ls()
## character(0)
rm(list=ls())
#install.packages("twitteR")
library(twitteR)
setup_twitter_oauth("1OahwWZKb9JlN3EOySkaIFSlU","24mIt9TNBp38XX8XYHYyps9eHRGZgdftJHPGeHuqRXOlKgQx8C","906067316-n7DbZ7hPo51xpjCeJ6W6pl169egQBOajfq2Mmi1y","3pMkty0PpgE2uNDyOEPwL21AU6yODPnjdMEgkg2dqIRTP")
## [1] "Using direct authentication"
rdmTweets <- userTimeline("cia", n=500)
rdmTweets[1:3]
## [[1]]
## [1] "CIA: CIA #Museum Artifact of the Week: Afghan Hat\nA gift from Afghan President Karzai to former DCI George TenetÂ… https://t.co/zUAZ9OqMQB"
##
## [[2]]
## [1] "CIA: ICYMI:\nNew Anthology: \nCIA & the Wars in Southeast Asia, 1947-75\n\n41 #unclassified articles & more!Â… https://t.co/ukmH3tTIoY"
##
## [[3]]
## [1] "CIA: ICYMI:\nNew #Unclassified \"Studies in Intel\":\n-Intel for Warfighter\n-Why Bad Things Happen to Good Analysts\n-& more!Â… https://t.co/pNPryg92u1"
df <- do.call("rbind", lapply(rdmTweets, as.data.frame))
df
## text
## 1 CIA #Museum Artifact of the Week: Afghan Hat\nA gift from Afghan President Karzai to former DCI George TenetÂ… https://t.co/zUAZ9OqMQB
## 2 ICYMI:\nNew Anthology: \nCIA & the Wars in Southeast Asia, 1947-75\n\n41 #unclassified articles & more!Â… https://t.co/ukmH3tTIoY
## 3 ICYMI:\nNew #Unclassified "Studies in Intel":\n-Intel for Warfighter\n-Why Bad Things Happen to Good Analysts\n-& more!Â… https://t.co/pNPryg92u1
## 4 ICYMI: \nCIA #Museum Artifact of the Week: Admiral CallandÂ’s Desert Combat Uniform Top.\nhttps://t.co/pUkDArSRvK https://t.co/2UOLsU4SAt
## 5 The #unclassified interactive PDF contains 41 articles & links to more CIA & IC resources.\n#HISTINT\n#fridayreadsÂ… https://t.co/rhrfRErhSw
## 6 Among the 53,000+ Americans who gave their lives, 18 were CIA officers; their sacrifices are marked by stars carvedÂ… https://t.co/Qe1ODSrfts
## 7 Anthology discusses CIA activities in SE Asia (1947-1975) as part of @DeptofDefense 50-year commemoration of #VietnamWar\nCC: @vietnamwar50th
## 8 New Anthology: \nCIA & the Wars in Southeast Asia, 1947-75\nhttps://t.co/gbPqNbDpRJ\n#HISTINT\n#FridayReads https://t.co/4QORNsSa2O
## 9 Articles include "Intel for the Warfighter" & "Why Bad Things Happen to Good Analysts" & reviews of recent books.\nhttps://t.co/xtRo6g5HX7
## 10 Latest #unclassified issue of "Studies in Intelligence" is now available! \nhttps://t.co/xtRo6g5HX7 https://t.co/B4XHNGzl1g
## 11 Calland served as commander of all @CENTCOM Special Ops Forces during Operation ENDURING FREEDOM; then CIA Deputy Director (2005 to 2006).
## 12 Vice Adm. Albert “Bert” M. Calland III was the first US military flag officer to set foot in Afghanistan after the September 11 attacks.
## 13 CIA #Museum Artifact of the Week: Admiral CallandÂ’s Desert Combat Uniform Top.\nhttps://t.co/pUkDArBg7a https://t.co/0cFXTXOdgT
## 14 ICYMI:\nCIA #Museum Artifact of the Week: @Moleskine Notebook\nhttps://t.co/6vI7zC6yhw \n#HISTINT\n#Moleskine https://t.co/vprLdQ4WX5
## 15 Their most valuable tools included @moleskine notebooks & mechanical pencils, which they used to record information & intelligence.
