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#GCC_2018-01-12_13-11-01.xlsx
#GCC_2018-01-12_13-11-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 12, 2018
Short Description:
#GCC via NodeXL http://bit.ly/2ECdcnu
@alshamlawi1
@aljaberzoon
@gulfstateanalyt
@ajenglish
@gulfintlforum
@giorgiocafiero
@alibakeer

Description:
Description
The graph represents a network of 3,017 Twitter users whose tweets in the requested range contained "#GCC", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 12 January 2018 at 21:13 UTC.

The requested start date was Friday, 12 January 2018 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 16-day, 1-hour, 51-minute period from Tuesday, 26 December 2017 at 00:28 UTC to Thursday, 11 January 2018 at 02:20 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 3017
Unique Edges : 4210
Edges With Duplicates : 2850
Total Edges : 7060
Self-Loops : 2321
Reciprocated Vertex Pair Ratio : 0.00826245443499393
Reciprocated Edge Ratio : 0.0163894914437214
Connected Components : 722
Single-Vertex Connected Components : 483
Maximum Vertices in a Connected Component : 782
Maximum Edges in a Connected Component : 2543
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 2.716014
Graph Density : 0.000455970543577552
Modularity : 0.52086
NodeXL Version : 1.0.1.390

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[445] http://www.aljazeera.com/indepth/opinion/gcc-arms-race-iranian-threat-171228130337650.html
[42] https://gcc.gnu.org/ml/gcc-patches/2018-01/msg00205.html
[27] http://www.aljazeera.com/indepth/opinion/gcc-crisis-resolved-2018-171225114355719.html
[21] https://www.phoronix.com/scan.php?page=article&item=gcc-clang-eoy2017&num=1
[18] https://www.khaleejtimes.com/business/local/avaya-pledges-stronger-presence-in-the-uae
[16] http://www.islamicfinder.org/supplication.php?cat=16&lang=arabic
[16] https://twitter.com/ThomasWictor/status/948012809371004928
[15] https://www.youtube.com/watch?v=9EMuCe7PXUU

[12] http://www.arabnews.com/node/1221431/middle-east
[12] http://www.dubli.com/9603762

Top URLs in Tweet in G1:
[444] http://www.aljazeera.com/indepth/opinion/gcc-arms-race-iranian-threat-171228130337650.html
[27] http://www.aljazeera.com/indepth/opinion/gcc-crisis-resolved-2018-171225114355719.html
[12] http://www.arabnews.com/node/1221431/middle-east
[9] https://www.aljazeera.com/indepth/opinion/gcc-arms-race-iranian-threat-171228130337650.html
[8] https://www.ft.com/content/a48c9172-d4ee-11e7-8c9a-d9c0a5c8d5c9
[8] https://www.huffingtonpost.com/entry/yemen-airstrikes_us_5a4507e7e4b0b0e5a7a50022?ncid=engmodushpmg00000004
[6] https://english.alarabiya.net/en/business/economy/2018/01/10/S-P-report-sees-financial-stability-in-Gulf-in-2018-except-for-Qatar-.html
[6] http://www.aljazeera.com/news/2018/01/qatar-seeks-international-arbitration-blockade-180110132230125.html
[6] http://gulfnews.com/news/gulf/kuwait/gcc-cooperation-vital-to-face-growing-threats-kuwait-emir-1.2153520#.WlT3UCGLNQ0.twitter
[6] https://www.thenational.ae/world/gcc/gcc-year-in-review-council-rebel-qatar-acts-up-again-1.690924

Top URLs in Tweet in G2:
[7] http://www.manamapost.com/news.php?name=2017015620
[3] http://www.alkhaleej.ae/home/getpage/0
[1] http://www.alkhaleej.ae/studiesandopinions/page/647638d5-f5cd-43dd-a1fc-c19e602872a2
[1] https://twitter.com/i/web/status/945657416930164736
[1] https://twitter.com/i/web/status/947581998616535046
[1] https://twitter.com/i/web/status/948525701803716609
[1] https://twitter.com/i/web/status/948624147575435264
[1] https://twitter.com/i/web/status/948624348117716993
[1] https://twitter.com/i/web/status/950811244453351426
[1] https://twitter.com/i/web/status/948558739367452673

