wework, Twitter, 11/24/2019 5:24:46 AM, 217138


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wework_2019-11-23_18-39-18.xlsx
wework_2019-11-23_18-39-18.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 24, 2019
Short Description:
wework via NodeXL http://bit.ly/35xztAu
@ewarren
@wework
@cnbcnow
@htfiii
@bloombergjapan
@mj29bull
@chillmage
@businessinsider
@vanityfair
@nbcnews

Top hashtags:
#wework
#harshadchopda
#أشتي_أهج
#dpiff
#dpiff2020
#lionsgoldawards
#lionsgoldawards2020
#softbank

Description:
Description
The graph represents a network of 4,977 Twitter users whose tweets in the requested range contained "wework", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 24 November 2019 at 02:40 UTC.

The requested start date was Sunday, 24 November 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 5-hour, 25-minute period from Thursday, 21 November 2019 at 11:07 UTC to Friday, 22 November 2019 at 16:33 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 : 4977
Unique Edges : 5387
Edges With Duplicates : 991
Total Edges : 6378
Number of Edge Types : 3
Mentions : 4693
Tweet : 1451
Replies to : 234
Self-Loops : 1451
Reciprocated Vertex Pair Ratio : 0.00950226244343891
Reciprocated Edge Ratio : 0.0188256387270282
Connected Components : 1266
Single-Vertex Connected Components : 888
Maximum Vertices in a Connected Component : 2664
Maximum Edges in a Connected Component : 3932
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.733558
Graph Density : 0.000180169616247601
Modularity : 0.734514
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,977 Twitter users whose tweets in the requested range contained "wework", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 24 November 2019 at 02:40 UTC.

The requested start date was Sunday, 24 November 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 5-hour, 25-minute period from Thursday, 21 November 2019 at 11:07 UTC to Friday, 22 November 2019 at 16:33 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : wework
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[107] https://www.bloomberg.co.jp/news/articles/2019-11-21/Q1BEIXT1UM1M01
[100] https://nbcnews.trib.al/XAxaG6j
[93] http://www.cnbc.com/id/106251305
[67] https://www.vanityfair.com/news/2019/11/inside-the-fall-of-wework
[58] https://www.cnbc.com/2019/11/21/wework-lays-off-2400-employees.html
[53] https://gigazine.net/news/20191122-wework-layoff-expose-data/
[50] https://twitter.com/verge/status/1197543347734360065
[46] https://twitter.com/bloombergjapan/status/1197484182848409600
[45] https://www.ft.com/content/d69e84c0-0c1b-11ea-bb52-34c8d9dc6d84
[36] https://nbcnews.trib.al/aNy7SYz

Top URLs in Tweet in G1:
[3] https://www.vice.com/en_us/article/zmjaxw/wework-lays-off-20-percent-of-its-workforce
[1] https://www.cnbc.com/2019/11/18/wework-planning-to-layoff-thousands-in-cost-cutting-efforts.html
[1] https://apple.news/AgHg3fFN4Tueh7jDjvwc1zQ

Top URLs in Tweet in G2:
[37] https://www.cnbc.com/2019/11/21/wework-lays-off-2400-employees.html
[20] https://www.vanityfair.com/news/2019/11/inside-the-fall-of-wework
[20] https://www.theverge.com/2019/11/21/20975831/wework-layoffs-ipo-adam-neumann-softbank
[14] https://viruji.andaluciainformacion.es/wework-despedir-2400-empleados/
[13] https://www.cnbc.com/2019/11/21/wework-lays-off-2400-employees.html?__source=sharebar|twitter&par=sharebar
[12] https://gigazine.net/news/20191122-wework-layoff-expose-data/
[9] https://www.vice.com/en_us/article/bjwqxz/wework-developers-exposed-contracts-and-customer-data-on-github
[9] https://www.businessinsider.com/wework-lays-off-2400-employees-2019-11
[9] https://news.google.com/__i/rss/rd/articles/CBMiggFodHRwczovL21hcmtldHMuYnVzaW5lc3NpbnNpZGVyLmNvbS9uZXdzL3N0b2Nrcy93ZXdvcmstYWRhbS1uZXVtYW5uLTEtNy1iaWxsaW9uLWdvbGRlbi1wYXJhY2h1dGUtc29mdGJhbmstY29zdHMtMjAxOS0xMS0xMDI4NzEwODQ20gEA?oc=5&utm_source=dlvr.it&utm_medium=twitter
[7] https://twitter.com/CNBCnow/status/1197542299150037004