## 16 Members of CIA JAWBREAKER teams worked w Afghan Northern Alliance & US Special Forces to strike the Taliban after September 11, 2001 attacks
## 17 CIA #Museum Artifact of the Week: @Moleskine Notebook\nhttps://t.co/6vI7zC6yhw \n#HISTINT\n#Moleskine https://t.co/ZQQ0vw1UFc
## 18 DCIA Brennan on Family Day: We applaud all our families—here & in the field—whose love & support enable us to carry… https://t.co/wuT0GbOl9c
## 19 This past weekend, CIA hosted its 36th annual “Family Day” as a way to celebrate & thank our extended Agency family. https://t.co/wwnXJjPQX8
## 20 ICYMI: \nCIA Receives @NAAAP Milestone Honor and Silver Sponsor Award https://t.co/RZSLFEO3AF https://t.co/2jNFtwEE9W
## 21 Director Brennan's remarks as prepared for delivery @Sept11Memorial:\nhttps://t.co/lzrpI6BqOg
## 22 ICYMI: \nDirector Brennan was honored to speak @Sept11Memorial on 15th anniversary of CIA on ground in Afghanistan.Â… https://t.co/z7mAn8bTQ9
## 23 Rachel DeanÂ’s profound commitment to mission and to colleagues remains a powerful source of inspiration.Â… https://t.co/VZSURbtYwm
## 24 ICYMI\nCIA #Museum Artifact of the Week: Mi-17 #Helicopter Clock\nhttps://t.co/RgkV6n3oIP\nOn display nowÂ… https://t.co/JNQesJko39
## 25 ICYMI:\n26 September 2001 an unmarked, Soviet-made Mi-17 helicopter carrying CIA team landed in AfghanistanÂ… https://t.co/3uLs9VvEI2
## 26 Director Brennan was honored to speak @Sept11Memorial earlier this week.\nHis remarks as prepared for delivery:Â… https://t.co/4P7r1491Ic
## 27 RachelÂ’s profound commitment to mission and to colleagues remains a powerful source of inspiration.Â… https://t.co/s1bQojx53S
## 28 Jan 2005: Rachel joined our Directorate of Support. She was a hard worker, warm & caring, eager to volunteer for extra tasks.\n#inmemoriam
## 29 Rachel, a 2003 graduate of @randolphcollege, majored in IntÂ’l Studies, was active in service organizations, & studied in Greece.\n#inmemoriam
## 30 Rachel was born in Portsmouth, VA. Her father was on active duty with the @USNavy, so she grew up experiencing life overseas.\n#inmemoriam
## 31 OTD 10 years ago, Rachel Dean was killed in a traffic accident while on temporary duty overseas.\nhttps://t.co/CtWOYwFo0h\n#inmemoriam
## 32 Dedication. Energy. Enthusiasm. Just a few words that apply to Agency support officer Rachel Dean.\nhttps://t.co/CtWOYwFo0h\n#inmemoriam
## 33 CIA Receives @NAAAP Milestone Honor and Silver Sponsor Award\nhttps://t.co/RZSLFEO3AF https://t.co/n3rSMyH1xJ
## 34 Statement from CIA Director John O. Brennan Regarding the “Justice Against Sponsors of Terrorism Act”\nhttps://t.co/Xr62gxdztB
## 35 CIA #Museum Artifact of the Week: Mi-17 Helicopter Clock\nhttps://t.co/RgkV6n3oIP\n#HISTINT https://t.co/0doQjUU42J
## 36 Live from the #911MuseumTalk with CIA Director John Brennan:\nFrom Ground Zero to Abbottabad and Beyond.\nWatch now:\nhttps://t.co/bQ3lFu5kB7
## 37 On the Front Lines: CIA in Afghanistan\nhttps://t.co/UmUB8TvC1r https://t.co/iB1ak4z1To
## 38 JAWBREAKER teamÂ’s mission was the opening salvo in a global counterterrorism campaign that continues to this day. https://t.co/4lyFVw8HJP
## 39 Rapid deployment was possible because we developed & nurtured relationships with Afghan Northern Alliance for several years prior to 9/11.
## 40 Within 15 days of the attacks on US soil, the first team of just 7 CIA officers was on the ground & operating in AfÂ… https://t.co/mktNxljgRl
## 41 In aftermath of Sept. 11, 2001 terrorist attacks, President Bush ordered CIA to launch operations against al-Qa‘ida… https://t.co/RkOVPNipvU
## 42 OTD 2001 @ 2:40 pm local time: unmarked, Soviet-made Mi-17 helicopter carrying CIA team landed in Afghanistan:Â… https://t.co/tfdjDy9Bey
## 43 Miss any of the #INTELCON panels this week? \nWatch them all here: \nhttps://t.co/DDrHX9D5un\nCC @gwcchs https://t.co/McdbC7xK6f
## 44 CIA #Museum Artifact of the Week: Operation JAWBREAKER Knife https://t.co/RruMfqrtfi #HISTINTÂ… https://t.co/tj04gn6xVd
## 45 The women of the CIA and the hidden history of American spycraft\nvia @Newsweek\nhttps://t.co/JVOHXa3CAk https://t.co/fZJ3jwLeTw
## 46 Videos from CIA-GW Third Ethos and Profession of Intelligence conference are now online: https://t.co/DDrHX9luCP Â…\n#INTELCON\nCC @gwcchs
## 47 The women of the CIA and the hidden history of American spycraft\nvia @Newsweek \nhttps://t.co/JVOHX9M1IM https://t.co/8oZIG00fLC
## 48 Thank you very much to @gwcchs for cohosting #INTELCON with us today, to all our speakers, & those who attended orÂ… https://t.co/mu0fQvEVTn
## 49 George Washington wrote about the importance of secrecy & intel gathering, saying they were critical to war effort.\n#INTELCON
## 50 For us, itÂ’s not a matter of secrecy or transparency, itÂ’s a question of striking a balance between the two.\n#INTELCON
## 51 Yet, we can only go so farÂ…Disclosing info on sources & methods can put lives at risk, jeopardize programs & damage security.\n#INTELCON
## 52 We have an obligation to share what we can w American people. Our govÂ’t is based on idea public must be informed about what we do.\n#INTELCON
## 53 CIA Deputy Director David Cohen: I want to thank our wonderful hosts @GWTweets & @GWCCHSÂ… they have gone above & beyond. \n#INTELCON
## 54 Jackson on Global Trends-Must think of demographic challenges-such as increased urbanization\nGlobal Trends:Â… https://t.co/CySIis5VED
## 55 Thank you to our UK, Afghan, & Australian intelligence allies for taking part in #INTELCON. Brennan: "I can't think of better partners."