Top URLs in Tweet in G3:
[16] http://www.islamicfinder.org/supplication.php?cat=16&lang=arabic
[12] http://www.dubli.com/9603762
[5] https://www.youtube.com/watch?v=9EMuCe7PXUU

[3] http://www.abizy.com/p/view.html?url=https://stackoverflow.com/questions/48020613/gcc-inline-asm-x86-cpu-flags-as-input-dependency
[3] https://sunsavunma.net/?p=3161
[3] http://www.jordanhouse.com.jo
[2] http://delma-exchange.com/news/markets-in-dull-holiday-trading
[2] http://jaagtv.com/Kuwait-says-GCC-to-keep-operating-despite-Qatar-crisis-news-43729.html
[2] http://deb.li/36wLF
[2] http://www.abizy.com/p/view.html?url=https://stackoverflow.com/questions/48047308/gcc-warning-initialization-makes-integer-from-pointer-without-cast

Top URLs in Tweet in G4:
[16] https://twitter.com/ThomasWictor/status/948012809371004928
[4] https://threadreaderapp.com/thread/949161979435925505.html
[2] https://threadreaderapp.com/thread/945441696644395008.html
[2] https://twitter.com/wiptick/status/946462291649843200
[1] https://twitter.com/i/web/status/947552482917539840
[1] https://twitter.com/i/web/status/947549086768607232
[1] https://twitter.com/i/web/status/948246941565161473
[1] https://twitter.com/i/web/status/949385854958690304
[1] https://twitter.com/i/web/status/946501018560483329
[1] https://twitter.com/i/web/status/939917644496486400

Top URLs in Tweet in G5:
[6] https://twitter.com/bh_athletics/status/946585114645008385
[3] https://www.pscp.tv/w/bRRX_DEzMDExMTExfDFkakdYTXBYRVlrSlrxzjsM1ifQ8eS3a_112Xf0VEdEpeWukYZE1g2xJStZZg==
[1] https://twitter.com/i/web/status/947175785386868739
[1] https://www.pscp.tv/w/bRaLJjEzMDExMTExfDFkakdYTXBsYmVlSlruK0cuJa8puFfU2ZyXf2hCdjhpN-3kP8ME5w2C6Zihxw==
[1] https://twitter.com/i/web/status/947218119432572928
[1] https://twitter.com/i/web/status/947264883120332801
[1] https://twitter.com/BH_Athletics/status/946386066663198720

Top URLs in Tweet in G6:
[41] https://gcc.gnu.org/ml/gcc-patches/2018-01/msg00205.html
[6] https://gcc.gnu.org/ml/gcc-patches/2018-01/msg00076.html

Top URLs in Tweet in G7:
[20] https://www.phoronix.com/scan.php?page=article&item=gcc-clang-eoy2017&num=1
[9] https://www.phoronix.com/scan.php?page=news_item&px=Linux-Kernel-Retpoline-Patches
[5] https://www.phoronix.com/scan.php?page=news_item&px=GCC-8-Patches-Spectre
[3] https://www.phoronix.com/scan.php?page=news_item&px=GCC-8-Last-Stage-Next-Week
[3] https://smist08.wordpress.com/2017/12/02/fortran-lives/
[2] https://www.phoronix.com/scan.php?page=news_item&px=GCC-ARMv8.4-A-Patches
[1] https://www.phoronix.com/scan.php?page=news_item&px=Fedora-28-Toolchain-Updates
[1] https://twitter.com/i/web/status/949659685929541637

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/942825540574220289
[1] https://twitter.com/i/web/status/935203594646761472
[1] https://twitter.com/i/web/status/935127491261468675
[1] https://twitter.com/i/web/status/947781962881789952

