 3 | Check for Understanding |
| 1.4.3 Live Code - Libraries | 1 | Video |
| 1.4.4 Random | 1 | Example |
| 1.4.5 Math and Statistics | 1 | Example |
| 1.4.6 Emoji | 1 | Example |
| 1.4.7 Wikipedia | 5 | Exercise |
| 1.4.8 Documentation Hunt | 1 | Connection |
| 1.4.9 Documentation Hunt | 5 | Free Response |
| 1.5 Series and Central Tendency | Lesson | |
| 1.5.1 Series and Central Tendency | 1 | Video |
| 1.5.2 Series and Central Tendency | 3 | Check for Understanding |
| 1.5.3 Changing Indices | 1 | Example |
| 1.5.4 Series and Indices | 1 | Example |
| 1.5.5 Hot Dog Series | 5 | Exercise |
| 1.5.6 People Named Anna | 1 | Example |
| 1.5.7 Hot Dog Statistics | 5 | Exercise |
| 1.5.8 Critiquing Conclusions | 5 | Free Response |
| 1.6 Measures of Spread | Lesson | |
| 1.6.1 Measures of Spread | 1 | Video |
| 1.6.2 Measures of Spread | 3 | Check for Understanding |
| 1.6.3 CodeHS Graphics | 1 | Notes |
| 1.6.4 Measures of Spread | 1 | Example |
| 1.6.5 Hot Dog Spread | 5 | Exercise |
| 1.6.6 Plotting Data | 1 | Example |
| 1.6.7 Hot Dog Plots | 5 | Exercise |
| 1.6.8 Hot Dog Conclusion | 5 | Free Response |
| 1.7 Pandas DataFrames | Lesson | |
| 1.7.1 Pandas DataFrames | 1 | Video |
| 1.7.2 Pandas DataFrames | 3 | Check for Understanding |
| 1.7.3 Live Code - DataFrames | 1 | Video |
| 1.7.4 Create a DataFrame | 1 | Example |
| 1.7.5 Student Test Data | 5 | Exercise |
| 1.7.6 Mammals DataFrame Info | 1 | Example |
| 1.7.7 Test Data Info | 5 | Exercise |
| 1.7.8 Test Data Selection | 5 | Exercise |
| 1.8 Selecting Columns | Lesson | |
| 1.8.1 Selecting Columns | 1 | Video |
| 1.8.2 Selecting Columns | 3 | Check for Understanding |
| 1.8.3 Live Code - Selecting Columns | 1 | Video |
| 1.8.4 Selecting Columns | 1 | Example |
| 1.8.5 Modifying the Index | 1 | Example |
| 1.8.6 Test Data Stats | 5 | Exercise |
| 1.8.7 Specific Test Data | 5 | Exercise |
| 1.9 Using Functions | Lesson | |
| 1.9.1 Using Functions | 1 | Video |
| 1.9.2 Using Functions | 3 | Check for Understanding |
| 1.9.3 Live Code - Functions | 1 | Video |
| 1.9.4 Mini-Project: BTS Analysis | 1 | Example |
| 1.9.5 Roller Coaster Ranking | 5 | Exercise |
| 1.9.6 Test Data Conclusion | 5 | Exercise |
| 1.9.7 Mini-Project: Analysis | 5 | Challenge |
| 1.10 Mini-Project: Findings | Lesson | |
| 1.10.1 Presenting Findings | 1 | Notes |
| 1.10.2 Mini-Project: BTS Presentation | 1 | Example |
| 1.10.3 Mini-Project: Presentation | 5 | Challenge |
| 1.10.4 Mini-Project: Reflection | 5 | Free Response |
| 1.11 The Data Science Life Cycle Quiz | Lesson | |
| 1.11.1 The Data Science Life Cycle Quiz | 15 | Quiz |
| Data Science for Change | ||
| 2.1 Data Science for Change | Lesson | |
| 2.1.1 Project Kickoff: Data for Change | 1 | Notes |
| 2.1.2 Using Data in the Social Sector | 1 | Connection |
| 2.1.3 The Akshaya Patra Foundation | 1 | Connection |