## 56 Warner on the importance of discreet intel channels. #INTELCON https://t.co/sPCGqVQo0S
## 57 We're honored to share the stage with our close international intelligence partners. https://t.co/fZF3DBMxQH
## 58 CIA officer postponed retirement after 9/11 & volunteered to lead Operation JAWBREAKER into Afghanistan, carrying knife w him.\n#HISTINT
## 59 CIA #Museum Artifact of the Week: Operation JAWBREAKER Knife\nhttps://t.co/RruMfq9SnK\n#HISTINT https://t.co/R4CsfzWx1d
## 60 #INTELCON live stream: https://t.co/ZO3YTTHXbd https://t.co/qhIfw1lthP
## 61 DCIA: Integrity & courage are defining characteristics of that ethos of intel we consistently strive to uphold day in & day out.\n#INTELCON
## 62 Happy Anniversary @NatReconOfc! https://t.co/hUTHlHbVGm
## 63 ICYMI:\nAugust 3, 1956\n#U2 pilot Frank G. Grace killed in training flight crash.\n#inmemoriam\nhttps://t.co/NIq0rKFW5j https://t.co/ERvE5DVZ67
## 64 ICYMI:\nCIA #Museum #Artifact of the Week: $20 Gold #Coin Minted in 1858\n#OSS\n#WWII\nhttps://t.co/V9xGlYO9tK https://t.co/CbQBmpuu36
## 65 Frank, 1 of the original 31 stars carved into Memorial Wall, is remembered for his bravery & dedication.\n#inmemoriam\nhttps://t.co/NIq0rKXxtT
## 66 His #U2 fell to earth, cartwheeled on its left wing & struck a power pole near runway. Frank was just 30 & married w 4 children.\n#inmemoriam
## 67 During a nighttime training flight, FrankÂ’s #U2 stalled during take-off at 50 feet when it climbed too steeply.\n#inmemoriam
## 68 #U2Â’s challenging flight characteristics & fragility resulted in the deaths of 4 Agency pilots, including Frank Grace.\n#inmemoriam
## 69 August 31, 1956: #U2 pilot Frank G. Grace killed in a training flight crash.\n#inmemoriam\nhttps://t.co/NIq0rKXxtT https://t.co/HJUwlZLg4j
## 70 CIA #Museum Artifact of the Week: $20 Gold Coin Minted in 1858\n#OSS\nhttps://t.co/V9xGlYwyCc https://t.co/XSmoS5eeRf
## 71 Did you miss this week's #PDB symposium?\n\nRead declassified docs here: https://t.co/HgvyOiVlwv\n\nSee it here: \nhttps://t.co/pxbyPOtLsR
## 72 ICYMI: \nThe story of Jeanne Vertefeuille: Spy Catcher\n\nhttps://t.co/Bw4lfe4V9B https://t.co/qUTROMC1CI
## 73 ICYMI:\nCIA #Museum Artifact of the Week: #Argo Ads & Articles in @Variety\n\nhttps://t.co/UMESdyA5vH https://t.co/PLULWgnOUS
## 74 ICYMI:\n2,500 intel docs, no longer for just the PresidentÂ’s eyes only. The #PDB: Delivering Intel to Nixon and Ford:\nhttps://t.co/HgvyOiVlwv
## 75 Jeanne was a driven, focused officer who demanded excellence & was always devoted to mission. #WomensEqualityDay\n\nhttps://t.co/Bw4lfemwyb
## 76 For 58 years, starting when CIA was overwhelmingly male & until her death in 2012, Jeanne blazed trails for all CIA women\n#WomensEqualityDay
## 77 @FBI took over investigation & used surveillance to build case.\n21 Feb 1994: Ames was arrested.\nHe pleaded guilty & is serving life sentence
## 78 1992: Jeanne reached mandatory retirement age, but immediately returned as contractor to see investigation to completion.\n#WomensEqualityDay
## 79 1992: JeanneÂ’s colleague, Sandy Grimes, found Ames made large bank-account deposits after every meeting w Soviet official\n#WomensEqualityDay
## 80 The task was long & exhaustive, complicated by fact that many didnÂ’t think cause was a traitor, but intercepted communications instead.
## 81 Alarming # of our USSR assets disappeared or were executed in rapid succession. JeanneÂ’s team was formed to find out why.\n#WomensEqualityDay
## 82 After learning Russian & finding her niche in counterintelligence Jeanne was asked to lead a 5-person investigative team.\n#WomensEqualityDay
## 83 1954: Jeanne joined CIA as a typist & as opportunities for females slowly began to grow, she earned jobs @ posts overseas\n#WomensEqualityDay
## 84 Jeanne led the team that uncovered traitor Aldrich Ames. It was the pinnacle of her long & memorable CIA career.\n#WomensEqualityDay
## 85 In celebration of #WomensEqualityDay, the story of Jeanne Vertefeuille: The Spy Catcher\n\nhttps://t.co/Bw4lfemwyb https://t.co/dik149uO5Z
## 86 2,500 intel docs, no longer for just the PresidentÂ’s eyes only.\n\nThe #PDB: Delivering Intel to Nixon and Ford:\n\nhttps://t.co/HgvyOjcWV5
## 87 Happening NOW: Live stream of “The #PDB: Delivering Intel to Nixon & Ford”\nhttps://t.co/4j2oJVAaf8 https://t.co/e8UGRBnizV
## 88 Happening NOW: Live stream of “The #PDB: Delivering Intel to Nixon & Ford” \nhttps://t.co/4j2oJVAaf8 https://t.co/GBOgNwUIv2
## 89 Live streaming of “The President’s Daily Brief: Delivering Intel to Nixon & Ford” is scheduled to begin tomorrow @ 4:00 PM EST.\n#PDB
## 90 President Ford requested more detailed reporting & analysis, and the #PDB was often close to 20 pages with lengthy Annexes.