Top URLs in Tweet in G3:
[6] to
[5] https://www.vanityfair.com/news/2019/11/inside-the-fall-of-wework
[4] https://www.cnbc.com/2019/11/21/wework-lays-off-2400-employees.html
[3] https://twitter.com/josephfcox/status/1197504561218502656
[3] https://www.techcircle.in/2019/11/22/wework-to-cull-2-400-jobs-uber-bounce-to-partner-for-two-wheeler-rentals?utm_source=Social&utm_medium=twitter&utm_campaign=WeWork
[3] cull
[3] 2400
[3] jobs;
[3] Uber,
[3] Bounce

Top URLs in Tweet in G4:
[86] http://www.cnbc.com/id/106251305
[43] https://twitter.com/verge/status/1197543347734360065
[9] https://www.cnbc.com/2019/11/18/wework-planning-to-layoff-thousands-in-cost-cutting-efforts.html
[3] https://www.forbes.com/sites/jackkelly/2019/11/18/wework-was-a-47-billion-unicornmonths-later-it-now-plans-to-layoff-up-to-6000-employees/?utm_source=TWITTER&utm_medium=social&utm_content=2843599298&utm_campaign=sprinklrForbesMainTwitter#74e04f1c392c?
[2] https://www.nytimes.com/2019/11/21/business/wework-layoffs.html?smid=nytcore-ios-share
[1] https://trib.al/sG6eqyU
[1] https://allwork.space/2019/11/was-adam-neuman-self-dealing-the-sec-and-ny-attorney-general-will-investigate/
[1] http://on.forbes.com/60101P1ce
[1] https://media.thinknum.com/articles/wework-reportedly-plans-to-slash-thousands-of-jobs-after-cutting-job-postings/
[1] https://media.thinknum.com/articles/liquidspace-founder-mark-gilbreath-on-how-shared-workspaces-could-save-the-economy-and-the-planet/

Top URLs in Tweet in G5:
[100] https://www.bloomberg.co.jp/news/articles/2019-11-21/Q1BEIXT1UM1M01
[46] https://twitter.com/bloombergjapan/status/1197484182848409600
[4] https://trib.al/Yv7umI8
[2] https://trib.al/gLxxusF
[1] https://www.dailyshincho.jp/article/2019/11150600/?all=1
[1] http://www.cnbc.com/id/106251305
[1] https://www.ft.com/content/d69e84c0-0c1b-11ea-bb52-34c8d9dc6d84

Top URLs in Tweet in G6:
[1] https://twitter.com/4lhani/status/1197854390108987392

Top URLs in Tweet in G7:
[88] https://nbcnews.trib.al/XAxaG6j
[26] https://nbcnews.trib.al/IEUiCb4
[2] https://nbcnews.trib.al/BoQNYQc
[1] https://www.vice.com/en_us/article/zmjaxw/wework-lays-off-20-percent-of-its-workforce?utm_campaign=sharebutton
[1] https://www.vice.com/en_us/article/bjwqxz/wework-developers-exposed-contracts-and-customer-data-on-github?utm_source=vicetwitterus
[1] https://www.nbcnews.com/business/business-news/wework-lays-2-400-employees-n1088521
[1] https://www.vice.com/en_us/article/bjwqxz/wework-developers-exposed-contracts-and-customer-data-on-github?utm_campaign=sharebutton

Top URLs in Tweet in G8:
[22] https://www.vanityfair.com/news/2019/11/inside-the-fall-of-wework
[12] https://trib.al/3uwprhG
[9] https://www.vanityfair.com/news/2019/11/inside-the-fall-of-wework?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=vanity-fair&utm_social-type=earned
[8] https://www.bloomberg.com/tosv2.html?vid=&uuid=c61d52f0-0c7c-11ea-8a63-f9ca2cc81701&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0xMS0yMS93ZXdvcmstc2F5cy1pdC1zLWN1dHRpbmctMi00MDAtam9icy1nbG9iYWxseS10by1yZWFjaC1lZmZpY2llbmN5
[3] https://trib.al/inftHfc
[2] https://www.bloomberg.com/tosv2.html?vid=&uuid=011fbb30-0d46-11ea-9498-f9ad53dfd9cb&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0xMS0yMS9zb2Z0YmFuay1leGVjcy1kaXNjdXNzLXRyaW1taW5nLXdld29yay1vZmZlci1hbmQtbmV1bWFubi1wYXlvdXQ=
[2] https://www.cnbc.com/2019/11/21/wework-lays-off-2400-employees.html?__source=sharebar|twitter&par=sharebar
[1] https://twitter.com/i/moments/1197898230576619520
[1] https://www.bloomberg.com/news/videos/2019-11-19/the-wework-story-got-overtold-cbre-group-s-ceo-video?utm_source=twitter&utm_medium=cbre&utm_term=460758e5-acbd-435e-add1-30ecb3ff3a49
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=9f7fdd30-0bb3-11ea-b6a6-b779478139df&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0xMS0xOS93ZXdvcmstc2NhbGVzLWJhY2stb24taG9uZXN0eS1iYXNlZC1zbmFjay1hbmQtZHJpbmsta2lvc2tz