Top URLs in Tweet in G9:
[5] https://www.youtube.com/watch?v=avVDxEiLk0w&feature=youtu.be

[1] https://twitter.com/i/web/status/949992415909371904
[1] https://twitter.com/i/web/status/949496723608686592
[1] https://twitter.com/i/web/status/945823594982014976
[1] https://twitter.com/i/web/status/946989942063890432
[1] https://twitter.com/i/web/status/948777269950058496
[1] https://twitter.com/i/web/status/945727703482638336

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/950323722052923392

Top Domains
Top Domains in Tweet in Entire Graph:
[1465] twitter.com
[491] aljazeera.com
[136] feedburner.com
[102] instagram.com
[79] youtube.com
[49] gnu.org
[45] phoronix.com
[31] khaleejtimes.com
[28] paper.li
[24] arabnews.com

Top Domains in Tweet in G1:
[488] aljazeera.com
[51] twitter.com
[20] arabnews.com
[11] thenational.ae
[9] lobelog.com
[8] alarabiya.net
[8] ft.com
[8] agsiw.org
[8] co.uk
[8] huffingtonpost.com

Top Domains in Tweet in G2:
[19] twitter.com
[9] manamapost.com
[4] alkhaleej.ae
[1] almayadeen.net

Top Domains in Tweet in G3:
[830] twitter.com
[84] instagram.com
[16] youtube.com
[16] stackoverflow.com
[16] islamicfinder.org
[14] abizy.com
[12] dubli.com
[9] facebook.com
[7] ebay.com
[5] artbahrain.org

Top Domains in Tweet in G4:
[44] twitter.com
[6] threadreaderapp.com
[1] armchairgeneral.com

Top Domains in Tweet in G5:
[10] twitter.com
[4] pscp.tv

Top Domains in Tweet in G6:
[47] gnu.org

Top Domains in Tweet in G7:
[40] phoronix.com
[3] wordpress.com
[1] twitter.com

Top Domains in Tweet in G8:
[4] twitter.com

Top Domains in Tweet in G9:
[6] twitter.com
[5] youtube.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4014] gcc
[1239] bahrain
[740] uk
[491] iran
[326] uae
[323] qatar
[202] kuwait
[186] ksa
[176] dubai
[134] saudiarabia



Top Hashtags in Tweet in G1:
[912] gcc
[447] iran
[118] qatar
[50] saudiarabia
[47] uae
[41] bahrain
[26] oman
[26] kuwait
[21] saudi
[20] gulf

Top Hashtags in Tweet in G2:
[800] gcc
[736] bahrain
[730] uk
[7] البحرين
[7] bh
[7] kuwait
[5] un
[4] حكم
[4] أدب
[4] islam

Top Hashtags in Tweet in G3:
[589] gcc
[178] bahrain
[118] ksa
[109] uae
[109] kuwait
[61] dubai
[60] qatar
[48] gulf
[39] البحرين
[38] oman

Top Hashtags in Tweet in G4:
[51] gcc
[17] fortherecord
[17] whatilearnedtoday
[16] wisdomwithwictor
[16] war
[16] reinvented
[11] bahrain
[10] saudi
[6] qanon
[5] iran

Top Hashtags in Tweet in G5:
[132] gcc
[46] ladyeaglehoops
[43] gulfcoastclassic

Top Hashtags in Tweet in G6:
[49] gcc
[41] spectre
[2] hyperbole
[2] gnu

Top Hashtags in Tweet in G7:
[53] gcc
[20] llvm
[20] clang
[19] linux
[14] spectre
[10] retpoline
[9] meltdown
[5] security
[3] development
[3] raspberrypi

Top Hashtags in Tweet in G8:
[94] gcc
[10] البحرين
[8] قطر
[7] لندن
[7] المشير_خليفة_بن_احمد
[6] حزب_الله_اصل_البلاء
[6] عبدالكريم_عبدالقادر
[5] بوفازلين
[5] عبدالله_الصالح
[4] حزب_الشيطان_الارهابي