## 91 By late 1969, the #PDB was 10 pages or more & included table of contents to manage the increasing breadth of intel issues.
## 92 Mr. Nixon, once practicing attorney, liked to review #PDB on long legal size paper. This format was carried into the Ford administration.
## 93 Style, format & presentation of #PDB are based on preferences of @POTUS. Mr. Obama asked for it electronically. https://t.co/jOv0ngKQym
## 94 #PDB is primary vehicle for summarizing day-to-day sensitive intel & analysis for @WhiteHouse on current & future national security issues.
## 95 PresidentÂ’s Daily Brief (#PDB): For more than 60 years US presidents have received a daily, classified, all-source intelligence briefing.
## 96 In anticipation of our large release of declassified PresidentÂ’s Daily Briefs tomorrow, hereÂ’s a quick history of the #PDB.
## 97 CIA #Museum Artifact of the Week: #Argo Ads & Articles in @Variety \n\nhttps://t.co/UMESdyiuE9 https://t.co/ihVNUszZ5d
## 98 28,000 pg #PDB release includes intel provided by CIA to @POTUS during: \nVietnam War\nNixonÂ’s Trip to China\nOPEC embargo\nArab-Israeli War
## 99 Nixon & Ford PDBs to be released @ symposium entitled “The President’s Daily Brief: Delivering Intelligence to Nixon and Ford.”\n#PDB
## 100 24 AUG: Declassified Nixon & Ford PDBs to be released @ event held @NixonLibrary\n\nhttps://t.co/CwNeYVT6sN\n\nCC: @Ford_Library\n#PDB
## 101 Don't call us girls: Two veteran female spies on bombs, forgery and Julia Child https://t.co/X4hVwih1k5 via @nbcnews
## 102 #OSS dissolved in 1945, but JaneÂ’s work was considered important enough that her employment w US intel survived massive post-war downsizing.
## 103 Jane & her teammates collected intel, found enemy agents, interrogated sources & ran agents, including doubled enemy agents, against Germans
## 104 Jane worked in France in mid-1944, after Normandy invasion, as an X-2 Case Officer engaging in important field work.
## 105 JaneÂ’s work as an analyst & her French language skills brought her to the attention of James Murphy, chief of #OSS Counterintel X-2 group.
## 106 While at #OSS HQ, Jane was assigned Pictorial Records, which processed photographs by identifying them & deriving intelligence from them.
## 107 Jane began working for #OSS in March 1943. During #WWII she worked in DC, London, France & Germany. https://t.co/Du8G42BZzo
## 108 After Jane graduated high school from @HoltonArms, she studied French @smithcollege & graduated in 1933. https://t.co/2zMpBmDTFU
## 109 Jane was a CIA counterintelligence officer & served in all of CIAÂ’s predecessor agencies: #OSS, SSU & CIG. https://t.co/axJ7AhQ7kb
## 110 The Mystery of Jane Wallis Burrell: The First CIA Officer To Die in the AgencyÂ’s Service\nhttps://t.co/vW0xWPr5Jv https://t.co/ZSgPeerjzQ
## 111 CIA #Museum Artifact of the Week: The “Flyaway Kit”\nhttps://t.co/cyPp0nDrm2 https://t.co/PhpdLAMjAa
## 112 Poland broke early ciphers & produced their own #ENIGMA machines.\nThey held secret meeting w UK & France to discuss.\nhttps://t.co/p8wGB8RvuM
## 113 #OTD 1939: which country hosted a secret meeting to discuss decryption of messages from German #ENIGMA machines?
## 114 Job register contains entries for all #OSS R&D projects undertaken by Chief Stanley Lovell & his talented staff of wizards during #WWII.
## 115 CIA #Museum Artifact of the Week: #OSS Job Register\n#WWII \nhttps://t.co/rtit3TVEuL https://t.co/8akez9o8fd
## 116 Think ahead: apply now for a Summer 2017 CIA #internship or co-op!\nhttps://t.co/vuYeIqoGvN https://t.co/75Mll4M9P7
## 117 Welcome to Twitter @csiscanada! https://t.co/n9CRcWFd82
## 118 CIA #Museum Artifact of the Week: William J. DonovanÂ’s Monogrammed Leather Shoulder Bag\n#OSS\nhttps://t.co/tcAgZw5nM8 https://t.co/h1AgifCUpy
## 119 US entry into #WWII prompted Donovan to reconsider COIÂ’s size, organization & mission. Roosevelt transformed #COI into #OSS on June 13, 1942
## 120 #COI was established to organize:\n-analysis\n-espionage\n-propaganda\n-subversion, &\n-commando operations
## 121 #OTD \n#COI \n#HISTINT\nhttps://t.co/LRFfk5Jsz9 https://t.co/UBOfq1oYsI
## 122 The #U2 Stockman flew on 4 July 1956 is on display at @airandspace #Museum in Washington, DC\nhttps://t.co/GmS3hIjzKv https://t.co/STg3WbKb7g
## 123 After successful flight Stockman went on to fly several more #U2 missions over USSR & Middle East between 1956 &1958\nhttps://t.co/ktGL22j34t
## 124 #U2 flight lasted 8 hrs& 45 min. During flight, Stockman was tracked by Soviet radar. MiG fighters attempted, but failed to intercept him.