Top URLs in Tweet in G9:
[1] https://twitter.com/ScentOfSummer1/status/1197841271739617280?s=19
[1] https://twitter.com/TShivapur/status/1082992788323500032

Top URLs in Tweet in G10:
[9] https://markets.businessinsider.com/news/stocks/wework-adam-neumann-1-7-billion-golden-parachute-softbank-costs-2019-11-1028710846
[8] https://www.businessinsider.com/wework-lays-off-2400-employees-2019-11?utmSource=twitter&utmContent=referral&utmTerm=topbar&referrer=twitter
[7] https://markets.businessinsider.com/news/stocks/leonardo-dicaprio-aspiration-digital-bank-fundraising-wework-fault-2019-11-1028708374
[6] https://www.businessinsider.com/mufg-may-turn-down-3-billion-softbank-loan-if-used-for-wework-ft-2019-11
[5] https://markets.businessinsider.com/news/stocks/thank-you-wework-cbre-iwg-coworking-rivals-benefit-ipo-crisis-2019-11-1028703432
[2] https://www.reuters.com/article/us-wework-newyork-investigation-exclusiv-idUSKBN1XT01J
[2] https://www.businessinsider.com/wework-adam-neumann-1-7-billion-golden-parachute-softbank-costs-2019-11
[2] https://www.businessinsider.com/interview-venture-capital-job-andreessen-horowitz-avoid-overconfidence-respect-entrepreneur?r=US&IR=T
[1] https://reut.rs/2r61uQm
[1] https://trib.al/77znR5E

Top Domains
Top Domains in Tweet in Entire Graph:
[272] twitter.com
[250] trib.al
[233] cnbc.com
[117] co.jp
[110] businessinsider.com
[94] vanityfair.com
[58] gigazine.net
[51] ft.com
[47] reuters.com
[47] theverge.com

Top Domains in Tweet in G1:
[3] vice.com
[1] cnbc.com
[1] apple.news

Top Domains in Tweet in G2:
[81] twitter.com
[70] cnbc.com
[45] businessinsider.com
[25] vanityfair.com
[25] linkedin.com
[24] theverge.com
[24] reuters.com
[16] axios.com
[15] instagram.com
[15] vice.com

Top Domains in Tweet in G3:
[12] twitter.com
[6] cnbc.com
[5] vanityfair.com
[3] wework.com
[3] businessinsider.com
[3] nordicjs.com
[3] techcircle.in
[2] radian6.com
[2] greenhouse.io
[2] co.in

Top Domains in Tweet in G4:
[97] cnbc.com
[46] twitter.com
[4] forbes.com
[3] thinknum.com
[3] yahoo.com
[3] nytimes.com
[1] trib.al
[1] allwork.space
[1] businessinsider.com
[1] 15minutenews.com

Top Domains in Tweet in G5:
[100] co.jp
[46] twitter.com
[6] trib.al
[1] dailyshincho.jp
[1] cnbc.com
[1] ft.com

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[116] trib.al
[3] vice.com
[1] nbcnews.com

Top Domains in Tweet in G8:
[36] vanityfair.com
[15] trib.al
[12] bloomberg.com
[3] twitter.com
[2] bloom.bg
[2] bisnow.com
[2] cnbc.com
[1] sparkpost.com
[1] fivethirtyeight.com
[1] mailchi.mp

Top Domains in Tweet in G9:
[2] twitter.com

Top Domains in Tweet in G10:
[45] businessinsider.com
[2] reuters.com
[2] trib.al
[1] reut.rs
[1] theverge.com
[1] twitter.com
[1] co.jp

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[300] wework
[167] harshadchopda
[139] أشتي_أهج
[109] dpiff
[105] dpiff2020
[89] lionsgoldawards
[81] lionsgoldawards2020
[37] softbank
[33] ソフトバンク
[24] layoffs



