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How to Learn R

R is an open source language and environment for statistical computing and graphics which provides a wide variety of statistical and graphical techniques: linear and nonlinear modelling, statistical tests, time series analysis, classification, clustering, etc. It has both the flexibility and steep learning curve of a programming language. 

Where can I find R?

Since R is freely available, it can be downloaded on any computer. You begin by downloading the base R package from CRAN (The Comprehensive R Archive Network) at http://cran.r-project.org. As R’s capabilities increase through the downloading of additional packages (see any of the resources below for further information about packages), this initial download is very quick.

Many R users recommend supplementing R with RStudio, a free integrated development environment. “RStudio is a set of integrated tools designed to help you be more productive with R. It includes a console, syntax-highlighting editor that supports direct code execution, as well as tools for plotting, history, debugging and workspace management.”

How can I learn R?

An Introduction to R is available from CRAN that gives an overview of the language and guidance on how to use R for doing statistical analysis and graphics. Click “Manuals” on the homepage to find it.

Penn Libraries has constructed this collection of R Resources for both beginners and experienced users.

Some Penn students (depending upon school/program) receive a free Lynda account (must log in with PennKey). Lynda offers professionally made video tutorials on a wide range of subjects. This R Statistics Essential Training tutorial is especially helpful for new users.

Through Coursera, you can take the R Programming course offered by Johns Hopkins, which usually restarts at the beginning of each month. “The course covers practical issues in statistical computing which includes programming in R, reading data into R, accessing R packages, writing R functions, debugging, profiling R code, and organizing and commenting R code.”

A nice interactive option is available at swirlstats.com. Developed for new users, “SWIRL is a software package for the R programming language that turns the R console into an interactive learning environment. Users receive immediate feedback as they are guided through self-paced lessons in data science and R programming.”

Resources on Campus

The Penn Wharton Public Policy Initiative provides in-person workshops about twice per semester. Beginners can learn how to navigate the software’s interface (using RStudio), computation and syntax, installing and using packages, importing and converting data, and some statistical analysis (i.e., descriptive statistics and regression). This workshop is a great introduction to R and serves as the foundation for future self-study or utilization in a research or professional setting. Some background in statistics is recommended. Check this site often for new workshops or sign up for the Penn Wharton PPI mailing list.


