#PutSouthAfricansFirst , Twitter, 3/12/2023 8:05:31 PM, 291010


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#PutSouthAfricansFirst _2023-03-12_12-36-26.xlsx
#PutSouthAfricansFirst _2023-03-12_12-36-26.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 12, 2023
Short Description:
#PutSouthAfricansFirst via NodeXL https://bit.ly/3mNFM0F
@psaflive
@umalumewabantu
@shokwakhe16
@justicemeb
@gaytonmck
@island_tribe17
@ancisacurse
@ruraltarain_2
@homeaffairssa
@elmogatsheni

Top hashtags:
#putsouthafricansfirst
#operationdudula
#voetsekanc

Description:
Description
The graph represents a network of 2,516 Twitter users whose recent tweets contained "#PutSouthAfricansFirst ", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/11/2023 5:00:36 PM. The network was obtained from Twitter on Sunday, 12 March 2023 at 19:59 UTC.

The tweets in the network were tweeted over the 1526-day, 7-hour, 52-minute period from Saturday, 05 January 2019 at 17:07 UTC to Sunday, 12 March 2023 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 2516
Unique Edges : 2266
Edges With Duplicates : 10427
Total Edges : 12693
Number of Edge Types : 9
Retweet : 4208
MentionsInRetweet : 5869
Replies to : 357
MentionsInReplyTo : 802
Quote : 408
Mentions : 265
Tweet : 479
MentionsInQuote : 299
MentionsInQuoteReply : 6
Self-Loops : 618
Reciprocated Vertex Pair Ratio : 0.0122401073105298
Reciprocated Edge Ratio : 0.0241841974490641
Connected Components : 40
Single-Vertex Connected Components : 18
Maximum Vertices in a Connected Component : 2451
Maximum Edges in a Connected Component : 12530
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.251104
Graph Density : 0.000954053105848218
Modularity : 0.297486
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,516 Twitter users whose recent tweets contained "#PutSouthAfricansFirst ", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/11/2023 5:00:36 PM. The network was obtained from Twitter on Sunday, 12 March 2023 at 19:59 UTC.

The tweets in the network were tweeted over the 1526-day, 7-hour, 52-minute period from Saturday, 05 January 2019 at 17:07 UTC to Sunday, 12 March 2023 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : #PutSouthAfricansFirst
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:
[70] https://twitter.com/Apricot76603491/status/1634508659173490689/video/1
[40] https://www.africanews24-7.co.za/index.php/southafricaforever/investigation-chilling-curse-black-healthcare-professionals-south-africa/
[39] https://twitter.com/sadi18032311/status/1634117155716251648/video/1
[32] https://twitter.com/sadi18032311/status/1634175204770316288/video/1
[28] https://twitter.com/jaybo_1/status/1628397170167627776/video/1
[24] https://twitter.com/JeffDumisani/status/1628475990170034176/video/1
[14] https://twitter.com/i/spaces/1ypJddXRObqJW
[11] https://twitter.com/African_Child0/status/1634151257974743042/photo/1
[10] https://twitter.com/JusticeMEB/status/1633182845953884161/photo/1
[8] https://twitter.com/African_Child0/status/1632650832503087104/photo/1

Top URLs in Tweet in G1:
[7] https://twitter.com/Apricot76603491/status/1634508659173490689/video/1
[6] https://twitter.com/MarioKhumalo/status/1634121911780163584/video/1
[4] https://twitter.com/PSAFLIVE/status/1625397285709393921/photo/1
[4] https://twitter.com/PSAFLIVE/status/1626900479618809865/photo/1
[3] https://twitter.com/PSAFLIVE/status/1622888796051193858/photo/1
[3] https://twitter.com/SboshPatriot/status/1622643993195446301/photo/1
[3] https://twitter.com/PSiRALive/status/1632731546573590529/photo/1
[2] https://twitter.com/PSAFLIVE/status/1632807666572574720/photo/1
[2] https://twitter.com/PSAFLIVE/status/1631652746477674496/photo/1
[2] https://twitter.com/PSAFLIVE/status/1632392966244376576/photo/1