## 125 #U2 flew over bomber bases in Belarus, naval shipyards & bomber bases at Leningrad, & military facilities in Baltic States.
## 126 1942: #OSS issued this cuspidor to its senior geographer, senior CIA geographers made a tradition of passing it down to successors.
## 127 CIA #Museum Artifact of the Week: Metal Cuspidor (also known as a spittoon)\n#OSS\n#WWII\nhttps://t.co/GbBTsQ0va7 https://t.co/CsbtoMaFUr
## 128 ICYMI: CIA #Museum AotW: Soviet Helicopter Pilot's Helmet\n#ColdWar\nhttps://t.co/DDSzK7rZal https://t.co/fStEtHBNux
## 129 Through the beauty of nature, the #garden is a tribute to all deceased intel officers who served their country. https://t.co/Znv5ZRPqHl
## 130 A bronze plaque near the #garden reads: “In remembrance of those whose unheralded efforts served a grateful nation.”\n#inmemoriam
## 131 #Garden features natural & landscaped design, including a rock outcropping from which water cascades into #koi pond. https://t.co/oeGmbpC1Uq
## 132 The #garden is one of several memorials on the CIA compound (including the OSS Memorial & the CIA Memorial Wall).\nhttps://t.co/dNGJ6rvcl8
## 133 June 7, 1996: CIA Memorial #Garden dedication ceremony at Headquarters compound.\n#inmemoriam\nhttps://t.co/I2Q3PfgTum https://t.co/CouJedHheY
## 134 CIA #Museum Artifact of the Week: Soviet Helicopter Pilot's Helmet\n#ColdWar \nhttps://t.co/DDSzK7rZal https://t.co/BKyQvWMX5C
## 135 ICYMI: Last month marked 55th anniversary of the death of Nels “Benny” Benson.\nhttps://t.co/wxytyVND5w \n#inmemoriam https://t.co/qUP1AAXd3f
## 136 ICYMI: CIA #Museum AotW: RS-6 Agent #Radio Set, cached in Western Europe in 1961.\n#ColdWar\nhttps://t.co/QXvVQ92A2w https://t.co/Pccn8VYpOg
## 137 Benny was awarded our Distinguished Intel Cross & Intelligence Star & is one of 117 Memorial Wall stars.\nhttps://t.co/wxytyVw2dY\n#inmemoriam
## 138 Benny clung to life for a few weeks before succumbing to his injuries. He died on May 13, 1961.\n#inmemoriam https://t.co/U0nJTWLNHD
## 139 Join us beginning at 1:25 p.m. EDT today as we tweet the #UBLRaid as if it were happening today. https://t.co/x8EBpW571f
## 140 Death of Usama Bin Ladin marked significant victory in US-led campaign to disrupt, dismantle, & defeat al-Qa`ida.\n#UBLRaid
## 141 Assault team trained on an exact life-size replica of compound w movable walls to prep for any internal layout they might encounter\n#UBLRaid
## 142 Features\nHigh walls/barbed wire\nDouble entry gates\nNo internet/phone connection\nTrash burned not collected\n#UBLRaid https://t.co/KyPIFPxA4d
## 143 Late 2010, intel linked a courier to compound in Abbottabad, Pakistan. Compound & main house had security features unusual for area\n#UBLRaid
## 144 Success of mission was culmination of years of complex, thorough & highly advanced intel ops & analyses led by CIA w support of IC.\n#UBLRaid
## 145 #OTD 2011: US military raid in Abbottabad, Pakistan killed Usama Bin Ladin.\n\n#UBLRaid\n\nhttps://t.co/rklCIS2W8d https://t.co/o2Ym4vM7ri
## 146 ICYMI: \nApril 1996: James M. Lewek killed in a plane crash in Croatia.\n\n#inmemoriam\n\nhttps://t.co/8f8nVDnkxN https://t.co/GXS1zZBTHN
## 147 ICYMI: Secret Writing: CIAÂ’s Oldest Classified Documents\n\nhttps://t.co/XrgjTF3yvn \n\n#SpyInk\n#HISTINT https://t.co/h12TWQZI1U
## favorited favoriteCount replyToSN created truncated
## 1 FALSE 230 <NA> 2016-10-18 17:14:26 TRUE
## 2 FALSE 287 <NA> 2016-10-16 15:36:00 TRUE
## 3 FALSE 279 <NA> 2016-10-15 16:33:00 TRUE
## 4 FALSE 225 <NA> 2016-10-15 15:07:18 FALSE
## 5 FALSE 128 CIA 2016-10-14 19:23:44 TRUE
## 6 FALSE 218 CIA 2016-10-14 19:21:39 TRUE
## 7 FALSE 75 CIA 2016-10-14 19:19:57 FALSE
## 8 FALSE 219 <NA> 2016-10-14 19:18:45 FALSE
## 9 FALSE 158 CIA 2016-10-12 21:30:41 FALSE
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## 11 FALSE 111 CIA 2016-10-11 20:44:26 FALSE