  • <h3>USDA Nutrition Assistance Data</h3><p><img width="180" height="124" alt="" src="/live/image/gid/4/width/180/height/124/485_usda_logo.rev.1407789238.jpg" class="lw_image lw_image485 lw_align_right" srcset="/live/image/scale/2x/gid/4/width/180/height/124/485_usda_logo.rev.1407789238.jpg 2x, /live/image/scale/3x/gid/4/width/180/height/124/485_usda_logo.rev.1407789238.jpg 3x" data-max-w="1233" data-max-h="850"/>Data and research regarding the following <strong>USDA Nutrition Assistance</strong> programs are available through this site:</p><ul><li>Supplemental Nutrition Assistance Program (SNAP) </li><li>Food Distribution Programs </li><li>School Meals </li><li>Women, Infants and Children </li></ul><p> Quick link: <a href="http://www.fns.usda.gov/data-and-statistics" target="_blank">http://www.fns.usda.gov/data-and-statistics</a></p><p>See all <a href="/data-resources/">data and resources</a> »</p>
  • <h3>NOAA National Climatic Data Center</h3><p><img width="200" height="198" alt="" src="/live/image/gid/4/width/200/height/198/483_noaa_logo.rev.1407788692.jpg" class="lw_image lw_image483 lw_align_left" srcset="/live/image/scale/2x/gid/4/width/200/height/198/483_noaa_logo.rev.1407788692.jpg 2x, /live/image/scale/3x/gid/4/width/200/height/198/483_noaa_logo.rev.1407788692.jpg 3x" data-max-w="954" data-max-h="945"/>NOAA’s National Climatic Data Center (NCDC) is responsible for preserving, monitoring, assessing, and providing public access to the Nation’s treasure of <strong>climate and historical weather data and information</strong>.</p><p> Quick link to home page: <a href="http://www.ncdc.noaa.gov/" target="_blank">http://www.ncdc.noaa.gov/</a></p><p> Quick link to NCDC’s climate and weather datasets, products, and various web pages and resources: <a href="http://www.ncdc.noaa.gov/data-access/quick-links" target="_blank">http://www.ncdc.noaa.gov/data-access/quick-links</a></p><p> Quick link to Text & Map Search: <a href="http://www.ncdc.noaa.gov/cdo-web/" target="_blank">http://www.ncdc.noaa.gov/cdo-web/</a></p><p>See all <a href="/data-resources/">data and resources</a> »</p>
  • <h3>HUD State of the Cities Data Systems</h3><p><strong><img width="200" height="200" alt="" src="/live/image/gid/4/width/200/height/200/482_hud_logo.rev.1407788472.jpg" class="lw_image lw_image482 lw_align_left" srcset="/live/image/scale/2x/gid/4/width/200/height/200/482_hud_logo.rev.1407788472.jpg 2x, /live/image/scale/3x/gid/4/width/200/height/200/482_hud_logo.rev.1407788472.jpg 3x" data-max-w="612" data-max-h="613"/>The SOCDS provides data for individual Metropolitan Areas, Central Cities, and Suburbs.</strong> It is a portal for non-national data made available through a number of outside institutions (e.g. Census, BLS, FBI and others).</p><p> Quick link: <a href="http://www.huduser.org/portal/datasets/socds.html" target="_blank">http://www.huduser.org/portal/datasets/socds.html</a></p><p>See all <a href="/data-resources/">data and resources</a> »</p>
  • <h3>Congressional Budget Office</h3><p><img width="180" height="180" alt="" src="/live/image/gid/4/width/180/height/180/380_cbo-logo.rev.1406822035.jpg" class="lw_image lw_image380 lw_align_right" data-max-w="180" data-max-h="180"/>Since its founding in 1974, the Congressional Budget Office (CBO) has produced independent analyses of budgetary and economic issues to support the Congressional budget process.</p><p> The agency is strictly nonpartisan and conducts objective, impartial analysis, which is evident in each of the dozens of reports and hundreds of cost estimates that its economists and policy analysts produce each year. CBO does not make policy recommendations, and each report and cost estimate discloses the agency’s assumptions and methodologies. <strong>CBO provides budgetary and economic information in a variety of ways and at various points in the legislative process.</strong> Products include baseline budget projections and economic forecasts, analysis of the President’s budget, cost estimates, analysis of federal mandates, working papers, and more.</p><p> Quick link to Products page: <a href="http://www.cbo.gov/about/our-products" target="_blank">http://www.cbo.gov/about/our-products</a></p><p> Quick link to Topics: <a href="http://www.cbo.gov/topics" target="_blank">http://www.cbo.gov/topics</a></p><p>See all <a href="/data-resources/">data and resources</a> »</p>
  • <h3>The World Bank Data (U.S.)</h3><p><img width="130" height="118" alt="" src="/live/image/gid/4/width/130/height/118/484_world-bank-logo.rev.1407788945.jpg" class="lw_image lw_image484 lw_align_left" srcset="/live/image/scale/2x/gid/4/width/130/height/118/484_world-bank-logo.rev.1407788945.jpg 2x, /live/image/scale/3x/gid/4/width/130/height/118/484_world-bank-logo.rev.1407788945.jpg 3x" data-max-w="1406" data-max-h="1275"/>The <strong>World Bank</strong> provides World Development Indicators, Surveys, and data on Finances and Climate Change.</p><p> Quick link: <a href="http://data.worldbank.org/country/united-states" target="_blank">http://data.worldbank.org/country/united-states</a></p><p>See all <a href="/data-resources/">data and resources</a> »</p>