Top URLs in Tweet in G2:
[16] https://twitter.com/JeffDumisani/status/1628475990170034176/video/1
[15] https://twitter.com/Apricot76603491/status/1634508659173490689/video/1
[8] https://twitter.com/i/spaces/1ypJddXRObqJW
[8] https://twitter.com/sadi18032311/status/1634117155716251648/video/1
[8] https://twitter.com/African_Child0/status/1634151257974743042/photo/1
[7] https://twitter.com/jaybo_1/status/1628397170167627776/video/1
[6] https://twitter.com/sadi18032311/status/1634175204770316288/video/1
[5] https://twitter.com/JusticeMEB/status/1633182845953884161/photo/1
[4] https://twitter.com/ADFSAfrica/status/1627643436550479874/photo/1
[4] https://twitter.com/ElmoGatsheni/status/1627639546950164481/photo/1

Top URLs in Tweet in G3:
[3] https://twitter.com/Apricot76603491/status/1634508659173490689/video/1
[2] https://twitter.com/Shokwakhe16/status/1621383352757501954/photo/1
[2] https://twitter.com/Shokwakhe16/status/1633688966586064896/photo/1
[1] https://twitter.com/ayandamsweli46/status/1622274504025149441
[1] https://twitter.com/Shokwakhe16/status/1619608884838301698/video/1
[1] https://satrucker.co.za/gantrans-bows-down-to-atdf-asa-pressure-terminates-employment-of-foreigners/
[1] https://twitter.com/Shokwakhe16/status/1620668519150145536/photo/1
[1] https://twitter.com/Shokwakhe16/status/1627176697932967937/photo/1
[1] https://twitter.com/ayandamsweli46/status/1624332593540878336
[1] https://twitter.com/MorningLiveSABC/status/1626462430590119936/photo/1

Top URLs in Tweet in G4:
[3] https://twitter.com/Umalumewabantu/status/1620793567466885120/photo/1
[3] https://twitter.com/Apricot76603491/status/1634508659173490689/video/1
[2] https://twitter.com/Umalumewabantu/status/1633195953095077894/photo/1
[2] https://twitter.com/VehicleTrackerz/status/1623764308634005512/photo/1
[2] https://twitter.com/JeffDumisani/status/1628475990170034176/video/1
[2] http://TheLiberal.ie
[1] https://twitter.com/VehicleTrackerz/status/1623764308634005512
[1] https://twitter.com/Umalumewabantu/status/1627567416380121088/photo/1
[1] https://twitter.com/Umalumewabantu/status/1633367396772659201/video/1
[1] https://twitter.com/i/web/status/1622132016815693824

Top URLs in Tweet in G5:
[37] https://twitter.com/Apricot76603491/status/1634508659173490689/video/1
[31] https://twitter.com/sadi18032311/status/1634117155716251648/video/1
[19] https://twitter.com/sadi18032311/status/1634175204770316288/video/1
[17] https://twitter.com/jaybo_1/status/1628397170167627776/video/1
[4] https://twitter.com/LeighMathys/status/1634224106022518787/photo/1
[4] https://twitter.com/biasseDDD/status/1625881841558233089/photo/1
[3] https://twitter.com/JeffDumisani/status/1628475990170034176/video/1
[3] https://twitter.com/SAPoliceService/status/1621568457689931777/photo/1
[3] https://twitter.com/FaithMazibukoSA/status/1585963880324308993/photo/1
[3] https://twitter.com/Chris_Ram1/status/1628151025696645124/photo/1

Top URLs in Tweet in G6:
[4] https://twitter.com/JusticeMEB/status/1634116895195398146/photo/1
[4] https://twitter.com/JusticeMEB/status/1634116828652879872/photo/1
[4] https://twitter.com/JusticeMEB/status/1629417975517159426/photo/1
[4] https://twitter.com/JusticeMEB/status/1629560485279301633/photo/1
[4] https://twitter.com/JusticeMEB/status/1629547662205677576/photo/1
[4] https://twitter.com/JusticeMEB/status/1629552480441757697/photo/1
[4] https://twitter.com/JusticeMEB/status/1634130693214068739/photo/1
[3] https://twitter.com/JusticeMEB/status/1631658165338091521/photo/1
[3] https://twitter.com/JusticeMEB/status/1632090240461549568/photo/1
[3] https://twitter.com/JusticeMEB/status/1629828900703404035/photo/1

