ANLY 545 51 Late Spring 2018 Lab2 Group7
Hanwen Zhang
April 28, 2018
library("twitteR")## Warning: package 'twitteR' was built under R version 3.4.4library("wordcloud")## Warning: package 'wordcloud' was built under R version 3.4.4## Loading required package: RColorBrewerlibrary("tm")## Warning: package 'tm' was built under R version 3.4.4## Loading required package: NLPlibrary("plyr")##
## Attaching package: 'plyr'## The following object is masked from 'package:twitteR':
##
## idconsumer_key<-'xYf72MaTxQAktW93AXr7tW1vw'
consumer_secret<-'KxRtlTOoNgsbNtHJPIXQ8HLBhgpNb28PZuMvxQLRHqPHHD4z49'
access_token<-'990281421209178113-Y773QTUc6McaoL8Es2oURPPq7We8AAd'
access_secret<-'5PlAlR0q3JfEJp7JYJr5Evxz3Ob2HS4pnHHTcs4WELLwO'
setup_twitter_oauth(consumer_key,consumer_secret,access_token,access_secret)## [1] "Using direct authentication"user <- getUser("HarrisburgU")
friends <- user$getFriends()
friends_df <- twListToDF(friends)
friends_df## description
## 957115032684433408 weekly #podcast focused on #diversity and #inclusion in #tech, w/ #entrepreneurs, tech leaders and #venturecapital investors; host @cdw2003 #diversityintech
## 22755723 State Capitol reporter, LNP Media Group; views are my own; author of Keystone Corruption Continues and Keystone Corruption; https://t.co/9RSWbOshtK
## 15584149 Vinyl addict. Ex-hockey player. Grilling fanatic. CTV political analyst. Cagle Syndicate Columnist. Opinion Editor, PennLive/Patriot-News of Harrisburg, Pa.
## 227349768 @witfnews @PaCrossroads reporter. Runner, swimmer, seeker of laughter and good music. Header photo courtesy of @AnthonySmedile
## 2207150256 | Esports Director @harrisburgu | Side: Instructor of Esports at @UCIrvine, partner @Twitch | Former: GM of @Phoenix1gg & @NRGgg. Contact: smeltzcd@gmail.com
## 106877735 abc27 News Anchor and State Capitol reporter.
## 85310612 The official Twitter account for Pennsylvania Dept. of Community & Economic Development. DCED enables PA businesses & communities to thrive in a global economy.
## 36939469 Editor-in-Chief of @cstarleague. Keyboardist and effects-maker in @nascentum. My thoughts are my own and you can't have 'em!
## 768880727106605056 The National Association of Collegiate Esports (NACE) is the governing body of varsity esports, dedicated to the creation and support of college esports.
## 287690091 Director, Center for E3 @HarrisburgU; former Secretary, PA DEP & DCNR; former Mayor; many other formers
## 16317071 Exec. Dir., PA Commission for Women (@GovernorTomWolf) | Former #news anchor | Mom & @USArmy<ed><U+00A0><U+00BC><ed><U+00B7><U+00BA><ed><U+00A0><U+00BC><ed><U+00B7><U+00B8> wife | @Cornell <U+26BD><U+FE0F> | <ed><U+00A0><U+00BD><ed><U+00B3><U+00B7>:https://t.co/aTqozKmEoV
## 2575834890 Scrum Master at @Geneia. Faculty master's level agile courses @HarrisburgU and PM class @HACC_info. 19 years software dev & PM/5 years Scrum. PMP, PMI-ACP, CSM
## 4211322089 PGH reporter / https://t.co/M4FxYfTsgf - Kanye Twitty fan... Motto: "What's the happs with the craps?" - Pete Seeger
## 3086064785 The Ryan International and Ryan Global Schools are India's largest privately owned network of K12 schools.
## 223671790 Served 8 yrs @WHOSTP44. Currently, Senior Fellow @Society4Science, strategic advisor to foundations/others, part of #ObamaScienceDiaspora
## 15145034 Central Pennsylvania's leader in local news, sports and information. Social media policy: https://t.co/XJQMn2Ij0R
## 242047201 @hacc_info #president, passion 2 expand lives thru CC education; 1stGen #collegegrad; from #Cleveland; #Gay &Married; #Basenji; #Bicyclist; @Rotary #TweetsMyOwn
## 26083244 HACC, Central Pennsylvania's Community College
## 15646965 Photographer for the Pennsylvania Senate Democratic Caucus and former newspaper photographer. Instagram @jrobinsonphoto
## 1109180046 Find out what's going on...on-air and in your community! abc27 is working for you to help plan your day!
## 171880167 WITF is an @NPR and @PBS member station, providing inspirational, quality content to central Pennsylvania. Follow @witfnews for news updates.