Top Hashtags in Tweet in G9:
[34] gcc
[32] masterpiece
[8] uae
[5] masterpice
[5] mammootty
[4] superbopening
[4] megastarmammootty
[3] day2
[3] unnimukundan
[3] varalakshmi

Top Hashtags in Tweet in G10:
[22] المرأة
[22] gcc
[22] الخليج

Top Words
Top Words in Tweet in Entire Graph:
[1390] Words in Sentiment List#1: Positive
[665] Words in Sentiment List#2: Negative
[10] Words in Sentiment List#3: Angry/Violent
[85693] Non-categorized Words
[87749] Total Words
[3660] gcc
[1325] bahrain
[988] في
[806] uk
[774] alshamlawi1

Top Words in Tweet in G1:
[654] aljaberzoon
[649] arms
[472] giorgiocafiero
[471] ajenglish
[467] gcc
[464] gulfstateanalyt
[463] race
[459] gcc's
[455] 'threat'
[448] iran

Top Words in Tweet in G2:
[800] gcc
[799] bahrain
[793] uk
[769] alshamlawi1
[567] في
[357] مع
[356] على
[280] بعض
[252] من
[240] سنة

Top Words in Tweet in G3:
[625] gcc
[240] من
[191] في
[185] bahrain
[127] kuwait
[126] ا
[124] uae
[118] ksa
[114] يوم
[81] الله

Top Words in Tweet in G4:
[51] gcc
[18] war
[17] fortherecord
[17] whatilearnedtoday
[16] thomaswictor
[16] wisdomwithwictor
[16] reinvented
[16] new
[16] strategy
[15] ljt_is_me

Top Words in Tweet in G5:
[133] gcc
[67] bh_athletics
[47] bracket
[46] over
[46] final
[46] ladyeaglehoops
[43] gulfcoastclassic
[41] gold
[38] 56
[30] west

Top Words in Tweet in G6:
[49] gcc
[45] gnutools
[41] patch
[41] __builtin_load_no_speculate
[41] counter
[41] neutralize
[41] threat
[41] spectre
[6] making
[6] c

Top Words in Tweet in G7:
[53] gcc
[34] phoronix
[29] 8
[24] patches
[20] vs
[20] llvm
[20] clang
[20] 6
[20] performance
[20] end

Top Words in Tweet in G8:
[94] gcc
[63] suadahmad
[19] في
[17] أن
[15] البحرين
[14] تكون
[13] لك
[12] الله
[12] لا
[10] اللهم

Top Words in Tweet in G9:
[43] gcc
[34] masterpiece
[17] uae
[10] booking
[10] യ
[10] release
[8] over
[7] ക
[7] മ
[6] shows

Top Words in Tweet in G10:
[22] المرأة
[22] تشكل
[22] نصف
[22] سكان
[22] دول
[22] مجلس
[22] التعاون
[22] الخليجي
[22] إلا
[22] أن

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[797] gcc,bahrain
[791] uk,gcc
[746] alshamlawi1,uk
[467] arms,race
[456] gcc's,arms
[443] aljaberzoon,giorgiocafiero
[441] 'threat',ajenglish
[439] race,iran
[439] iran,'threat'
[438] giorgiocafiero,gcc's

Top Word Pairs in Tweet in G1:
[463] arms,race
[456] gcc's,arms
[443] aljaberzoon,giorgiocafiero
[441] 'threat',ajenglish
[439] race,iran
[439] iran,'threat'
[438] giorgiocafiero,gcc's
[437] gulfstateanalyt,aljaberzoon
[437] ajenglish,htt
[195] gcc,states'

Top Word Pairs in Tweet in G2:
[784] uk,gcc
[784] gcc,bahrain
[741] alshamlawi1,uk
[208] bahrain,ماغر
[208] ماغر,د
[208] د,به
[208] به,محمد
[208] محمد,خالد
[208] خالد,عن
[208] عن,الإمام