Top URLs in Tweet in G7:
[2] https://twitter.com/daddyhope/status/1621733676860964864/photo/1
[2] https://twitter.com/Apricot76603491/status/1634508659173490689/video/1
[1] https://twitter.com/African_Child0/status/1634151257974743042/photo/1
[1] https://twitter.com/Island_Tribe17/status/1632095640829190144/photo/1
[1] https://twitter.com/jaybo_1/status/1628397170167627776/video/1
[1] https://www.timeslive.co.za/sunday-times-daily/news/2023-03-02-afghan-nationals-want-to-help-crime-victims-in-cape-flats/?utm_medium=Social&utm_source=Twitter#Echobox=1677743128-3
[1] https://www.timeslive.co.za/sunday-times-daily/opinion-and-analysis/2023-02-21-editorial-lesufi-a-liar-or-rare-turnaround-specialist-well-soon-know/
[1] https://twitter.com/PSAFLIVE/status/1627257335197454338
[1] https://twitter.com/LilBlaqWitch/status/1630793473656799234/photo/1
[1] https://twitter.com/daddyhope/status/1628422975178305536/video/1

Top URLs in Tweet in G8:
[4] https://twitter.com/AfricaFactsZone/status/1632354241879629824/photo/1
[4] https://twitter.com/mzansifactszone/status/1627671735599304708/photo/1
[4] https://twitter.com/AdeolaFayehun/status/1629165043312136192/photo/1
[3] https://twitter.com/barnard_rohan/status/1634151789531471873/photo/1
[2] https://twitter.com/ISephara/status/1632988469881364482/photo/1
[2] https://twitter.com/JusticeMEB/status/1633182845953884161/photo/1
[1] https://twitter.com/pule_jones/status/1626114934105833472/video/1
[1] https://twitter.com/eNCA/status/1631235034018455552/video/1
[1] https://twitter.com/eNCA/status/1629372932555173890/photo/1
[1] https://twitter.com/ISephara/status/1624814070808338433/photo/1

Top URLs in Tweet in G9:
[4] https://twitter.com/Mphothegreatest/status/1633876633412042781/photo/1
[2] https://twitter.com/Apricot76603491/status/1634508659173490689/video/1
[1] https://twitter.com/PolokwaneWeekly/status/1628553224247554048
[1] https://twitter.com/Mphothegreatest/status/1625887721284575233/video/1
[1] https://twitter.com/Mphothegreatest/status/1634248111232110595/photo/1
[1] https://twitter.com/HermanMashaba/status/1628052639169626113
[1] https://twitter.com/i/web/status/1633694107896893441
[1] https://twitter.com/TshweuMoleme/status/1633694107896893441/video/1
[1] https://twitter.com/PolokwaneWeekly/status/1629065281468342273/photo/1
[1] https://twitter.com/PolokwaneWeekly/status/1628553224247554048/photo/1

Top URLs in Tweet in G10:
[1] https://twitter.com/ZungulaVuyo/status/1273502868860002304/photo/1
[1] https://twitter.com/ZungulaVuyo/status/1624776091129847808/video/1
[1] https://twitter.com/ZungulaVuyo/status/1629075129501188098/photo/1
[1] https://twitter.com/ZungulaVuyo/status/1263890048434548736/video/1
[1] https://twitter.com/MmusiMaimane/status/1629138739531329537/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1334] twitter.com
[57] co.za
[8] news24.com
[3] gov.za
[2] org.za
[2] theliberal.ie
[2] change.org
[1] reuters.com
[1] dailyinvestor.com
[1] sabcnews.com

Top Domains in Tweet in G1:
[115] twitter.com
[1] texas.gov
[1] gov.za
[1] withinnigeria.com
[1] nigeriabombshell.com
[1] bangkokpost.com

Top Domains in Tweet in G2:
[663] twitter.com
[6] co.za
[3] news24.com
[1] sabcnews.com
[1] org.za
[1] reuters.com
[1] dailyinvestor.com
[1] co.uk
[1] courtsnewsireland.ie
[1] office.com