## 15858700 PA Politics and Policy, History and Culture, Sports, and More! Watch us on cable in PA, and stream with the PCN app on your favorite device.
## 17816354 Media/PR consultant. Emmy-winning TV host. Former senior PR advisor to PA Govs. Bob Casey and Tom Ridge. Eternal Philly sports fan. #PR #Media #Slainte
## 16333958 Central Penn Business Journal covers business news in #CentralPa.
## 1668877453 Photographer, Photojournalist for The Patriot-News and @pennlive
## 201980592 FYNTEK FOUNDER LinkedIn: https://t.co/gEJOECPv34 #fintech #blockchain #entrepreneurship #hyperedger #bigdata #ai #datascience #startups
## 40009436 We've been serving central PA since 1854. Branches include the West Shore, East Shore, Camp Curtin and Northern Dauphin Co. Rosie Turner, Director of Marketing
## 2978837542 York native, father, business owner, baseball fan. Currently serving as governor of Pennsylvania. Fighting for better schools, jobs, and government.
## 15684530 Breaking news reporter, The Patriot-News, PA Media Group and Pennlive 717-255-8294 bmiller@pennlive.com https://t.co/AUmeUgGB5Y
## 150211132 Multimedia journalist. @tools4reporters web producer. @Mizzou alumnus. Cat dad to Ira. A damn fine cup of coffee.
## 930235218 st@rtup is Harrisburg's first coworking space. Our goal is to connect dreamers and doers, thinkers and tinkerers.
## 266106169 Building community through small-scale community gardens and fostering personal environmental responsibility in our beloved city.
## 37037561 A man for all seasons
## 84672669 A green necklace that rings Pennsylvania's capital city.
## 1013243996 #LiveWithPurpose #PR #Marketing #EventPlanning #SM #BusinessLeader @Penn_State Alum #Inspire #MakeItCount #Positivity #PayItForward #ThinkBIG #Promote #Foodie
## 470673231 Firefighting & public safety in the greater Harrisburg area...honored to lead @hbgfire protecting PAs Capital City and surrounding areas
## 37942947 The Dauphin County Parks & Recreation Department contributes to the recreation and education of County residents and tourist through programs and parks.
## 573929215 PR pro for Three Mile Island | Former #HBG newsman | Still the 'Sharp Press Man' mens style columnist for @TheBurgNews | Tweets are my own.
## 310052730 Friends of Midtown is a PA 501(c)(3) not-for-profit community benefit organization dedicated to the ongoing economic and cultural development of Midtown.
## 304478534 Provider of Drinking Water, Wastewater, and Stormwater Services to Harrisburg and the Capital Region. Investing in our community from raindrop to river.
## 2371091990 <ed><U+00A0><U+00BC><ed><U+00B7><U+00BA><ed><U+00A0><U+00BC><ed><U+00B7><U+00B8> Democrat for Senate: #JusticeForAll <ed><U+00A0><U+00BC><ed><U+00B7><U+00BA><ed><U+00A0><U+00BC><ed><U+00B7><U+00B8> #EducationForAll <ed><U+00A0><U+00BC><ed><U+00B7><U+00BA><ed><U+00A0><U+00BC><ed><U+00B7><U+00B8> #HealthcareForAll
## 26266361 I am a Capitol reporter for Pennlive/The Patriot-News in Harrisburg, Pa., covering state government & watching over the people's business jmurphy@pennlive.com
## 149328456 Covering the food and dining scene in central Pennsylvania since 1997 for https://t.co/8jtLoKWEo9 and The Patriot-News.
## 291825047 Cover PA govt., public policy and Penn State for The Patriot-News. Carlisle native. Beth's husband. Andrew and Sarah's Dad, W&L grad. Bills / Phils / OCNJ fan.