Top Hashtags in Tweet in G1:
[2] rt
[1] periodt
[1] megalomaniac
[1] wework

Top Hashtags in Tweet in G2:
[108] wework
[21] layoffs
[19] softbank
[11] business
[7] coworking
[7] news
[6] ipo
[6] startups
[6] tech
[5] adamneumann

Top Hashtags in Tweet in G3:
[15] wework
[7] startupstreet
[4] startups
[4] employees
[4] jobs
[4] kubecon
[4] pydataboston
[3] adamneumann
[3] business
[3] workforce

Top Hashtags in Tweet in G4:
[3] wework
[3] business
[1] newyork
[1] ipo
[1] ceos
[1] finance
[1] flexibleworkspace
[1] coworking
[1] layoff
[1] markets

Top Hashtags in Tweet in G5:
[28] ソフトバンク
[28] wework
[1] みずほ銀行とソフトバンクから逃げろ

Top Hashtags in Tweet in G6:
[139] أشتي_أهج

Top Hashtags in Tweet in G8:
[17] wework
[11] fintech
[2] insurtech
[2] vc
[2] coworking
[2] cre
[2] nyc
[1] dc
[1] softbank
[1] neumann

Top Hashtags in Tweet in G9:
[167] harshadchopda
[109] dpiff
[105] dpiff2020
[89] lionsgoldawards
[81] lionsgoldawards2020
[22] drishani
[16] sanjivani
[15] dadasahebphalkeaward
[14] wework
[14] weworkindia

Top Hashtags in Tweet in G10:
[2] rt
[2] wework
[2] kubecon

Top Words
Top Words in Tweet in Entire Graph:
[2437] Words in Sentiment List#1: Positive
[1664] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[93593] Non-categorized Words
[97695] Total Words
[3943] wework
[2044] 400
[1758] employees
[1231] laying
[1136] billion

Top Words in Tweet in G1:
[900] wework
[895] ewarren
[895] employees
[893] billion
[893] golden
[892] founder
[892] parachute
[891] laying
[891] 400
[891] walks

Top Words in Tweet in G2:
[721] wework
[295] 400
[218] employees
[106] #wework
[71] softbank
[66] lays
[60] laying
[58] globally
[56] billion
[55] lay

Top Words in Tweet in G3:
[285] wework
[39] employees
[38] 000
[33] see
[32] especially
[30] please
[30] layoffs
[30] starting
[29] affected
[28] sorry

Top Words in Tweet in G4:
[267] wework
[176] 400
[142] employees
[113] globally
[103] cnbcnow
[91] lay
[90] breaking
[80] layoffs
[65] more
[52] 000

Top Words in Tweet in G5:
[103] bloombergjapan
[102] mufg
[102] wework関連でソフトバンクgへの融資断る公算
[100] mufgは
[100] 米wework救済パッケージのためのソフトバンクgへの新規融資を断る公算が大きいと
[100] 英紙ftが報じた
[46] 当然だろう
[46] ここで追い貸しすると兆単位の不良債権になる
[46] sbがつぶれるよりweworkをつぶしたほうがまし
[45] ikedanob

Top Words in Tweet in G6:
[140] zhranco
[140] ليس
[140] بل
[140] صندوق
[140] الإستثمارات
[140] العامة
[140] مع
[140] سوفت
[140] بنك
[140] اليابانية

Top Words in Tweet in G7:
[124] wework
[119] 400
[118] employees
[117] nbcnews
[117] laying
[88] breaking
[6] vice
[5] agreements
[5] contain
[5] phone

Top Words in Tweet in G8:
[84] wework
[29] vanityfair
[28] business
[27] 400
[26] fall
[25] adam
[25] neumann
[24] cutting
[24] jobs
[24] inside

Top Words in Tweet in G9:
[167] #harshadchopda
[109] #dpiff
[105] #dpiff2020
[93] lionsgoldawards
[89] #lionsgoldawards
[82] bepannaahno1fan
[81] #lionsgoldawards2020
[72] dpiff_official
[65] wework
[59] abhialmish

Top Words in Tweet in G10:
[80] wework
[71] businessinsider
[46] 400
[39] employees
[32] cutting
[29] billion
[29] breaking
[29] confirms
[29] jobs
[29] meetings

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1595] 400,employees
[1187] laying,400
[1153] wework,laying
[932] golden,parachute
[931] billion,golden
[901] walks,away
[899] founder,walks
[897] employees,founder
[897] away,massive
[897] massive,billion