Top Domains in Tweet in G3:
[16] twitter.com
[1] co.za

Top Domains in Tweet in G4:
[56] twitter.com
[2] theliberal.ie
[1] co.zw

Top Domains in Tweet in G5:
[185] twitter.com
[1] gov.za
[1] msn.com
[1] news24.com
[1] zimeye.net

Top Domains in Tweet in G6:
[91] twitter.com
[1] news24.com
[1] gov.za
[1] org.za

Top Domains in Tweet in G7:
[16] twitter.com
[6] co.za

Top Domains in Tweet in G8:
[82] twitter.com
[1] jacarandafm.com
[1] facebook.com
[1] co.za

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1853] putsouthafricansfirst
[819] operationdudula
[272] voetsekanc
[248] wewantourcountryback
[203] employsouthafricans
[64] immigrationcrisis
[60] atdf
[52] nationalshutdown
[48] putsouthafricafirst
[26] zimbabweans



Top Hashtags in Tweet in G1:
[119] putsouthafricansfirst
[56] operationdudula
[23] wewantourcountryback
[9] weareready
[8] mckenzie2024
[6] putsouthafricafirst
[5] pavision2024
[3] atdf
[3] wewantourcountyback
[2] powerdrive

Top Hashtags in Tweet in G2:
[907] putsouthafricansfirst
[487] operationdudula
[203] voetsekanc
[184] employsouthafricans
[60] immigrationcrisis
[51] wewantourcountryback
[28] nationalshutdown
[23] zimbabweans
[22] tethers
[21] vusi

Top Hashtags in Tweet in G3:
[62] putsouthafricansfirst
[29] atdf
[9] operationdudula
[5] wewantourcountryback
[2] employsouthafricans
[2] voetsekanc
[1] satourism
[1] ministermotsoaledi
[1] stage4
[1] zimbabweans

Top Hashtags in Tweet in G4:
[91] putsouthafricansfirst
[64] operationdudula
[21] nationalshutdown
[9] voetsekanc
[8] unemployment
[7] ramaphosamustgo
[6] putsouthaficansfirst
[5] wewantourcountryback
[4] simdope
[4] loadshedding

Top Hashtags in Tweet in G5:
[250] putsouthafricansfirst
[131] operationdudula
[75] wewantourcountryback
[14] putsouthafricafirst
[7] voetsekanc
[6] atdf
[4] employsouthafricans
[4] sizokthola
[3] putsouthaficansfirst
[3] onsbaizanie

Top Hashtags in Tweet in G6:
[122] putsouthafricansfirst
[63] wewantourcountryback
[13] operationdudula
[10] voetsekanc
[9] hiresouthafricans
[6] ministermotsoaledi
[4] bhekicele
[4] arrestcorruptofficials
[4] employsouthafricans
[3] atdf

Top Hashtags in Tweet in G7:
[34] putsouthafricansfirst
[18] voetsekanc
[13] wewantourcountryback
[11] operationdudula
[3] onsbaizanie
[1] employsouthafricans
[1] immigrationcrisis
[1] madudula
[1] zimbosaredangerous
[1] operationfiela

Top Hashtags in Tweet in G8:
[122] putsouthafricansfirst
[23] operationdudula
[16] voetsekanc
[12] anciscorrupt
[9] anchatessouthafricans
[8] putsouthafricafirst
[7] wewantourcountryback
[5] cabinetreshuffle
[4] employsouthafricans
[3] sabcnews

Top Hashtags in Tweet in G9:
[26] putsouthafricansfirst
[11] operationdudula
[3] wewantourcountryback
[3] employsouthafricans
[3] voetsekanc
[2] atdf
[2] eskomcrisis
[2] eskom
[1] fixsa
[1] enoughisenough

Top Hashtags in Tweet in G10:
[32] putsouthafricansfirst

Top Words
Top Words in Tweet in Entire Graph:
[1855] #putsouthafricansfirst
[1560] south
[983] illegal
[902] justicemeb
[820] #operationdudula
[645] africa
[566] psaflive
[565] country
[523] stop
[509] gaytonmck

Top Words in Tweet in G1:
[476] south
[468] illegal
[457] psaflive
[434] gaytonmck
[430] watch
[422] stop
[420] calling
[419] notion
[419] hiring
[419] lazy