Top Word Pairs in Tweet in G3:
[109] bahrain,gcc
[66] gcc,ksa
[50] ksa,kuwait
[43] يوم,أمس
[37] kuwait,gcc
[33] متر,مربع
[33] الق,ري
[33] ري,ة
[32] gcc,gulf
[31] perceptions,design

Top Word Pairs in Tweet in G4:
[17] fortherecord,whatilearnedtoday
[16] whatilearnedtoday,wisdomwithwictor
[16] wisdomwithwictor,war
[16] war,gcc
[16] gcc,reinvented
[16] reinvented,new
[16] new,strategy
[15] ljt_is_me,fortherecord
[9] holiday,season
[6] unrolled,thread

Top Word Pairs in Tweet in G5:
[40] gold,bracket
[32] bracket,final
[30] west,brook
[28] over,west
[27] terrybasketball,prevails
[27] prevails,56
[27] 56,54
[27] 54,over
[27] brook,gcc
[27] gcc,gold

Top Word Pairs in Tweet in G6:
[45] gnutools,gcc
[41] gcc,patch
[41] patch,__builtin_load_no_speculate
[41] __builtin_load_no_speculate,counter
[41] counter,neutralize
[41] neutralize,threat
[41] threat,spectre
[6] gcc,making
[6] making,c
[6] c,awesome

Top Word Pairs in Tweet in G7:
[29] gcc,8
[25] phoronix,gcc
[20] 8,vs
[20] vs,llvm
[20] llvm,clang
[20] clang,6
[20] 6,performance
[20] performance,end
[20] end,year
[20] year,2017

Top Word Pairs in Tweet in G8:
[63] suadahmad,gcc
[10] gcc,البحرين
[7] gcc,عندما
[7] عندما,تكون
[7] تكون,راقيا
[7] راقيا,في
[7] في,حوارك
[7] حوارك,فأنت
[7] فأنت,تخبر
[7] تخبر,العالم

Top Word Pairs in Tweet in G9:
[10] masterpiece,gcc
[8] over,gcc
[7] masterpiece,uae
[6] gcc,masterpiece
[6] gcc,release
[5] booking,status
[5] gcc,യ
[5] യ,ല
[5] ല,ഹ
[5] ഹ,വ

Top Word Pairs in Tweet in G10:
[22] المرأة,تشكل
[22] تشكل,نصف
[22] نصف,سكان
[22] سكان,دول
[22] دول,مجلس
[22] مجلس,التعاون
[22] التعاون,الخليجي
[22] الخليجي,إلا
[22] إلا,أن
[22] أن,نسبة

Top Replied-To
Top Replied-To in Entire Graph:
@bheaglebball
@nafeezahmed
@ggreenwald
@ali__ia
@tallysolutions
@breaking_ptv
@onecatseye
@thomaswictor
@manamavoice1
@gulfair

Top Replied-To in G1:
@arab_news
@alibakeer
@aljaberzoon
@giorgiocafiero
@gulfstateanalyt
@qdepim
@anwargargash
@almonitor

Top Replied-To in G2:
@manamavoice1
@khalidalkhalifa

Top Replied-To in G3:
@paylite

Top Replied-To in G4:
@ggreenwald
@thomaswictor
@realdonaldtrump
@mazjobrani
@frantownsend
@thinkprogress
@mfaturkey
@stratsentinel
@cnnbrk

Top Replied-To in G5:
@bheaglebball
@terrybasketball
@charlic_14

Top Replied-To in G9:
@keralaproducers
@vrfridaymatinee

Top Mentioned
Top Mentioned in Entire Graph:
@alshamlawi1
@aljaberzoon
@ajenglish
@giorgiocafiero
@gulfstateanalyt
@gulfintlforum
@bh_athletics
@suadahmad
@gnutools
@dr_ulrichsen