Top Word Pairs in Tweet in G1:
[893] billion,golden
[892] golden,parachute
[891] wework,laying
[891] laying,400
[891] 400,employees
[891] employees,founder
[891] founder,walks
[891] walks,away
[891] away,massive
[891] massive,billion

Top Word Pairs in Tweet in G2:
[174] 400,employees
[64] lays,400
[63] wework,lays
[49] lay,400
[46] wework,lay
[43] laying,400
[37] employees,globally
[31] 400,jobs
[31] wework,begins
[29] begins,laying

Top Word Pairs in Tweet in G3:
[27] see,wework
[27] wework,layoffs
[26] sorry,see
[26] layoffs,starting
[26] starting,those
[26] those,000
[26] 000,affected
[26] affected,especially
[24] please,reach
[23] especially,london

Top Word Pairs in Tweet in G4:
[138] 400,employees
[92] employees,globally
[91] lay,400
[89] wework,lay
[87] breaking,wework
[86] cnbcnow,breaking
[46] adam,neumann
[43] wework,laying
[43] laying,400
[43] neumann,made

Top Word Pairs in Tweet in G5:
[102] mufg,wework関連でソフトバンクgへの融資断る公算
[100] bloombergjapan,mufg
[100] wework関連でソフトバンクgへの融資断る公算,mufgは
[100] mufgは,米wework救済パッケージのためのソフトバンクgへの新規融資を断る公算が大きいと
[100] 米wework救済パッケージのためのソフトバンクgへの新規融資を断る公算が大きいと,英紙ftが報じた
[46] 当然だろう,ここで追い貸しすると兆単位の不良債権になる
[46] ここで追い貸しすると兆単位の不良債権になる,sbがつぶれるよりweworkをつぶしたほうがまし
[45] ikedanob,当然だろう
[28] #ソフトバンク,資産14兆円
[28] 資産14兆円,負債17兆円で

Top Word Pairs in Tweet in G6:
[140] صندوق,الإستثمارات
[140] الإستثمارات,العامة
[140] العامة,مع
[140] مع,سوفت
[140] سوفت,بنك
[140] بنك,اليابانية
[139] الفيديو,الأخير
[139] الأخير,لـ
[139] لـ,#أشتي_أهج
[139] #أشتي_أهج,ليس

Top Word Pairs in Tweet in G7:
[118] 400,employees
[117] wework,laying
[117] laying,400
[88] breaking,wework
[87] nbcnews,breaking
[27] nbcnews,wework
[5] agreements,contain
[5] contain,phone
[5] phone,numbers
[5] numbers,addresses

Top Word Pairs in Tweet in G8:
[24] wework,cutting
[24] cutting,400
[24] 400,jobs
[23] jobs,globally
[23] don,bring
[23] bring,bad
[23] bad,news
[23] news,cult
[23] cult,leader
[23] adam,neumann

Top Word Pairs in Tweet in G9:
[97] #dpiff,#dpiff2020
[80] #dpiff2020,#lionsgoldawards
[77] #harshadchopda,#dpiff
[75] #lionsgoldawards,#lionsgoldawards2020
[65] #lionsgoldawards2020,lionsgoldawards
[36] lionsgoldawards,dpiff_official
[29] wework,dpiff_official
[26] dpiff_official,abhialmish
[25] abhialmish,lionrajumanwani
[25] lionrajumanwani,wework

Top Word Pairs in Tweet in G10:
[29] breaking,wework
[29] wework,confirms
[29] confirms,cutting
[29] cutting,400
[29] 400,jobs
[29] jobs,meetings
[29] meetings,employees
[29] employees,impacted
[29] impacted,job
[29] job,cuts

Top Replied-To
Top Replied-To in Entire Graph:
@wework
@bepannaahno1fan
@ewarren
@gavinneate
@okkkboomer
@kbratskeir
@cnbcnow
@nbcnews
@tictoc
@mayankbangia

Top Replied-To in G1:
@ewarren
@sheaserrano
@1bigbadeagle

Top Replied-To in G3:
@wework
@kbratskeir
@squawkcnbc
@peterocasek
@hugh_s_walker
@al_waleeed
@4lhani
@bigdaddymafi
@grace_panetta
@kitchautomation

Top Replied-To in G4:
@cnbcnow
@c_a_lott
@wework
@sebavicto
@vlonefrost
@chillmage
@angeljimenez

