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# Freestyle | ||
|
||
> ... in which we venture into the unknown to show an example data | ||
analysis, gather more data with webscraping and build a small app. | ||
|
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::: {.video-container} | ||
<iframe class="video" src="https://www.youtube.com/embed/pY4da9WCc" allowfullscreen></iframe> | ||
::: | ||
|
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In today's lecture, the script is the result of experimenting | ||
with unseen data as seen in the video. You can refer back | ||
to it in order to get the code if the video goes to fast. | ||
By itself, the script will be less useful than the script | ||
for regular lectures. I hope you can learn something from | ||
how I approach a new task and how I handle mistakes and | ||
errors. The video is largely unedited; I only removed a | ||
portion where all attempts at webscraping failed for a while | ||
because my internet connection was gone... | ||
|
||
```{r} | ||
library(tidyverse) | ||
library(rvest) | ||
library(glue) | ||
``` | ||
|
||
## Christmas Theme! | ||
|
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- Christmas RStudio theme: <https://github.com/gadenbuie/rsthemes> | ||
|
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## Advanced Rmarkdown | ||
|
||
- Using the RStudio plugin to insert citations directly from Zotero | ||
- preview of | ||
<https://blog.rstudio.com/2020/11/09/rstudio-1-4-preview-citations/> | ||
- Other output formats: | ||
- <https://bookdown.org/yihui/rmarkdown/> | ||
- <https://github.com/rstudio/rticles> | ||
- note: tinytex package for pdf outputs | ||
|
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## Finding Help Easier | ||
|
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- <https://reprex.tidyverse.org/> | ||
|
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## Into the Unknown: An Example Analysis of Unseen Data | ||
|
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{.external} | ||
|
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## Feedback | ||
|
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I will send round a link with a feedback form. | ||
It is anonymous, so I have no way of tracking who | ||
submitted it. I will just assume you all did and | ||
count it as a completed exercise. |
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# Resources {-} | ||
|
||
Learning R can be quite the journey. | ||
This is why I am collecting useful links to more resources on this extra page. | ||
Some will help you understand the topics covered, some dive deeper and some will be interesting if you want to discover more cool things you can do with R. | ||
|
||
## Learning the tidyverse | ||
|
||
- [R for Data Science](https://r3ds.had.co.nz/) [@wickhamDataScienceImport2017] | ||
- [R4DS online Community](https://www.rfordatasci.com/) | ||
- [RStudio Cheat Sheets!](https://www.rstudio.com/resources/cheatsheets/) | ||
- [The Modern Dive](https://moderndive.com/) [@kimStatisticalInferenceData2019] | ||
- [RStudio Education](https://education.rstudio.com/) | ||
|
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## Learning Rmarkdown | ||
|
||
- [rmarkdown cheatsheet](https://rstudio.com/wp-content/uploads/2015/03/rmarkdown-cheatsheet-2.0.pdf) | ||
- [rmarkdown reference](https://rstudio.com/wp-content/uploads/2015/03/rmarkdown-reference.pdf) | ||
- [pandoc manual (advanced)](https://pandoc.org/MANUAL.html#pandocs-markdown) | ||
- [rmarkdown for reproducible analysis](https://reproducible-analysis-workshop.readthedocs.io/en/latest/6.RMarkdown-knitr.html) | ||
- [rmarkdown website](https://rmarkdown.rstudio.com/index.html) | ||
|
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## Learning R in general | ||
|
||
- [Advanced R](https://adv-r.hadley.nz/) [@wickhamAdvancedSecondEdition2019] | ||
- [Hands on Programming with R](https://rstudio-education.github.io/hopr/) [@grolemundHandsOnProgrammingWrite2014] | ||
- [R Packages](http://r-pkgs.had.co.nz/) [@wickhamPackagesOrganizeTest2015] | ||
- [Data Visualization: A Practical Introduction](https://socviz.co/index.html) [@healyDataVisualizationPractical2018] | ||