## 473087709 Social media director for @PaSenateDems | Reformed journalist | 2X East Coast Beard Champ | #WVU alum | #vintagewatch enthusiast | #WHU fan
## 335500061 @PennLive and @PatriotNews reporter
## 31638710 @PennLive statehouse reporter, formerly @PressofAC, photographer, film nerd and nature lover living on the banks of the Susquehanna.
## 18813143 Press secretary for @SenatorHughes/ @SenHughesOffice. Former @PennLive reporter. I don't take myself seriously (unless I'm on the clock), neither should you.
## 599511646 http://t.co/XHgGXUICWV reporter
## 14915067 Award-winning public media news team reaching over 17 counties in Central PA. Find us at WITF-TV and WITF-FM 89.5 & 93.3.
## 14295042 Harrisburg PA's social media scene
## 1269971797 Making Harrisburg a more bicycle friendly community
## 214095154 Bold Leadership. Visionary Members. Powerful Results. Serving Cumberland, Dauphin and Perry Counties.
## 574516583 Fostering the long-term livability and vitality of our communities, counties and region since 1966. Tweets are not endorsements.
## 17001361 HYP is a group of young, active, civic-minded professionals who have a clear vision of Harrisburg's future as a great place to live, work and play.
## 16019668 Internet news company based in Harrisburg Pa,we cover all things political, member of PLCA - Pennsylvania Legislative Correspondents Association
## 14174897 Co-founded by Vincent Granville and part of the DSC community, our focus is on data science, ML, AI, deep learning, dataviz, Hadoop, IoT, and BI.
## 2478690408 The Millworks features a brewery, a rooftop biergarten, a local & sustainable restaurant, an outdoor courtyard, and 3 art galleries with 23 artist studios.
## 557818995 Journalist @ydrcom @USATODAY network. Loves bad puns, hot tea, fall days, summer nights and people who go for it.
## 928392025 Marketing comms pro who loves social media, audience/consumer engagement, fine snacks and serving up a mean side-eye. @MillersvilleU + @AU_SOC grad. #zphib <U+2721><U+FE0F>
## 594660298 Harrisburg's Arthouse Cinema. Come See the Best & Brightest in Foreign & Indie Cinema.
## 26886245
## 316469292 I think in decimals and dollars. I'm a business reporter for @CPBJ. \n#RE #construction #craftbeer #pagovt #Harrisburg #DauphinCounty\n(jscott@cpbj.com)
## 16153887 Entertainment and learning technologist, games and simulations developer, interested in all things designy, techy, and übercool.
## 14868869 Occasional hiker, editor of the Central Penn Business Journal, lover of the written word and super happy Eagles fan. #FlyEaglesFly
## 14690087 Communications Director at @LowerPaxtonTwp, PR pro, event planner, marketing strategist, outgoing leader, fun-loving coach, follower of Jesus (opinion my own)
## 111890412 Building to Improve Lives.\nGeneral Construction, Design-Build, Construction Management\nWBE, DBE, Small Diverse Business
## 2241019808 @wendys biggest fan. #Hbg
## 301830389 Urban Café By Day. Metropolitan Gourmet By Night.
## 16305717 Graphic designer specializing in brand identity development, print design, and vector illustration.
## 22417633 Emmy, Edward R. Murrow Award-winning Weekend Anchor/Reporter @CBS21NEWS. Book blogger, runner, ice cream enthusiast. @SyracuseU @NewhouseBDJ alum.
## 17844853 Whitaker Center offers educational and entertaining large-format films, interactive science exhibitions, exciting stage performances, and much more.
## 2561829290 Property Management & Development Company
## 1011901 The source of news and information for every resident of Lancaster County. Mostly local, sometimes global. From the LNP newsroom.
## 91683661 The YWCA Greater Harrisburg is dedicated to eliminating racism, empowering women and promoting peace, justice, freedom and dignity for all.
## 927814152 PA's 1st #CraftBeer, #Wine @VineyardHershey & #Cider @DeCiderCiders in one. Mad scientist winemaker. MerLoco brewmaster. Beware of @Merlot_Mike. We have fun.
## 186591389 Regional professional theatre and educational program presenting diverse offerings of thought-provoking theatre and educational activities in intimate settings.
## 148343089 PA's 1st #Wine, #CraftBeer @BreweryHershey & #Cider @DeCiderCiders in one. Mad scientist winemaker. MerLoco brewmaster. Beware of @Merlot_Mike. We have fun.
