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R for Data Science

This book will teach you how to do data science with R: You’ll learn how to get your data into R, get it into the most useful structure, transform it, visualise it and model it. In this book, you will find a practicum of skills for data science. Just as a chemist learns how to clean test tubes and stock a lab, you’ll learn how to clean data and draw plots—and many other things besides. These are the skills that allow data science to happen, and here you will find the best practices for doing each of these t

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R for Data Science | r4ds.had.co.nz Reviews
<META>
DESCRIPTION
This book will teach you how to do data science with R: You’ll learn how to get your data into R, get it into the most useful structure, transform it, visualise it and model it. In this book, you will find a practicum of skills for data science. Just as a chemist learns how to clean test tubes and stock a lab, you’ll learn how to clean data and draw plots—and many other things besides. These are the skills that allow data science to happen, and here you will find the best practices for doing each of these t
<META>
KEYWORDS
1 welcome
2 introduction
3 big data
4 non rectangular data
5 hypothesis confirmation
6 prerequisites
7 rstudio
8 the tidyverse
9 other packages
10 running r code
CONTENT
Page content here
KEYWORDS ON
PAGE
welcome,introduction,big data,non rectangular data,hypothesis confirmation,prerequisites,rstudio,the tidyverse,other packages,running r code,acknowledgements,colophon,i explore,data visualisation,first steps,data frame,creating a ggplot,exercises,facets
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R for Data Science | r4ds.had.co.nz Reviews

https://r4ds.had.co.nz

This book will teach you how to do data science with R: You’ll learn how to get your data into R, get it into the most useful structure, transform it, visualise it and model it. In this book, you will find a practicum of skills for data science. Just as a chemist learns how to clean test tubes and stock a lab, you’ll learn how to clean data and draw plots—and many other things besides. These are the skills that allow data science to happen, and here you will find the best practices for doing each of these t

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1

R for Data Science

http://r4ds.had.co.nz/index.html

R for Data Science. What you will learn. How this book is organised. What you won’t learn. Python, Julia, and friends. Getting help and learning more. The layered grammar of graphics. What’s in a name? Add new variables with. Combining multiple operations with the pipe. Grouping by multiple variables. Grouped mutates (and filters). A categorical and continuous variable. Where does your analysis live? Tibbles vs. data.frame. Interacting with older code. Compared to base R. Dates, date-times, and times.

2

R for Data Science

http://r4ds.had.co.nz/dates-and-times.html

R for Data Science. What you will learn. How this book is organised. What you won’t learn. Python, Julia, and friends. Getting help and learning more. The layered grammar of graphics. What’s in a name? Add new variables with. Combining multiple operations with the pipe. Grouping by multiple variables. Grouped mutates (and filters). A categorical and continuous variable. Where does your analysis live? Tibbles vs. data.frame. Interacting with older code. Compared to base R. Dates, date-times, and times.

3

R for Data Science

http://r4ds.had.co.nz/workflow-scripts.html

R for Data Science. What you will learn. How this book is organised. What you won’t learn. Python, Julia, and friends. Getting help and learning more. The layered grammar of graphics. What’s in a name? Add new variables with. Combining multiple operations with the pipe. Grouping by multiple variables. Grouped mutates (and filters). A categorical and continuous variable. Where does your analysis live? Tibbles vs. data.frame. Interacting with older code. Compared to base R. Dates, date-times, and times.

4

R for Data Science

http://r4ds.had.co.nz/workflow-projects.html

R for Data Science. What you will learn. How this book is organised. What you won’t learn. Python, Julia, and friends. Getting help and learning more. The layered grammar of graphics. What’s in a name? Add new variables with. Combining multiple operations with the pipe. Grouping by multiple variables. Grouped mutates (and filters). A categorical and continuous variable. Where does your analysis live? Tibbles vs. data.frame. Interacting with older code. Compared to base R. Dates, date-times, and times.

5

R for Data Science

http://r4ds.had.co.nz/tidy-data.html

R for Data Science. What you will learn. How this book is organised. What you won’t learn. Python, Julia, and friends. Getting help and learning more. The layered grammar of graphics. What’s in a name? Add new variables with. Combining multiple operations with the pipe. Grouping by multiple variables. Grouped mutates (and filters). A categorical and continuous variable. Where does your analysis live? Tibbles vs. data.frame. Interacting with older code. Compared to base R. Dates, date-times, and times.

