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#notokay_2020-07-11_04-30-58.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
July 11, 2020
Short Description:
#notokay via NodeXL https://bit.ly/2W7X6gI
@hrvy
@hendrattaali
@hahyunsang_twt
@deficit_the
@marlene45maga
@stonemusicent
@cecilyelizabeth
@atekwanae
@tsthames
@realdonaldtrump

Top hashtags:
#notokay
#hahyunsang
#theedge
#하현상
#geoscientists
#thisisamerica

Description:
Description
The graph represents a network of 3,928 Twitter users whose tweets in the requested range contained "#notokay", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 11 July 2020 at 11:32 UTC.

The requested start date was Saturday, 11 July 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 100-day, 12-hour, 0-minute period from Wednesday, 01 April 2020 at 00:20 UTC to Friday, 10 July 2020 at 12:21 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 : 3928
Unique Edges : 1810
Edges With Duplicates : 4087
Total Edges : 5897
Number of Edge Types : 5
Replies to : 386
Tweet : 865
Retweet : 1956
MentionsInRetweet : 2108
Mentions : 582
Self-Loops : 879
Reciprocated Vertex Pair Ratio : 0.00919618528610354
Reciprocated Edge Ratio : 0.0182247721903476
Connected Components : 1175
Single-Vertex Connected Components : 660
Maximum Vertices in a Connected Component : 361
Maximum Edges in a Connected Component : 831
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.029352
Graph Density : 0.000192087573781596
Modularity : 0.549854
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 3,928 Twitter users whose tweets in the requested range contained "#notokay", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 11 July 2020 at 11:32 UTC.

The requested start date was Saturday, 11 July 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 100-day, 12-hour, 0-minute period from Wednesday, 01 April 2020 at 00:20 UTC to Friday, 10 July 2020 at 12:21 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 : #notokay
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:
[28] https://www.refinery29.com/en-us/2020/05/9841376/black-trauma-george-floyd-dear-white-people
[11] https://twitter.com/peterbrannen1/status/1273839516365672448
[5] https://www.latimes.com/california/story/2020-04-30/coronavirus-private-schools-ppp-loans
[3] https://twitter.com/sweeeetdee_/status/1267319103167107072
[3] https://twitter.com/FredGar08705244/status/1257461759495024640
[2] https://goo.gl/ysPKRQ
[2] https://www.insidehighered.com/blogs/confessions-community-college-dean/students-should-not-be-hostages
[2] https://www.youtube.com/watch?v=QJ-Id6eIj_Q&feature=youtu.be

[2] https://twitter.com/doctora_nature/status/1269732797628870656
[2] https://twitter.com/HendrattaAli/status/1268994461595557888

Top URLs in Tweet in G1:
[2] https://twitter.com/sophiehamillxo/status/1261596012801667072
[1] https://twitter.com/dsalangsang/status/1245108971221864448
[1] https://twitter.com/claudiaswisher/status/1244959824695132166
[1] https://twitter.com/thehill/status/1245157956016058370
[1] https://twitter.com/StephenMcNeil/status/1245366149807816705
[1] https://www.instagram.com/p/B-fNYNEDwDW/?igshid=1xyjhx5f7qmei
[1] https://twitter.com/BookofJonah/status/1245844618156978187
[1] https://www.instagram.com/regan12976
[1] https://www.instagram.com/rosie_fit05
[1] https://medium.com/@lucynevitt/starmers-shambolic-cps-affabd38bb6d

Top URLs in Tweet in G2:
[1] https://genius.com/R3hab-and-hrvy-be-okay-lyrics
[1] https://twitter.com/ellagreer13_/status/1264999637460701187
[1] https://twitter.com/hrvy/status/1263611253550874624
[1] https://www.instagram.com/tally.page/?hl=en
[1] https://twitter.com/lillierose12347/status/1263139452089774082

Top URLs in Tweet in G3:
[2] https://twitter.com/HendrattaAli/status/1268994461595557888
[2] https://twitter.com/doctora_nature/status/1269732797628870656
[1] https://www.facebook.com/carmen.mccallum/posts/10161048440434619
[1] https://twitter.com/DrRubidium/status/1267573067284389888
[1] https://twitter.com/HendrattaAli/status/1266923476398587905

Top URLs in Tweet in G4:
[2] https://www.youtube.com/watch?v=AHnaZkxITFM&feature=youtu.be

[1] https://www.vlive.tv/video/193905
[1] https://twitter.com/hahyunsang_twt/status/1267108578940399617

Top URLs in Tweet in G5:
[1] https://twitter.com/annaliznichols/status/1255899730888011777