| 2.1.4 The Akshaya Patra Foundation | 1 | Free Response |
| 2.1.5 Step 1: Ask Questions | 5 | Free Response |
| 2.2 Big Data and Bias | Lesson | |
| 2.2.1 Big Data and Bias | 1 | Video |
| 2.2.2 Big Data and Bias | 3 | Check for Understanding |
| 2.2.3 Machine Learning and Human Bias | 1 | Connection |
| 2.2.4 Machine Learning and Human Bias | 5 | Free Response |
| 2.2.5 Cognitive Biases | 1 | Connection |
| 2.2.6 Cognitive Biases | 5 | Free Response |
| 2.2.7 Step 2: Consider Data | 5 | Free Response |
| 2.2.8 Project: Decomposing the Problem | 5 | Free Response |
| 2.3 Importing and Filtering Data | Lesson | |
| 2.3.1 Importing and Filtering Data | 1 | Video |
| 2.3.2 Importing and Filtering Data | 3 | Check for Understanding |
| 2.3.3 iloc | 1 | Example |
| 2.3.4 loc | 1 | Example |
| 2.3.5 Animal Sounds | 5 | Exercise |
| 2.3.6 Filtering Book Data | 5 | Exercise |
| 2.3.7 Filtering Reflection | 5 | Free Response |
| 2.4 Conditional Filtering | Lesson | |
| 2.4.1 Live Code - Conditional Filtering | 1 | Video |
| 2.4.2 Conditional Filtering | 1 | Example |
| 2.4.3 Instagram Filters | 5 | Exercise |
| 2.4.4 Book Conditions | 5 | Exercise |
| 2.4.5 Project: Import and Filter Your Data | 5 | Challenge |
| 2.5 Data Cleaning | Lesson | |
| 2.5.1 Data Cleaning | 1 | Video |
| 2.5.2 Data Cleaning | 3 | Check for Understanding |
| 2.5.3 Live Code - Data Cleaning | 1 | Video |
| 2.5.4 Dropping Data | 1 | Example |
| 2.5.5 Fixing Data Types | 1 | Example |
| 2.5.6 Data Cleaning Functions | 1 | Resource |
| 2.5.7 Cleaning Up the Zoo | 5 | Exercise |
| 2.5.8 Cleaning Book Data | 5 | Exercise |
| 2.5.9 Project: Clean Your Data | 5 | Challenge |
| 2.6 Exploring with Visualizations | Lesson | |
| 2.6.1 Analyzing Your Data | 1 | Notes |
| 2.6.2 Live Code - Data Displays | 1 | Video |
| 2.6.3 Data Exploration Functions | 1 | Resource |
| 2.6.4 Data Displays | 1 | Example |
| 2.6.5 Step 3: Analyze Data | 5 | Challenge |
| 2.6.6 Project: Plot Your Data | 5 | Challenge |
| 2.7 Interpret and Present | Lesson | |
| 2.7.1 Your Dataset | 5 | Free Response |
| 2.7.2 Statistical Measures | 5 | Free Response |
| 2.7.3 Data Visualizations | 5 | Free Response |
| 2.7.4 Step 4: Interpret Data | 5 | Free Response |
| 2.7.5 Present Your Findings | 15 | Free Response |
| 2.8 Data Science for Change Quiz | Lesson | |
| 2.8.1 Data Science for Change Quiz | 10 | Quiz |
| What's Next? | ||
| 3.1 What's Next? | Lesson | |
| 3.1.1 Data Science Pathways | 1 | Notes |
| 3.1.2 Career Pathways | 1 | Connection |
| 3.1.3 Data Science Resources | 1 | Notes |
| 3.1.4 AI Course | 1 | Connection |
| 3.1.5 Clustering and Old Faithful | 1 | Example |
| 3.1.6 Python Course | 1 | Connection |
| 3.1.7 Python Demo | 1 | Example |
| 3.1.8 SQL Course | 1 | Connection |
| 3.1.9 SQL Demo | 1 | Example |
| 3.1.10 My Pathway | 5 | Free Response |
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