- [Graph Cookbook](http://www.cookbook-r.com/Graphs/) [@changGraphicsCookbookPractical2013] | ||
|
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## Learning Statistics | ||
|
||
- [Intuitive Biostatistics](http://www.intuitivebiostatistics.com/) [@motulskyIntuitiveBiostatisticsNonmathematical2017] | ||
- [Statistics Done Wrong](https://www.statisticsdonewrong.com/) [@reinhartStatisticsDoneWrong2015] | ||
- [StatQuest!!! with Josh Starner](https://statquest.org/video-index/#statistics) | ||
- [Modern Statistics for Modern Biology](https://www.huber.embl.de/msmb/index.html) | ||
|
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## Talks, Podcasts, Blogs, Videos | ||
|
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Just some of the people with inspiring blogposts, videos and the likes. | ||
|
||
- David Robinson | ||
- [YouTube](https://www.youtube.com/user/safe4democracy) | ||
- [website](http://varianceexplained.org/) | ||
- Julia Silge | ||
- [YouTube](https://www.youtube.com/c/JuliaSilge/) | ||
- [website](https://juliasilge.com/) | ||
- Alison Hill | ||
- [website](https://alison.rbind.io/) | ||
- Thomas Lin Pedersen | ||
- [website](https://www.data-imaginist.com/) | ||
|
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## Misc | ||
|
||
- [Cute and insightful illustrations](https://github.com/allisonhorst/stats-illustrations) [@ArtworkAllisonHorst] | ||
- [Happy Git with R](https://happygitwithr.com/) | ||
|
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## Package Documentation | ||
|
||
- [tidyverse](https://www.tidyverse.org/) | ||
- [tidymodels](https://www.tidymodels.org/) | ||
- [rmarkdown](https://rmarkdown.rstudio.com/docs/) | ||
- [readr](https://readr.tidyverse.org/) | ||
- [dplyr](https://dplyr.tidyverse.org/) | ||
- [ggplot](https://ggplot2.tidyverse.org/) | ||
- [tidyr](https://tidyr.tidyverse.org/) | ||
- [stringr](https://stringr.tidyverse.org/) | ||
- [purrr](https://purrr.tidyverse.org/) | ||
- [ragg](https://ragg.r-lib.org/) | ||
|
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## Books and Manuals | ||
|
||
- [Tidymodels book](https://www.tmwr.org/) | ||
- [ggplot book](https://ggplot2-book.org/) | ||
- [Rmarkdown Cookbook](https://bookdown.org/yihui/rmarkdown-cookbook/) | ||
- [Rmarkdown Book](https://bookdown.org/yihui/rmarkdown/) | ||
|
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## Getting Help | ||
|
||
- [How to find help](https://www.tidyverse.org/help/#reprex) | ||
- [R4DS online learning community](https://www.rfordatasci.com/) | ||
|
||
## Lists of Resources | ||
|
||
The meta section. This is a list of lists: | ||
|
||
- [big book of R](https://www.bigbookofr.com/) | ||
- [r for the rest of us](https://rfortherestofus.com/resources/) | ||
|
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## Packages that enable this lecture format | ||
|
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- R by @rcoreteamLanguageEnvironmentStatistical2020a | ||
- knitr by @R-knitr | ||
- rmarkdown by @R-rmarkdown | ||
- xaringan by @xieXaringanPresentationNinja2020 |
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`r if (knitr::is_html_output()) ' | ||
# References {-} | ||
'` |
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library(knitr) | ||
library(rmarkdown) | ||
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options(tidyverse.quiet = TRUE) | ||
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opts_chunk$set( | ||
out.width = "100%", | ||
warning = FALSE, | ||
message = FALSE | ||
) |
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book_filename: "dataintro" | ||
delete_merged_file: true | ||
output_dir: docs | ||
before_chapter_script: "_common.R" | ||
before_chapter_script: "R/_common.R" | ||
language: | ||
ui: | ||
chapter_name: "Lesson " |
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base | ||
knitr | ||
rmarkdown | ||
tidyverse | ||
ggplot2 | ||
tibble | ||
tidyr | ||
readr | ||
purrr | ||
dplyr | ||
stringr | ||
forcats | ||
palmerpenguins | ||
tidymodels | ||
broom | ||
scales | ||
dials | ||
infer | ||
modeldata | ||
parsnip | ||
recipes | ||
rsample | ||
tune | ||
workflows | ||
workflowsets | ||
yardstick | ||
glue | ||
rvest |
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