Top URLs in Tweet in G6:
[1] https://freebeacon.com/courts/churches-press-supreme-court-to-lift-pandemic-restrictions-on-worship/

Top URLs in Tweet in G8:
[5] https://www.latimes.com/california/story/2020-04-30/coronavirus-private-schools-ppp-loans
[1] https://twitter.com/kanyewest/status/1279575273365594112
[1] https://twitter.com/amweare/status/1274095807243878400
[1] https://www.tandfonline.com/eprint/8NMPVGWFRY5BEIW8SSAF/full?target=10.1080%2F09581596.2020.1776218&cookieSet=1
[1] https://doi.org/10.1080/09581596.2020.1776218
[1] https://twitter.com/donnahowardtx/status/1254499129205624833
[1] https://www.cnbc.com/2020/04/20/how-shake-shack-potbelly-and-ruths-chris-got-small-business-loans.html?__source=sharebar|twitter&par=sharebar
[1] https://twitter.com/SawyerHackett/status/1250235063112957953

Top Domains
Top Domains in Tweet in Entire Graph:
[274] twitter.com
[30] instagram.com
[28] refinery29.com
[18] youtube.com
[7] facebook.com
[5] co.uk
[5] latimes.com
[3] globalnews.ca
[2] goo.gl
[2] washingtonpost.com

Top Domains in Tweet in G1:
[149] twitter.com
[25] instagram.com
[3] globalnews.ca
[3] youtube.com
[3] facebook.com
[2] co.uk
[2] reddit.com
[1] medium.com
[1] apple.news
[1] businessinsider.com

Top Domains in Tweet in G2:
[3] twitter.com
[1] genius.com
[1] instagram.com

Top Domains in Tweet in G3:
[6] twitter.com
[1] facebook.com

Top Domains in Tweet in G4:
[2] youtube.com
[1] vlive.tv
[1] twitter.com

Top Domains in Tweet in G5:
[1] twitter.com

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

Top Domains in Tweet in G8:
[5] latimes.com
[4] twitter.com
[1] tandfonline.com
[1] doi.org
[1] cnbc.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2263] notokay
[311] hahyunsang
[311] theedge
[293] 하현상
[171] geoscientists
[164] thisisamerica
[163] michiganprotest
[163] trumppressconference
[88] blm
[76] exposed



Top Hashtags in Tweet in G1:
[703] notokay
[19] blacklivesmatter
[18] covid19
[12] sad
[11] coronavirus
[11] depression
[10] anxiety
[10] georgefloyd
[9] help
[9] mentalhealth

Top Hashtags in Tweet in G2:
[382] notokay
[21] beokay
[1] hrvy
[1] beokaymv
[1] definitelyokay
[1] amokay
[1] be

Top Hashtags in Tweet in G3:
[194] notokay
[171] geoscientists
[2] blacktwitter
[2] allies
[2] bui
[2] blacklivesmatter
[2] stopcallingpolice
[2] karensgonewild
[1] geoscience
[1] blackintheivory

Top Hashtags in Tweet in G4:
[310] hahyunsang
[310] theedge
[292] 하현상
[17] 하현상
[7] notokay
[2] nostalgia
[1] close
[1] hoppipolla
[1] 노욤탤지아

Top Hashtags in Tweet in G5:
[163] michiganprotest
[163] trumppressconference
[163] thisisamerica
[1] protestlockdown
[1] coronavirus
[1] covid_19
[1] covid
[1] notokay
[1] america
[1] americans

Top Hashtags in Tweet in G6:
[1] churchisessential
[1] firstamendment
[1] covid
[1] churches
[1] retail
[1] notokay
[1] m45mp

Top Hashtags in Tweet in G7:
[75] blm
[75] exposed
[75] notokay

Top Hashtags in Tweet in G8:
[35] notokay
[5] brentwoodschool
[5] 25thamendmentnow
[4] crooked
[4] dirtymoney
[4] wellsfargosucks
[3] wheresmyppp
[2] wellsfargofail
[2] opentexas
[2] notnormal

Top Hashtags in Tweet in G9:
[1] begentlewithyourself
[1] notthenorm
[1] notokay
[1] covidconfessions
[1] griefjourney
[1] neveralone

Top Hashtags in Tweet in G10:
[1] notokay

Top Words
Top Words in Tweet in Entire Graph:
[2263] #notokay
[869] í
[581] ìƒ
[387] hendrattaali
[382] hrvy
[329] okay
[328] one
[325] edge
[315] 2020
[311] #hahyunsang

Top Words in Tweet in G1:
[702] #notokay
[77] okay
[60] people
[29] time
[28] know
[24] think
[23] please
[23] one
[23] never
[22] more