## 12 FALSE 142 CIA 2016-10-11 20:42:04 FALSE
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## 14 FALSE 219 <NA> 2016-10-08 15:26:42 FALSE
## 15 FALSE 158 CIA 2016-10-04 21:03:23 FALSE
## 16 FALSE 132 CIA 2016-10-04 21:02:39 FALSE
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## 18 FALSE 414 <NA> 2016-10-03 21:03:00 TRUE
## 19 FALSE 384 <NA> 2016-10-03 21:02:00 FALSE
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## 21 FALSE 82 CIA 2016-10-02 16:33:06 FALSE
## 22 FALSE 198 <NA> 2016-10-02 16:29:00 TRUE
## 23 FALSE 229 <NA> 2016-10-02 15:06:00 TRUE
## 24 FALSE 158 <NA> 2016-10-01 17:56:01 TRUE
## 25 FALSE 352 <NA> 2016-10-01 15:46:01 TRUE
## 26 FALSE 158 <NA> 2016-09-30 21:07:55 TRUE
## 27 FALSE 107 CIA 2016-09-30 16:49:07 TRUE
## 28 FALSE 68 CIA 2016-09-30 16:47:20 FALSE
## 29 FALSE 38 CIA 2016-09-30 16:45:46 FALSE
## 30 FALSE 44 CIA 2016-09-30 16:43:58 FALSE
## 31 FALSE 41 CIA 2016-09-30 16:42:34 FALSE
## 32 FALSE 170 <NA> 2016-09-30 16:40:54 FALSE
## 33 FALSE 90 <NA> 2016-09-30 15:33:52 FALSE
## 34 FALSE 197 <NA> 2016-09-28 16:11:45 FALSE
## 35 FALSE 185 <NA> 2016-09-27 21:02:01 FALSE
## 36 FALSE 122 <NA> 2016-09-26 23:06:41 FALSE
## 37 FALSE 221 CIA 2016-09-26 18:58:21 FALSE
## 38 FALSE 157 CIA 2016-09-26 18:56:33 FALSE
## 39 FALSE 75 CIA 2016-09-26 18:54:35 FALSE
## 40 FALSE 171 CIA 2016-09-26 18:51:21 TRUE
## 41 FALSE 127 CIA 2016-09-26 18:49:23 TRUE
## 42 FALSE 321 <NA> 2016-09-26 18:47:41 TRUE
## 43 FALSE 203 <NA> 2016-09-25 15:34:01 FALSE
## 44 FALSE 173 <NA> 2016-09-24 19:30:12 TRUE
## 45 FALSE 519 <NA> 2016-09-24 15:32:05 FALSE
## 46 FALSE 146 <NA> 2016-09-22 16:36:53 FALSE
## 47 FALSE 486 <NA> 2016-09-21 16:25:48 FALSE
## 48 FALSE 131 <NA> 2016-09-20 21:12:07 TRUE
## 49 FALSE 257 <NA> 2016-09-20 20:55:37 FALSE
## 50 FALSE 236 <NA> 2016-09-20 20:54:15 FALSE
## 51 FALSE 198 <NA> 2016-09-20 20:53:48 FALSE
## 52 FALSE 231 <NA> 2016-09-20 20:53:13 FALSE
## 53 FALSE 69 <NA> 2016-09-20 20:52:02 FALSE
## 54 FALSE 52 <NA> 2016-09-20 18:57:50 TRUE
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## 56 FALSE 62 <NA> 2016-09-20 17:35:10 FALSE
## 57 FALSE 86 <NA> 2016-09-20 17:31:06 FALSE
## 58 FALSE 102 CIA 2016-09-20 16:18:54 FALSE
## 59 FALSE 155 <NA> 2016-09-20 16:16:27 FALSE
## 60 FALSE 49 <NA> 2016-09-20 14:49:30 FALSE
## 61 FALSE 98 <NA> 2016-09-20 13:14:56 FALSE
## 62 FALSE 135 <NA> 2016-09-06 21:08:35 FALSE
## 63 FALSE 258 <NA> 2016-09-04 15:04:05 FALSE
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## 93 FALSE 192 CIA 2016-08-23 22:42:42 FALSE
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## 99 FALSE 87 CIA 2016-08-22 19:35:09 FALSE
## 100 FALSE 121 <NA> 2016-08-22 19:32:25 FALSE
## 101 FALSE 302 CIA 2016-08-21 16:32:09 FALSE
## 102 FALSE 60 CIA 2016-07-28 18:41:25 FALSE
## 103 FALSE 58 CIA 2016-07-28 18:38:44 FALSE
## 104 FALSE 63 CIA 2016-07-28 18:35:53 FALSE
## 105 FALSE 53 CIA 2016-07-28 18:34:10 FALSE
## 106 FALSE 54 CIA 2016-07-28 18:30:54 FALSE
## 107 FALSE 121 CIA 2016-07-28 18:28:43 FALSE
## 108 FALSE 102 CIA 2016-07-28 18:18:11 FALSE
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## 110 FALSE 556 <NA> 2016-07-28 18:13:13 FALSE
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## 117 FALSE 419 <NA> 2016-07-13 21:35:26 FALSE
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## 120 FALSE 166 CIA 2016-07-11 21:49:49 FALSE
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## 126 FALSE 112 CIA 2016-06-14 22:20:07 FALSE
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## 135 FALSE 211 <NA> 2016-06-05 18:39:01 FALSE
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## 145 FALSE 682 <NA> 2016-05-01 15:47:06 FALSE
## 146 FALSE 289 <NA> 2016-04-30 17:09:01 FALSE
## 147 FALSE 253 <NA> 2016-04-30 16:23:04 FALSE
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## statusSource
