Contents | ||||
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Fall, 2021 | ||||
Title | HTML | R Markdown | ||
Week 1 | ||||
0 | About the class |
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1 | Why use R |
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2 | Installing R |
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3 | Introductions |
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4 | R Markdown |
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5 | Data structures in R |
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Week 2 | ||||
1 | Packages |
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2 | Naming conventions in R |
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3 | Functions and Loops |
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4 | Data Ingestion |
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5 | Data Munging |
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6 | Factors |
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7 | Joining datasets |
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Week 3 | ||||
1 | Why data visualization |
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2 | Introduction to ggplot |
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3 | Saving your work |
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4 | Visualizing the nature of data sets |
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5 | Themes |
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6 | Putting plots together |
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7 | Maps and spatial data |
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8 | Annotating a plot |
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9 | Animated graphics in R |
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Week 4 | ||||
1 | Using loops and map |
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2 | Statistical summaries |
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3 | Statistical tests |
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4 | Classical statistical models |
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5 | Using the computer for statistical inference |
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Week 5 | ||||
1 | Project Organization |
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2 | R Markdown |
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3 | Data validation and exploration |
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4 | Pipelines and workflows |
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Week 6 | ||||
1 | Displaying analytic results |
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2 | A very short, sketchy, introduction to Bioconductor |
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3 | Miscellaneous topics |