Top Words in Tweet in G2:
[382] hrvy
[382] #notokay
[21] #beokay
[7] r3hab
[7] okay
[5] amazing
[5] proud
[5] follow
[4] thank
[4] stream

Top Words in Tweet in G3:
[387] hendrattaali
[212] societies
[196] black
[194] #notokay
[171] #geoscientists
[171] okay
[171] hear
[171] professional
[122] look
[122] speak

Top Words in Tweet in G4:
[868] í
[580] ìƒ
[324] edge
[310] #hahyunsang
[310] #theedge
[309] 2nd
[307] #2
[305] edge'
[305] record
[304] 2020

Top Words in Tweet in G5:
[163] everyone
[163] needs
[163] see
[163] welxome
[163] trump's
[163] america
[163] #michiganprotest
[163] #trumppressconference
[163] #thisisamerica
[162] deficit_the

Top Words in Tweet in G6:
[244] one
[122] two
[122] christian
[122] churches
[122] san
[122] diego
[122] chicago
[122] asked
[122] justices
[122] block

Top Words in Tweet in G7:
[75] twitter
[75] thing
[75] #blm
[75] #exposed
[75] #notokay
[74] cecilyelizabeth

Top Words in Tweet in G8:
[35] #notokay
[18] realdonaldtrump
[6] health
[6] stevenmnuchin1
[5] romasubramanian
[5] #brentwoodschool
[5] return
[5] funds
[5] #25thamendmentnow
[4] okay

Top Words in Tweet in G9:
[112] re
[56] exhausted
[56] remember
[56] things
[56] normal
[56] experiencing
[56] disruption
[56] grief
[56] seemingly
[55] tsthames

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[581] í,ìƒ
[339] hrvy,#notokay
[311] #hahyunsang,#theedge
[305] record,edge
[304] edge',2020
[304] 2020,06
[304] 06,08
[304] 08,12
[304] 12,00
[304] 00,kst

Top Word Pairs in Tweet in G1:
[9] okay,#notokay
[6] #notokay,#covid19
[5] #wtf,#notokay
[5] go,back
[5] #mentalhealth,#notokay
[5] think,okay
[5] george,floyd
[4] year,old
[4] covid,19
[4] time,#notokay

Top Word Pairs in Tweet in G2:
[339] hrvy,#notokay
[12] #beokay,#notokay
[11] #notokay,hrvy
[7] hrvy,#beokay
[6] hrvy,r3hab
[3] mv,drew
[3] drew,hrvy
[3] r3hab,hope
[3] hope,thank
[3] thank,making

Top Word Pairs in Tweet in G3:
[172] societies,#notokay
[171] black,#geoscientists
[171] #geoscientists,okay
[171] okay,hear
[171] hear,professional
[171] professional,societies
[170] hendrattaali,black
[121] told,smile
[121] smile,look
[121] look,professionnal

Top Word Pairs in Tweet in G4:
[580] í,ìƒ
[310] #hahyunsang,#theedge
[305] record,edge
[304] edge',2020
[304] 2020,06
[304] 06,08
[304] 08,12
[304] 12,00
[304] 00,kst
[304] kst,release

Top Word Pairs in Tweet in G5:
[163] everyone,needs
[163] needs,see
[163] see,welxome
[163] welxome,trump's
[163] trump's,america
[163] america,#michiganprotest
[163] #michiganprotest,#trumppressconference
[163] #trumppressconference,#thisisamerica
[162] deficit_the,everyone
[160] #thisisamerica,#protestl

Top Word Pairs in Tweet in G6:
[122] two,christian
[122] christian,churches
[122] churches,one
[122] one,san
[122] san,diego
[122] diego,one
[122] one,chicago
[122] chicago,asked
[122] asked,justices
[122] justices,block

Top Word Pairs in Tweet in G7:
[75] twitter,thing
[75] thing,#blm
[75] #blm,#exposed
[75] #exposed,#notokay
[74] cecilyelizabeth,twitter

Top Word Pairs in Tweet in G8:
[5] #brentwoodschool,return
[5] return,funds
[5] funds,stevenmnuchin1
[5] stevenmnuchin1,#notokay
[4] digital,health
[4] health,activism
[4] tanialoren911,#brentwoodschool
[4] #25thamendmentnow,#25thamendmentnow
[3] #notokay,challenging
[3] challenging,sexual

Top Word Pairs in Tweet in G9:
[56] re,exhausted
[56] exhausted,remember
[56] remember,things
[56] things,normal
[56] normal,re
[56] re,experiencing
[56] experiencing,disruption
[56] disruption,grief
[56] grief,seemingly
[55] tsthames,re