## 1 <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a>
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## 27 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
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## 119 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 120 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 121 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 122 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 123 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 124 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 125 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 126 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 127 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 128 <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a>
## 129 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 130 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 131 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 132 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 133 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 134 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 135 <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a>
## 136 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 137 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 138 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a>
## 139 <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a>
## 140 <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a>
## 141 <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a>
## 142 <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a>
## 143 <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a>
## 144 <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a>
## 145 <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a>
## 146 <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a>
## 147 <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a>
## screenName retweetCount isRetweet retweeted longitude latitude
## 1 CIA 99 FALSE FALSE NA NA
## 2 CIA 196 FALSE FALSE NA NA
## 3 CIA 157 FALSE FALSE NA NA
## 4 CIA 69 FALSE FALSE NA NA
## 5 CIA 59 FALSE FALSE NA NA
## 6 CIA 86 FALSE FALSE NA NA
## 7 CIA 35 FALSE FALSE NA NA
## 8 CIA 110 FALSE FALSE NA NA
## 9 CIA 79 FALSE FALSE NA NA
## 10 CIA 193 FALSE FALSE NA NA
## 11 CIA 30 FALSE FALSE NA NA
## 12 CIA 51 FALSE FALSE NA NA
## 13 CIA 78 FALSE FALSE NA NA
## 14 CIA 101 FALSE FALSE NA NA
## 15 CIA 77 FALSE FALSE NA NA
## 16 CIA 66 FALSE FALSE NA NA
## 17 CIA 103 FALSE FALSE NA NA
## 18 CIA 124 FALSE FALSE NA NA
## 19 CIA 114 FALSE FALSE NA NA
## 20 CIA 38 FALSE FALSE NA NA
## 21 CIA 37 FALSE FALSE NA NA
## 22 CIA 88 FALSE FALSE NA NA
## 23 CIA 84 FALSE FALSE NA NA
## 24 CIA 71 FALSE FALSE NA NA
## 25 CIA 183 FALSE FALSE NA NA
## 26 CIA 74 FALSE FALSE NA NA
## 27 CIA 52 FALSE FALSE NA NA
## 28 CIA 28 FALSE FALSE NA NA
## 29 CIA 25 FALSE FALSE NA NA
## 30 CIA 20 FALSE FALSE NA NA
## 31 CIA 27 FALSE FALSE NA NA
## 32 CIA 52 FALSE FALSE NA NA
## 33 CIA 32 FALSE FALSE NA NA
## 34 CIA 133 FALSE FALSE NA NA
## 35 CIA 89 FALSE FALSE NA NA
## 36 CIA 70 FALSE FALSE NA NA
## 37 CIA 131 FALSE FALSE NA NA
## 38 CIA 85 FALSE FALSE NA NA
## 39 CIA 59 FALSE FALSE NA NA
## 40 CIA 115 FALSE FALSE NA NA
## 41 CIA 81 FALSE FALSE NA NA
## 42 CIA 223 FALSE FALSE NA NA
## 43 CIA 102 FALSE FALSE NA NA
## 44 CIA 65 FALSE FALSE NA NA
## 45 CIA 277 FALSE FALSE NA NA
## 46 CIA 69 FALSE FALSE NA NA
## 47 CIA 311 FALSE FALSE NA NA
## 48 CIA 39 FALSE FALSE NA NA
## 49 CIA 107 FALSE FALSE NA NA
## 50 CIA 89 FALSE FALSE NA NA
## 51 CIA 78 FALSE FALSE NA NA
## 52 CIA 114 FALSE FALSE NA NA
## 53 CIA 21 FALSE FALSE NA NA
## 54 CIA 30 FALSE FALSE NA NA
## 55 CIA 49 FALSE FALSE NA NA
## 56 CIA 40 FALSE FALSE NA NA
## 57 CIA 45 FALSE FALSE NA NA