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angus.readthedocs.io angus.readthedocs.io

Population Genetics Tutorial — angus 5.0 documentation

http://angus.readthedocs.io/en/2016/pop_gen_tutorial.html

Angus 5.0 documentation. Before you guys got here. Started with data from: “Genomic islands of speciation separate cichlid ecomorphs in an East African crater lake”, Malinsky et al 2015. Downloaded VCF from http:/ datadryad.org/resource/doi:10.5061/dryad.770mc. Http:/ datadryad.org/bitstream/handle/10255/dryad.101389/Massoko Dryad VCF final.vcf.gz. These data had been filtered for quality. And only variable sites had been retained. And phased using the program. Start your instance with at least 50 Gb&#46...

andreasjungherr.net andreasjungherr.net

Twitter | Too Bad You Never Knew Ace Hanna

http://andreasjungherr.net/tag/twitter

Too Bad You Never Knew Ace Hanna. Don't know where we're goin', but there's no sense bein' late. Analyzing Political Communication with Digital Trace Data (2015). Das Internet in Wahlkämpfen (2013). Using Digital Trace Data in the Social Sciences: Session 7 Extracting Data for Typical Analyses. Jul 20, ’16. After exporting the summary statistics ready for analysis, we load them into R to perform a series of typical analyses. You find introductory readings on using R. Exploratory data analysis in R. The e...

wzchen.com wzchen.com

23 Free Data Science Books

http://www.wzchen.com/data-science-books

23 Free Data Science Books. Last updated January 17, 2017. As a data scientist at Quora, I often get asked for my advice about becoming a data scientist. To help people exploring the data science career track, I've taken some time to compile my top recommendations of quality data science books. That are either available for free (legally, of course) or are Pay What You Want (PWYW) with $0 minimum. Please bookmark this place and refer to it often! Check price on Amazon. R Programming for Data Science,.

edhar.cas.msu.edu edhar.cas.msu.edu

MI 985 - TC 985 Analysis for Media

http://edhar.cas.msu.edu/schedule.html

TC 985 Analysis for Media. This schedule is tentative and may change at any time; please check back here often for updates. In particular, I expect the readings to change regularly; check back each week for new readings. Current issues in statistics. Cancelled: Martin Luther King day. P-Values and Hypothesis Tests. Intro to R, Rmarkdown, and Reproducible Statistics. Making arguments with statistics. Gelman 2; Six Rules. OLS: How it works. OLS: Interpretation: Continuous Predictors. Gelman 6,11,12.

jules32.github.io jules32.github.io

Better science in less time using data science tools

https://jules32.github.io/opensci-talk/short

November 11, 2016 / WSN, Monterey, California. Trying to do reproducible science. Data final v2.xls. Re: FWD: data question. Sorry guys, this probably isnt reproducible science. Actually doing reproducible science. We struggled to reproduce and repeat our own work. Data science principles and tools have changed how we do science:. Upcoming paper: how we now do reproducible science by leveraging from data science - philosophy and tools. Lowndes et al., in prep. Grolemund and Wickham 2016.

jules32.github.io jules32.github.io

Software Carpentry Workshop at Oxford University

http://jules32.github.io/2016-07-12-Oxford/overview

Software Carpentry Workshop at Oxford University. Workshop Overview: Reproducible Science with RStudio and GitHub. Julie Stewart Lowndes, twitter: @juliesquid. July 12, 2016. Data scientists, according to interviews and expert estimates, spend from 50 percent to 80 percent of their time mired in the mundane labor of collecting and preparing data, before it can be explored for useful information. - NYTimes (2014). Googling is a big part of programming. We’ll be talking about :. Intro to R and RStudio.

rsummer.data-analysis.at rsummer.data-analysis.at

Program – R Summer School

http://rsummer.data-analysis.at/program

The focus of this course is on advanced R topics, such as:. Avoiding loops in functions. R packaging, incl. Roxygen and version control. Reproducible research with knitr, pandoc, Rmarkdown, Latex. Visualization: ggplot2 and shiny. Neural nets (deep learning) with MXNet. Webcrawling and API’s with xml2. Dplyr, purrr, readr, % %, etc.) with consistent API, functional programming and typing in R. High-performance computing and big data, with C and spark. Robust and multivariate methods in R.

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R for Data Science

R for Data Science. What you will learn. How this book is organised. What you won’t learn. Python, Julia, and friends. Getting help and learning more. The layered grammar of graphics. What’s in a name? Add new variables with. Combining multiple operations with the pipe. Grouping by multiple variables. Grouped mutates (and filters). A categorical and continuous variable. Where does your analysis live? Tibbles vs. data.frame. Interacting with older code. Compared to base R. Dates, date-times, and times.

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