Top Replied-To
Top Replied-To in Entire Graph:
@hrvy
@realdonaldtrump
@ups
@amazon
@wellsfargo
@politakallisa
@netflix
@marksandspencer
@atekwanae
@melodymcooper

Top Replied-To in G2:
@hrvy

Top Replied-To in G3:
@atekwanae
@geoedresearch
@kaseyaderhold
@rpancost
@hendrattaali

Top Replied-To in G8:
@realdonaldtrump
@wellsfargo
@romasubramanian
@arlene_eyes
@dopendelicious
@twitter
@kimmangone
@notthesydneya
@balleralert
@gregabbott_tx

Top Replied-To in G10:
@msmariablack

Top Mentioned
Top Mentioned in Entire Graph:
@hendrattaali
@hrvy
@hahyunsang_twt
@deficit_the
@marlene45maga
@cecilyelizabeth
@tsthames
@deputychow
@stonemusicent
@mukkamaar

Top Mentioned in G1:
@petabites
@jeren30538910
@cadiestrahota
@kitkatpoetess
@lizzyclassical

Top Mentioned in G2:
@hrvy
@r3hab
@mikioutline
@cantwellcv

Top Mentioned in G3:
@hendrattaali
@atekwanae
@wingstop
@carmenmccallum
@kkgonza
@methanojen
@lisgallant
@daremightydiana
@robertcmahon
@maitri

Top Mentioned in G4:
@hahyunsang_twt
@stonemusicent
@hoppipollait
@hahyunsangfr

Top Mentioned in G5:
@deficit_the

Top Mentioned in G6:
@marlene45maga

Top Mentioned in G7:
@cecilyelizabeth

Top Mentioned in G8:
@realdonaldtrump
@stevenmnuchin1
@amweare
@tanialoren911
@cphjournal
@romasubramanian
@gregabbott_tx
@twitter
@joenbc
@sheriflanders

Top Mentioned in G9:
@tsthames

Top Mentioned in G10:
@caramba0309
@very_kenny
@mythserene
@bluebobhmueller
@nullnotvoid
@avestige1
@darknessn2light
@boston_grandpa
@20thgrader
@bostonstrongb

Top Tweeters
Top Tweeters in Entire Graph:
@asos_heretohelp
@delta
@kat4obama
@hessaavani
@southwestair
@miltonespinozaf
@chipotletweets
@jver1
@russelltim151
@thehill

Top Tweeters in G1:
@abhinary
@ailsaforshaw
@profbanks
@deliaalley
@politicat1
@mattbinyyc
@kangsoio
@begumchacha
@mohawkmikecats
@royalteerell516

Top Tweeters in G2:
@hessaavani
@green_kuniko
@hemmingstone_
@doufancysitting
@xolaraxo1
@laceupxxamy
@4344wn
@luanavitoriass
@marinebly03
@nantutu1

Top Tweeters in G3:
@kat4obama
@mwhalan
@lianabrooks
@inpoco
@upulie
@johnjonny1
@alisonborealis
@ti_enjoli
@jinnys0
@sapienist

Top Tweeters in G4:
@fromneu
@luizyounisy
@fjxxxx
@wedinsep_
@biaskuganteng2
@_lrose9
@unbrianble
@junhaera
@autumnxpearl
@neymanem

Top Tweeters in G5:
@russelltim151
@cherokeenative3
@daretothink53
@amb0306
@jadejensen29
@sdltheman88
@nelmadman
@joshuajreynold1
@saukel
@comeonnoles

Top Tweeters in G6:
@miltonespinozaf
@jver1
@reneecarrollaz
@superyayadize
@darhar981
@baalter
@gaetasusan
@alley167
@brandonjlandry
@jamierodr14

Top Tweeters in G7:
@chersarklsian
@massivesdeal
@deuxyeoi
@audbearexo
@chimmyjin0404
@taehyunglex_twt
@marialy_v
@iwakurodai
@poutykuns
@theclikkie

Top Tweeters in G8:
@purplegarter1
@jeffreyguterman
@kathybrownkathy
@notthesydneya
@dvillella
@dmjossel
@donnabrazile
@realdonaldtrump
@joenbc
@sheriflanders

Top Tweeters in G9:
@faulttolerant_
@marisaelana
@aloudhendo
@laurabotts
@thehughouse
@kellykwolfe
@midwest_drmo
@enriquerlopez
@jenniferhcox
@els8301

Top Tweeters in G10:
@debsomewhere
@nickey1969
@bkgut3
@darknessn2light
@brat2381
@bigotedvsbigots
@mythserene
@msmariablack
@govtwine
@nullnotvoid


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