## 58 CIA 34 FALSE FALSE NA NA
## 59 CIA 75 FALSE FALSE NA NA
## 60 CIA 27 FALSE FALSE NA NA
## 61 CIA 29 FALSE FALSE NA NA
## 62 CIA 62 FALSE FALSE NA NA
## 63 CIA 113 FALSE FALSE NA NA
## 64 CIA 101 FALSE FALSE NA NA
## 65 CIA 55 FALSE FALSE NA NA
## 66 CIA 38 FALSE FALSE NA NA
## 67 CIA 25 FALSE FALSE NA NA
## 68 CIA 29 FALSE FALSE NA NA
## 69 CIA 110 FALSE FALSE NA NA
## 70 CIA 101 FALSE FALSE NA NA
## 71 CIA 91 FALSE FALSE NA NA
## 72 CIA 108 FALSE FALSE NA NA
## 73 CIA 113 FALSE FALSE NA NA
## 74 CIA 120 FALSE FALSE NA NA
## 75 CIA 53 FALSE FALSE NA NA
## 76 CIA 72 FALSE FALSE NA NA
## 77 CIA 33 FALSE FALSE NA NA
## 78 CIA 40 FALSE FALSE NA NA
## 79 CIA 40 FALSE FALSE NA NA
## 80 CIA 36 FALSE FALSE NA NA
## 81 CIA 44 FALSE FALSE NA NA
## 82 CIA 45 FALSE FALSE NA NA
## 83 CIA 45 FALSE FALSE NA NA
## 84 CIA 58 FALSE FALSE NA NA
## 85 CIA 284 FALSE FALSE NA NA
## 86 CIA 139 FALSE FALSE NA NA
## 87 CIA 42 FALSE FALSE NA NA
## 88 CIA 47 FALSE FALSE NA NA
## 89 CIA 55 FALSE FALSE NA NA
## 90 CIA 42 FALSE FALSE NA NA
## 91 CIA 41 FALSE FALSE NA NA
## 92 CIA 40 FALSE FALSE NA NA
## 93 CIA 113 FALSE FALSE NA NA
## 94 CIA 89 FALSE FALSE NA NA
## 95 CIA 84 FALSE FALSE NA NA
## 96 CIA 133 FALSE FALSE NA NA
## 97 CIA 87 FALSE FALSE NA NA
## 98 CIA 120 FALSE FALSE NA NA
## 99 CIA 56 FALSE FALSE NA NA
## 100 CIA 95 FALSE FALSE NA NA
## 101 CIA 162 FALSE FALSE NA NA
## 102 CIA 30 FALSE FALSE NA NA
## 103 CIA 36 FALSE FALSE NA NA
## 104 CIA 34 FALSE FALSE NA NA
## 105 CIA 32 FALSE FALSE NA NA
## 106 CIA 35 FALSE FALSE NA NA
## 107 CIA 55 FALSE FALSE NA NA
## 108 CIA 56 FALSE FALSE NA NA
## 109 CIA 75 FALSE FALSE NA NA
## 110 CIA 371 FALSE FALSE NA NA
## 111 CIA 111 FALSE FALSE NA NA
## 112 CIA 366 FALSE FALSE NA NA
## 113 CIA 231 FALSE FALSE NA NA
## 114 CIA 73 FALSE FALSE NA NA
## 115 CIA 102 FALSE FALSE NA NA
## 116 CIA 209 FALSE FALSE NA NA
## 117 CIA 218 FALSE FALSE NA NA
## 118 CIA 109 FALSE FALSE NA NA
## 119 CIA 63 FALSE FALSE NA NA
## 120 CIA 84 FALSE FALSE NA NA
## 121 CIA 117 FALSE FALSE NA NA
## 122 CIA 144 FALSE FALSE NA NA
## 123 CIA 57 FALSE FALSE NA NA
## 124 CIA 50 FALSE FALSE NA NA
## 125 CIA 44 FALSE FALSE NA NA
## 126 CIA 51 FALSE FALSE NA NA
## 127 CIA 70 FALSE FALSE NA NA
## 128 CIA 120 FALSE FALSE NA NA
## 129 CIA 163 FALSE FALSE NA NA
## 130 CIA 54 FALSE FALSE NA NA
## 131 CIA 78 FALSE FALSE NA NA
## 132 CIA 37 FALSE FALSE NA NA
## 133 CIA 105 FALSE FALSE NA NA
## 134 CIA 119 FALSE FALSE NA NA
## 135 CIA 96 FALSE FALSE NA NA
## 136 CIA 94 FALSE FALSE NA NA
## 137 CIA 67 FALSE FALSE NA NA
## 138 CIA 57 FALSE FALSE NA NA
## 139 CIA 941 FALSE FALSE NA NA
## 140 CIA 591 FALSE FALSE NA NA
## 141 CIA 488 FALSE FALSE NA NA
## 142 CIA 758 FALSE FALSE NA NA
## 143 CIA 399 FALSE FALSE NA NA
## 144 CIA 459 FALSE FALSE NA NA
## 145 CIA 817 FALSE FALSE NA NA
## 146 CIA 101 FALSE FALSE NA NA
## 147 CIA 144 FALSE FALSE NA NA
View(df)
library(tm)
## Loading required package: NLP
Corpus1=Corpus(VectorSource(df$text))
Corpus1 <- tm_map(Corpus1, removePunctuation)
Corpus1 <- tm_map(Corpus1, removeNumbers)
Corpus1 <- tm_map(Corpus1, tolower)
Corpus1 <- tm_map(Corpus1, removeWords, stopwords("english"))
Corpus1 <- tm_map(Corpus1, stemDocument)
Corpus1 <- tm_map(Corpus1, stripWhitespace)
Corpus1 <- tm_map(Corpus1, PlainTextDocument)
dtm <- DocumentTermMatrix(Corpus1)
tdm <- TermDocumentMatrix(Corpus1)
matx1=as.matrix(tdm)
sort1=sort(rowSums(matx1),decreasing=T)
di=data.frame(Word=names(sort1),Frequency=sort1)
library(wordcloud)
## Loading required package: RColorBrewer
wordcloud(di$Word, di$Frequency, max.words=100,colors=brewer.pal(6, "Set1"))
findFreqTerms(dtm, lowfreq=10)
## [1] "amp" "artifact" "cia" "icymi" "inmemoriam"
## [6] "intel" "intelcon" "museum" "oss" "pdb"
## [11] "week"
findAssocs(dtm, 'cia', 0.30)
## $cia
## artifact museum week
## 0.46 0.46 0.41