## 81368931 Your source for locally-grown and organic produce, meats, baked goods, and freshly prepared meals. Located on N. 3rd & Verbeke St.
## 1932201470 Journalist and digital specialist formerly working for @PennLive and @cumberlink. Also a native Seattleite, novice gardener and board game enthusiast.
## 23692108 PR pro in PA's capital city, proud boymom & Penn State alum. Tweets are my own.
## 14295131 <U+270F><U+FE0F>Writer: <ed><U+00A0><U+00BC><ed><U+00BD><U+00BD>food, <ed><U+00A0><U+00BE><ed><U+00B5><U+0083>booze and <ed><U+00A0><U+00BD><ed><U+00B7><U+009E>other news for https://t.co/HX30UUCDix; Co-Founder: <ed><U+00A0><U+00BC><ed><U+00BD><U+00BA>@HBGBeerWeek; Writer/Producer: <ed><U+00A0><U+00BC><ed><U+00BE><U+00AC>@GKVisual @PouredinPA; <ed><U+00A0><U+00BD><ed><U+00B8><U+0084>Out-loud laugher.
## 8340332 Interactive Designer/Developer at Hauck Interactive. Adjunct Faculty at HACC. Orioles fan, @ITP_NYU alum, coffee and Trappist beer snob.
## 157064476 Central Pennsylvania's premier professional orchestra.
## 214595293 Director of Circulation Audience Development, Advance Central Services. Phillies, bicycling, media, marketing, leadership; not necessarily in that order.
## 5864232 WGAL, The Susquehanna Valley's #1 news team on Twitter.
## 437066571 Partner @VineyardHershey @BreweryHershey. #Hershey #HersheyPA #Hbg #Wine #PR #Marketing ambassador. Opinions expressed are my own.
## 806253025534869504 Emmy , Edward R. Murrow Award winning weekend anchor and reporter for @CBS21NEWS. Can also be found @LaraGreenbergTV
## 21781176 #PA #TN #SM #CEO #marketing #PR Founder Harrisburg #SMC Author @StudentsInHG #SiHG @WomenInHighGear #WiHG Powerful language. Smart marketing. #TSA #BA75 #ULI
## 108676611 VP of Content @PennLive and @PatriotNews.
## 52915700 Founded in 1926 is Harrisburg's oldest art gallery and school.
## 14323759 News headlines from @PennLive & The Patriot-News of central Pennsylvania.
## 75099085 I investigate public safety stories 4 PennLive/The Patriot-News, former KCStar reporter, who stands (sometimes) while writing & loves parades & marching bands.
## 479559891 Managing Editor of Communications @BravoGroup | Former Opinions Editor @PatriotNews
## 19383064 Mom. PA Life & Culture editor for @pennlive @pamediagroup. Sarcastic (and charming) always. Ex-#Scranton @timestribune social media/news editor.
## 17539405 Father. Husband. Project Manager. Servant Leader. Strategic Thinker. Civic Warrior. @Abby_140's lesser half.
## 246484365 Editing news in Pittsburgh. Formerly of the Patriot-News/PennLive in Harrisburg.
## 20711427 Enterprise/watchdog reporter for PennLive/The Patriot-News, with a special interest in health care.
## 16547249 Managing Editor of Content for @PennLive and @patriotnews. Father of 2. Hope to see Eagles Superbowl victory before I die.
## 466884343 Journalist, novelist, lover of bulldogs, beer and the Pittsburgh Steelers. Buzz for @PennLive My Books: https://t.co/FsFcHcolK4
## 438429472 Staff photographer & videographer @pennlive & @patriotnews. Alumni @marist_hs, @univ_of_oregon, @registerguard and @sacbee_news.
## 551781433 Content administrator for PA Media Group: @Pennlive and The Patriot-News, Lock Haven grad
## 109148726 Reporter for PennLive, Harrisburg, Pa. Reminding you that minorities are still underrepresented in U.S. news organizations.
## 494214932 Photojournalist for PA Media Group's @PennLive in Harrisburg, Pa.
## 326429245 "He understands addition, division and silence."
## 105993267 Writing for @CarnegieMellon. Formerly @PennLive. Retweets and follows don't equal endorsements. All opinions my own.