  • <h3>Federal Reserve Economic Data (FRED®)</h3><p><strong><img width="180" height="79" alt="" src="/live/image/gid/4/width/180/height/79/481_fred-logo.rev.1407788243.jpg" class="lw_image lw_image481 lw_align_right" data-max-w="222" data-max-h="97"/>An online database consisting of more than 72,000 economic data time series from 54 national, international, public, and private sources.</strong> FRED®, created and maintained by Research Department at the Federal Reserve Bank of St. Louis, goes far beyond simply providing data: It combines data with a powerful mix of tools that help the user understand, interact with, display, and disseminate the data.</p><p> Quick link to data page: <a href="http://research.stlouisfed.org/fred2/tags/series" target="_blank">http://research.stlouisfed.org/fred2/tags/series</a></p><p>See all <a href="/data-resources/">data and resources</a> »</p>
  • <h3>National Bureau of Economic Research (Public Use Data Archive)</h3><p><img width="180" height="43" alt="" src="/live/image/gid/4/width/180/height/43/478_nber.rev.1407530465.jpg" class="lw_image lw_image478 lw_align_right" data-max-w="329" data-max-h="79"/>Founded in 1920, the <strong>National Bureau of Economic Research</strong> is a private, nonprofit, nonpartisan research organization dedicated to promoting a greater understanding of how the economy works. The NBER is committed to undertaking and disseminating unbiased economic research among public policymakers, business professionals, and the academic community.</p><p> Quick Link to <strong>Public Use Data Archive</strong>: <a href="http://www.nber.org/data/" target="_blank">http://www.nber.org/data/</a></p><p>See all <a href="/data-resources/">data and resources</a> »</p>
  • <h3>The Penn World Table</h3><p> The Penn World Table provides purchasing power parity and national income accounts converted to international prices for 189 countries/territories for some or all of the years 1950-2010.</p><p><a href="https://pwt.sas.upenn.edu/php_site/pwt71/pwt71_form.php" target="_blank">Quick link.</a> </p><p>See all <a href="/data-resources/">data and resources</a> »</p>
  • <h3>National Center for Education Statistics</h3><p><strong><img width="400" height="80" alt="" src="/live/image/gid/4/width/400/height/80/479_nces.rev.1407787656.jpg" class="lw_image lw_image479 lw_align_right" data-max-w="400" data-max-h="80"/>The National Center for Education Statistics (NCES) is the primary federal entity for collecting and analyzing data related to education in the U.S. and other nations.</strong> NCES is located within the U.S. Department of Education and the Institute of Education Sciences. NCES has an extensive Statistical Standards Program that consults and advises on methodological and statistical aspects involved in the design, collection, and analysis of data collections in the Center. To learn more about the NCES, <a href="http://nces.ed.gov/about/" target="_blank">click here</a>.</p><p> Quick link to NCES Data Tools: <a href="http://nces.ed.gov/datatools/index.asp?DataToolSectionID=4" target="_blank">http://nces.ed.gov/datatools/index.asp?DataToolSectionID=4</a></p><p> Quick link to Quick Tables and Figures: <a href="http://nces.ed.gov/quicktables/" target="_blank">http://nces.ed.gov/quicktables/</a></p><p> Quick link to NCES Fast Facts (Note: The primary purpose of the Fast Facts website is to provide users with concise information on a range of educational issues, from early childhood to adult learning.): <a href="http://nces.ed.gov/fastfacts/" target="_blank">http://nces.ed.gov/fastfacts/#</a></p><p>See all <a href="/data-resources/">data and resources</a> »</p>
  • <h3>Internal Revenue Service: Tax Statistics</h3><p><img width="155" height="200" alt="" src="/live/image/gid/4/width/155/height/200/486_irs_logo.rev.1407789424.jpg" class="lw_image lw_image486 lw_align_left" srcset="/live/image/scale/2x/gid/4/width/155/height/200/486_irs_logo.rev.1407789424.jpg 2x" data-max-w="463" data-max-h="596"/>Find statistics on business tax, individual tax, charitable and exempt organizations, IRS operations and budget, and income (SOI), as well as statistics by form, products, publications, papers, and other IRS data.</p><p> Quick link to <strong>Tax Statistics, where you will find a wide range of tables, articles, and data</strong> that describe and measure elements of the U.S. tax system: <a href="http://www.irs.gov/uac/Tax-Stats-2" target="_blank">http://www.irs.gov/uac/Tax-Stats-2</a></p><p>See all <a href="/data-resources/">data and resources</a> »</p>
  • <h3>Federal Aviation Administration: Accident & Incident Data</h3><p><img width="100" height="100" alt="" src="/live/image/gid/4/width/100/height/100/80_faa-logo.rev.1402681347.jpg" class="lw_image lw_image80 lw_align_left" srcset="/live/image/scale/2x/gid/4/width/100/height/100/80_faa-logo.rev.1402681347.jpg 2x, /live/image/scale/3x/gid/4/width/100/height/100/80_faa-logo.rev.1402681347.jpg 3x" data-max-w="550" data-max-h="550"/>The NTSB issues an accident report following each investigation. These reports are available online for reports issued since 1996, with older reports coming online soon. The reports listing is sortable by the event date, report date, city, and state.</p><p> Quick link: <a href="http://www.faa.gov/data_research/accident_incident/" target="_blank">http://www.faa.gov/data_research/accident_incident/</a></p><p>See all <a href="/data-resources/">data and resources</a> »</p>
  • <h3>MapStats</h3><p> A feature of FedStats, MapStats allows users to search for <strong>state, county, city, congressional district, or Federal judicial district data</strong> (demographic, economic, and geographic).</p><p> Quick link: <a href="http://www.fedstats.gov/mapstats/" target="_blank">http://www.fedstats.gov/mapstats/</a></p><p>See all <a href="/data-resources/">data and resources</a> »</p>