Top Mentioned in G1:
@aljaberzoon
@ajenglish
@giorgiocafiero
@gulfstateanalyt
@gulfintlforum
@dr_ulrichsen
@turkishpolicy
@alibakeer
@arab_news
@thenationaluae

Top Mentioned in G2:
@alshamlawi1
@manamavoice1
@manamapostnp
@alkhaleej
@abbasmahfood
@sjkadhem
@alkha
@almayadeennews

Top Mentioned in G3:
@gpa_gcc2018
@mariam444mm
@starwh1979
@paylite
@safruae
@saudipanel
@monitorandtrack
@fedenapro

Top Mentioned in G4:
@ljt_is_me
@thomaswictor
@adhrb
@realdonaldtrump
@georgia50469118
@wavetossed
@cia
@alshamlawi1
@jasonhufintl
@potus

Top Mentioned in G5:
@bh_athletics
@terrybasketball
@manvelladymavs
@bheaglebball
@charlic_14

Top Mentioned in G6:
@gnutools
@fsf

Top Mentioned in G7:
@phoronix
@amdserver
@tyan
@michaellarabel
@smist08

Top Mentioned in G8:
@suadahmad

Top Mentioned in G9:
@malayalamreview
@mollywood8787
@rameesrammu6
@mammukka
@keralabo1
@producerskerala
@cocktail_2016
@ematterz
@ajai_vasudev

Top Mentioned in G10:
@albankaldawli

Top Tweeters
Top Tweeters in Entire Graph:
@brianbrownnet
@adamsmitht1
@urisamuels
@dailybrian
@saudilinks
@roomeezon
@alshaikh1
@silverbacklive
@nightrts
@nneusj

Top Tweeters in G1:
@huffpost
@amorshabbi
@news365247live
@ssad_n1
@financialtimes
@alarabiya_eng
@ajenglish
@middleeasteye
@arab_news
@lindahemby

Top Tweeters in G2:
@bh_rt
@asfoorplus1
@almond_ray
@nawalatteya
@siddiqa30
@mer9ad
@abdullaalmahooz
@bh14feb2011
@abu59_aboudi
@mohaljamri

Top Tweeters in G3:
@adamsmitht1
@urisamuels
@news0pk
@shopall3
@khalfanbinahmed
@pulpmarkets
@newsonepk
@chartmill
@netcatnews
@cashbacktime

Top Tweeters in G4:
@mdlmurray
@wavetossed
@davealvord164
@gorop_
@60sreno
@thomaswictor
@journeysnonnie
@ru4rights2
@naderhasan63
@kaidinn

Top Tweeters in G5:
@sylviaapaigge
@adobtrackkk
@aashleyyyy_13
@savannah_rangel
@cassidythrash99
@_thatnumberten
@lyndoj3t
@abrahamasabi
@estherhoops
@officialdj9_

Top Tweeters in G6:
@partizan
@alejosangel
@jedisct1
@wulf_bloody
@h2co3_ios
@d3m3vilurr
@richfelker
@lumbininep
@eoinbrazil
@98ecf2b6e47eee

Top Tweeters in G7:
@ontobelli
@asip2k25
@gamergeeknews
@jingbay
@chibaf
@ritzberry
@tkusano
@darkespyne252
@syoyo
@dsvirus

Top Tweeters in G8:
@buebrahim2011
@khzozo1111
@suadahmad
@omtirky999
@aminaminamin013
@sada_alummah
@bukhalid18
@no5no
@dhimdhim908
@ngbahrain

Top Tweeters in G9:
@rameshlaus
@sri50
@manuvar74479219
@mammukathalafan
@saneshdulquer
@ematterz
@malayalamreview
@mammookka_boys
@keralabo1
@snehasallapam

Top Tweeters in G10:
@sidmile
@bltx7ezrc2ln0iz
@alwaard1995
@agussup39011241
@dabbydabby56
@alobaidahmad
@saudistat
@tobaccoyamani
@albankaldawli
@salehmamari