## 20559267 Photojournalist for the @PatriotNews and @Pennlive since 2000 in Harrisburg, Pa. http://t.co/2WrWkI8yU4
## 16245822 Where Discoveries Begin. Social media policy: https://t.co/arEAsLBd7k
## 75634738 Entertainment reporter covering Philadelphia for @PennLive and @PatriotNews. On a mission to entertain and inform. I wish I could make hats.
## 637088536 Proud to represent the 103rd District and the Capital City
## 54949405 Ex-journalist, press secretary to a PA governor. PR Pro @LaTorre_PR. Hey, also host my own radio show on WHP580 and iTunes, @La_Torre_Live. Oh, and I frolic.
## 741324942134943744 Admissions Counselor, Adult Degree Programs Harrisburg University
## 2303570604
## 236113762 ED tech & STEM workforce advocate, non-stop traveler, aerospace aficionado, and forever a US Marine - Semper Fi
## 5404782 Writer / Improviser / Very slow runner
## 14205258 A Source for Every Story. Connecting journalists with sources since 2008. 35,000+ journalists & 475,000+ sources. Used by top media.
## 2147595025 A Full Service Governmental Affairs Firm
## 221078346 I share your love for our city. Please join me in working to renew our communities and ensure that Harrisburg prospers. Together, we can!
## 9544952 Central Pennsylvania's best reports on local NEWS in York, Harrisburg, Lancaster, and Lebanon.
## 15110431 From newly charted astronomical anomalies at the far reaches of the universe to the rise of nanotechnology, nobody covers science like http://t.co/RtkLii8CUo.
## 18700629 Visit ScienceDaily to read breaking news about the latest discoveries in science, health, the environment, and technology.
## 16438248 Seeker exists where technology, innovation and the future collide. We celebrate relentless curiosity with an insatiable drive to question, inspire, and create.
## 14647570 Awesome discoveries. Expert insights. Science that shapes the world.
## 19402238 Covering the latest news in all fields of science. Tweets by @wwrfd, @ThatMikeDenison and @Kate_Travis. Publisher @society4science. See also @SNStudents.
## 159588456 The hub for space technology projects, developments and news at NASA.
## 18164420 NASA Headquarters Photo Department.\r\nWashington, DC
## 16895274 Thought-provoking updates, #inSCIder news, videos, and more from Science Channel.
## 11545652 Reporter @nytimes on breaking news and a bunch of other interesting things I've never been good at describing.
## 197610710 Harrisburg resident, Mom of 2, BC Alum, PA State Rep for 103rd
## 22489837 The nation's largest academic used booksellers with over 2 million books online. Our bookstore-cafe has top quality coffee & tea, art gallery & acoustic music.
## 19722699 Awe-inspiring science, tech, and DIY. 145 years strong. || Watch our short film about a Russian street dog launched into space and VOTE: https://t.co/HyKNM6Oysg
## 37914697 Welcome to Dauphin County, home of the magnificent state Capitol Complex, mouth-watering Hershey candy, and a customer-friendly state and county government!
## 9651842 Your station for news, sports and weather in Central Pennsylvania.
## 69287286 Historic Harrisburg Association advocates for the preservation, restoration and stewardship of Harrisburgs architectural heritage.
## 11348282 Explore the universe and discover our home planet with @NASA. We usually post in EST (UTC-5)
## 19658826 The best place to find out whats new in science and why it matters. To subscribe go to: https://t.co/M4DdnmRv4N
## 29120707 EVP & GC at Vartan Group, Inc., proud #DoubleDomer, @NotreDame fan & #volunteer
## 85136091 Greater Harrisburg's community magazine
## 13787402 Science news, commentary and conversation from NPR.
## 14304170 Pennsylvania's source for news, sports, entertainment and more. Tips: DM or email newstips at pennlive dot com. Snapchat: https://t.co/T1qm73SP3J
## 37710752 Bill Nye Saves the World Season 3 returns May 11 on Netflix.
## 8963722 Bringing the radiothermally generated heat. The team: @KatieMPalmer, @JetJocko, @rtg0nzalez, @MeganMolteni, and @MrMattSimon.
## 144929266 Keeping downtown Harrisburg clean, safe, and beautiful. We're a nonprofit dedicated to making the downtown a place YOU want to be part of!
