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communicate.Rmd
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---
layout: default
title: Communicate your work
---
# Communicate your work # Communicate your work
Reproducible, literate code is the data science equivalent of the Scientific Report (i.e, Intro, Methods and materials, Results, Discussion). Reproducible, literate code is the data science equivalent of the Scientific Report (i.e, Intro, Methods and materials, Results, Discussion).

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contribute.rmd
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title: Contributing
layout: default
---
# Contributing # Contributing
This book has been developed in the open, and it wouldn't be nearly as good This book has been developed in the open, and it wouldn't be nearly as good

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data-structures.Rmd
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layout: default
title: Data structures
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# Data structures # Data structures
Might be quite brief. Might be quite brief.

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databases.Rmd
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layout: default
title: Databases
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# Databases # Databases
### Two-table verbs ### Two-table verbs

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datetimes.Rmd
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layout: default
title: Dates and times
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# Dates and times # Dates and times
If you have trouble remembering these abbreviations, check out the [strptimer package](https://cran.r-project.org/web/packages/strptimer/vignettes/strptimer.html). If you have trouble remembering these abbreviations, check out the [strptimer package](https://cran.r-project.org/web/packages/strptimer/vignettes/strptimer.html).

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functions.Rmd
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layout: default
title: Expressing yourself in code
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# Expressing yourself in code # Expressing yourself in code
```{r, include = FALSE} ```{r, include = FALSE}

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import.Rmd
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layout: default
title: Data import
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# Data import # Data import
```{r, include = FALSE} ```{r, include = FALSE}

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index.rmd
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--- ---
layout: default
title: Welcome
knit: "bookdown::render_book" knit: "bookdown::render_book"
output: output:
bookdown::html_chapters: bookdown::html_chapters:

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intro.Rmd
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title: Introduction
layout: default
---
# Introduction # Introduction
```{r setup-intro, include = FALSE} ```{r setup-intro, include = FALSE}

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lists.Rmd
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layout: default
title: Lists
---
# Lists # Lists
```{r setup-lists, include=FALSE} ```{r setup-lists, include=FALSE}

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model-assess.Rmd
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layout: default
title: Model assessment
---
# Model assessment # Model assessment
```{r setup-model, include=FALSE} ```{r setup-model, include=FALSE}

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model-vis.Rmd
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layout: default
title: Model visualisation
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# Model visualisation # Model visualisation
Gap minder Gap minder

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model.Rmd
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layout: default
title: Model
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# Model # Model
A model is a function that summarizes how the values of one variable vary in response to the values of other variables. Models play a large role in hypothesis testing and prediction, but for the moment you should think of models just like you think of statistics. A statistic summarizes a *distribution* in a way that is easy to understand; and a model summarizes *covariation* in a way that is easy to understand. In other words, a model is just another way to describe data. A model is a function that summarizes how the values of one variable vary in response to the values of other variables. Models play a large role in hypothesis testing and prediction, but for the moment you should think of models just like you think of statistics. A statistic summarizes a *distribution* in a way that is easy to understand; and a model summarizes *covariation* in a way that is easy to understand. In other words, a model is just another way to describe data.

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program.Rmd
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layout: default
title: Save time by programming
---
# Programming # Programming
Computer-human communication matters. Computer-human communication matters.

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relational-data.Rmd
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layout: default
title: Relational data
---
# Relational data {#relation-data} # Relational data {#relation-data}
```{r setup-relation, include = FALSE} ```{r setup-relation, include = FALSE}

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rmarkdown.Rmd
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layout: default
title: R Markdown
---
# R Markdown # R Markdown
Recommendations for learning more about communication: Recommendations for learning more about communication:

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robust-code.Rmd
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layout: default
title: Robust code
---
```{r, include = FALSE} ```{r, include = FALSE}
library(magrittr) library(magrittr)
``` ```

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science.Rmd
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layout: default
title: Do science with data
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# Do science with data # Do science with data
The scientific method guides data science. Data science solves known problems with the scientific method. The scientific method guides data science. Data science solves known problems with the scientific method.

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shiny.Rmd
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layout: default
title: Shiny
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# Shiny # Shiny

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strings.Rmd
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layout: default
title: Strings
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# Strings # Strings
```{r setup-strings, include = FALSE} ```{r setup-strings, include = FALSE}

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tidy.Rmd
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layout: default
title: Tidy data
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# Tidy data # Tidy data
> "Tidy datasets are all alike but every messy dataset is messy in its > "Tidy datasets are all alike but every messy dataset is messy in its

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transform.Rmd
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layout: default
title: Transform
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# Data transformation {#transform} # Data transformation {#transform}
```{r setup-transform, include = FALSE} ```{r setup-transform, include = FALSE}

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understand.Rmd
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layout: default
title: Understand your data
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# Understand your data # Understand your data
Data poses a cognitive problem; Data comprehension is a skill. Data poses a cognitive problem; Data comprehension is a skill.

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variation.Rmd
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layout: default
title: Variation
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# Variation # Variation
```{r, include = FALSE} ```{r, include = FALSE}

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visualize.Rmd
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layout: default
title: Visualize
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# Data visualisation # Data visualisation
```{r setup-visualise, include = FALSE} ```{r setup-visualise, include = FALSE}

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work.Rmd
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layout: default
title: Work with your data
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# Work with your data # Work with your data
With data, the relationships between values matter as much as the values themselves. Tidy data encodes those relationships. With data, the relationships between values matter as much as the values themselves. Tidy data encodes those relationships.