Top Replied-To in G5:
@_kikyouya

Top Replied-To in G6:
@zhranco

Top Replied-To in G7:
@nbcnews

Top Replied-To in G8:
@tictoc
@marceloclaure
@psb_dc
@business
@carlmuhlstein

Top Replied-To in G9:
@bepannaahno1fan
@arzu87930298
@avtaofficial
@enimifayess1
@wework
@hc_galaxy1
@surbhichandna

Top Replied-To in G10:
@businessinsider

Top Mentioned
Top Mentioned in Entire Graph:
@ewarren
@wework
@zhranco
@nbcnews
@bloombergjapan
@cnbcnow
@lionsgoldawards
@bepannaahno1fan
@businessinsider
@dpiff_official

Top Mentioned in G1:
@ewarren
@change2win
@rutchellesiobh1
@nayn_world

Top Mentioned in G2:
@canary_kun
@theceodesk_
@aftvitaliy
@fintechzoom
@richeddy
@slowbirds
@johnwritlarge

Top Mentioned in G3:
@wework
@abhishek_tri
@weworkersco
@davidfano
@meghanemorris
@cnbctv18news
@mic
@quantopian
@ianetwork
@birac_2012

Top Mentioned in G4:
@cnbcnow
@chillmage
@nytimes
@newshour
@courtneyknorris
@wework
@samro
@jonmarino
@stevekovach
@yahoofinance

Top Mentioned in G5:
@bloombergjapan
@ikedanob
@kagaryoki
@miracchi3
@araichuu
@cnbcnow
@yoichitakita

Top Mentioned in G6:
@zhranco
@saudityphoon

Top Mentioned in G7:
@nbcnews
@vice
@nytimes
@msnbc

Top Mentioned in G8:
@vanityfair
@business
@gabrielsherman
@spirosmargaris
@gilliantan
@marceloclaure
@theterminal
@tictoc
@wework
@bloombergtv

Top Mentioned in G9:
@lionsgoldawards
@bepannaahno1fan
@dpiff_official
@wework
@abhialmish
@hc_galaxy1
@lionrajumanwani
@avtaofficial
@surbhichandna

Top Mentioned in G10:
@businessinsider
@theron_mohamed
@hblodget
@reutersbiz
@ericgarland
@karolcummins
@sai
@squawkcnbc
@nytimes
@davidbadash

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@vodafonein
@sectest9
@detikcom
@marcodacostafx
@syuu1228
@llemj
@feedjunkie
@jbkavungal
@gamergeeknews

Top Tweeters in G1:
@damonbethea1
@givemepie360
@sueleugers
@_silversmith
@antipandemonium
@dpmax100
@sba1211
@markburgerenerg
@didifrench
@angelakrebs444

Top Tweeters in G2:
@feedjunkie
@jbkavungal
@globalissuesweb
@zennie62
@techl0g
@jenkers_ru
@panamaamerica
@marketcurrents
@libreinfo
@finanzlinkswelt

Top Tweeters in G3:
@firstpost
@cbsnews
@laughwithmedia
@daveweigel
@saadhyudu2011
@alexparkerdc
@keelingcurve_9
@earcos
@mrsvickiday
@bigdaddymafi

Top Tweeters in G4:
@real_infinity95
@mchastain81
@zimei_no_ri
@nytimes
@shadosolo
@thomaspower
@hrhtudor1976
@banas51
@yahoofinance
@forbes

Top Tweeters in G5:
@mightyguy1357
@senjoutarou
@kanjimansai
@chisako331
@womanmama
@00omottomo00
@ef0120
@tooouptight
@matuken
@pahitan

Top Tweeters in G6:
@fa1af
@shalajlan
@ui3200000
@monzerhakeem
@rami_tambosi
@moo_tsh
@nor_3einy17
@llill110110
@abdaziz1399
@eeex33

Top Tweeters in G7:
@oldlady12345
@indiaalmighty
@debkanchan
@richdatdude
@juju_da_gamer
@solomonmissouri
@angelljaunnae
@wcsek
@gatubela2424
@dsochoa

Top Tweeters in G8:
@business
@rhcm123
@cnn
@dvanhook822
@alarigaudriebfm
@robertcaruso
@spirosmargaris
@tictoc
@carollpr
@bloombergtv

Top Tweeters in G9:
@goodvibesonly77
@mahismiles10
@entesar112
@presachdeva
@arzu87930298
@kanzy_ka
@gniks08
@bepannaahno1fan
@seemaphasu
@li

Top Tweeters in G10:
@businessinsider
@b140tweet
@tinyboo49
@sufiy
@karolcummins
@terrillcharming
@iashleyrichards
@nadeemansary
@kiruti
@marc1705


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