## 18739803 Communications Liaison, Harrisburg University of Science and Technology
## 16817883 Brain fun for curious people. Hosted by @iraflatow. From @WNYCStudios.
## 66452873 Advanced ID & Curriculum Design, Serious Games, Emerging Technologies Leader, Author
## 140940110 Founded in 2001, Harrisburg University remains the only STEM-focused comprehensive university located between Philadelphia and Pittsburgh.
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## 140940110 http://pbs.twimg.com/profile_images/878876218/HU_White_Bgrd_Lo-res_normal.jpg- What language do HU friends speak?
table(friends_df$lang)##
## en
## 147According to our analysis, HU friends speak English
- Draw the distribution of friends
counts = table(friends_df$location)
barplot(counts, main = "Location Distribution", xlab = "Number of Locations"
,col="red")
From the distribution bar chart, the top 4 population of the friends are Harrisburg PA (>50), Denver CO (14), Seattle WA (<10) and New York NY (<10).
- How active HU friends are?
library(ggplot2)##
## Attaching package: 'ggplot2'## The following object is masked from 'package:NLP':
##
## annotatelibrary(plotly)##
## Attaching package: 'plotly'## The following object is masked from 'package:ggplot2':
##
## last_plot## The following objects are masked from 'package:plyr':
##
## arrange, mutate, rename, summarise## The following object is masked from 'package:stats':
##
## filter## The following object is masked from 'package:graphics':
##
## layoutp3<- ggplot(data = friends_df, aes(x = statusesCount)) +
geom_histogram(alpha = 0.5, bins = 15) +
ggtitle('The Distribution of Number of Tweets of HU Friends has Posted')
ggplotly(p3)## We recommend that you use the dev version of ggplot2 with `ggplotly()`
## Install it with: `devtools::install_github('hadley/ggplot2')`- Who are my followers with the biggest network and who tweet the most?
followers <- user$getFollowers()
followers_df <- twListToDF(followers)
arrange(followers_df, desc(friendsCount))$name[1]## [1] "MarQuis Trill | Cryptocurrency Investor"arrange(followers_df, desc(statusesCount))$name[1]## [1] "Harrisburgers"MarQuis Trill | Cryptocurrency Investor has the biggest network Harrisburgers tweet the most.
- Is there a correlation between number of followers and number of tweets?
p5 <- ggplot(data = friends_df, aes(x = statusesCount, y = followersCount)) +
geom_point(alpha = 0.5) +
geom_smooth(method = lm) +
ggtitle('Scatter Plot: Follower Count vs Tweet Count', subtitle = 'for HU Friends') +
xlab('Number of Tweets') +
ylab('Number of Followers')
ggplotly(p5)## We recommend that you use the dev version of ggplot2 with `ggplotly()`
## Install it with: `devtools::install_github('hadley/ggplot2')`cor(friends_df$statusesCount, friends_df$followersCount)## [1] 0.09522289cor.test(friends_df$statusesCount, friends_df$followersCount, method = 'pearson')##
## Pearson's product-moment correlation
##
## data: friends_df$statusesCount and friends_df$followersCount
## t = 1.1519, df = 145, p-value = 0.2513
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
## -0.06771428 0.25321266
## sample estimates:
## cor
## 0.09522289From the plot, we confirm that there is slightly positive relationship between number of tweets and number of followers, which is consistent with our experience. Pearson correlation numbers also confirmed it. However, the signifiance test failed for the pearson correlation, which indicated that there may be no correlation (at least linear correlation) between number of tweets and number of followers.
- What are the most commonly used words in HU friends followers’ descriptions? (Tidytext package)
library(tidytext)## Warning: package 'tidytext' was built under R version 3.4.4library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:plyr':
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## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarize## The following objects are masked from 'package:twitteR':
##
## id, location## The following objects are masked from 'package:stats':
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## filter, lag## The following objects are masked from 'package:base':
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## intersect, setdiff, setequal, uniondata("stop_words")
friends_df %>%
unnest_tokens(word, description) %>%
anti_join(stop_words, by = 'word') %>%
count(word, sort = TRUE) %>%
filter(row_number()==1)## # A tibble: 1 x 2
## word n
## <chr> <int>
## 1 news 35So, as showen above, we can find the most commonly word in HU friends followers’ descriptions is “news”, which appears 35 times through our analysis.