Top Words in Tweet in G2:
[909] #putsouthafricansfirst
[489] #operationdudula
[357] south
[292] justicemeb
[267] illegal
[203] #voetsekanc
[184] #employsouthafricans
[183] africa
[176] homeaffairssa
[174] africans

Top Words in Tweet in G3:
[266] shokwakhe16
[258] south
[234] africa
[228] chinese
[227] country
[225] taken
[225] zimbabwean
[225] zimbabwe
[224] over
[224] aneke

Top Words in Tweet in G4:
[260] umalumewabantu
[91] #putsouthafricansfirst
[90] illegal
[78] those
[75] zimbabweans
[74] south
[64] #operationdudula
[62] before
[62] time
[62] migrants

Top Words in Tweet in G5:
[250] #putsouthafricansfirst
[131] south
[130] #operationdudula
[126] ruraltarain_2
[96] justicemeb
[82] sa
[75] #wewantourcountryback
[72] ths
[71] law
[66] party

Top Words in Tweet in G6:
[312] justicemeb
[123] id
[122] #putsouthafricansfirst
[104] fraudulently
[103] obtained
[88] homeaffairssa
[84] shop
[76] same
[72] selling
[72] visas

Top Words in Tweet in G7:
[138] island_tribe17
[137] dam
[137] invasive
[137] infested
[137] water
[137] hyacinth
[137] harties
[137] actually
[137] pic
[137] below

Top Words in Tweet in G8:
[122] #putsouthafricansfirst
[66] south
[39] isephara
[38] hijacked
[38] single
[38] jhb
[38] building
[37] days
[37] eff
[37] reclaim

Top Words in Tweet in G9:
[85] mphothegreatest
[85] taken
[84] over
[76] countries
[75] african
[75] down
[74] years
[73] borders
[73] 40
[73] 60

Top Words in Tweet in G10:
[32] south
[32] #putsouthafricansfirst
[32] economy
[29] africans
[29] township
[29] rural
[29] zungulavuyo
[29] trade
[29] city
[29] inner

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[547] south,africa
[480] south,african's
[479] calling,businesses
[479] dispelling,notion
[479] watch,gaytonmck
[479] stop,hiring
[479] african's,lazy
[479] hiring,illegal
[479] lazy,calling
[479] notion,south

Top Word Pairs in Tweet in G1:
[419] gaytonmck,dispelling
[419] stop,hiring
[419] dispelling,notion
[419] notion,south
[419] watch,gaytonmck
[419] african's,lazy
[419] calling,businesses
[419] lazy,calling
[419] south,african's
[419] businesses,stop

Top Word Pairs in Tweet in G2:
[317] #putsouthafricansfirst,#operationdudula
[184] #operationdudula,#employsouthafricans
[180] #employsouthafricans,#voetsekanc
[141] south,africans
[133] south,africa
[124] #operationdudula,#putsouthafricansfirst
[98] illegal,foreigners
[67] homeaffairssa,illegal
[60] #putsouthafricansfirst,#immigrationcrisis
[59] fraudulently,obtained

Top Word Pairs in Tweet in G3:
[230] south,africa
[224] men,zimbabwean
[224] taken,over
[224] ase,zimbabwe
[224] aneke,amasende
[224] zimbabwean,cowards
[224] chinese,men
[224] zimbabwe,aneke
[224] amasende,south
[224] country,taken

Top Word Pairs in Tweet in G4:
[60] asylum,seekers
[60] bogus,asylum
[59] exposes,threat
[59] those,used
[59] illegal,migrants
[59] posed,bogus
[59] migrants,those
[59] afghans,exposes
[59] dumping,afghans
[59] seekers,illegal

Top Word Pairs in Tweet in G5:
[63] rendered,useless
[63] useless,thanks
[63] enforcement,agencies
[63] anymore,law
[63] having,party
[63] party,sa
[63] sa,fear
[63] law,enforcement
[63] fear,anymore
[63] agencies,rendered

Top Word Pairs in Tweet in G6:
[102] fraudulently,obtained
[70] arrested,selling
[70] shop,ci
[70] selling,drugs
[70] made,friday
[70] drugs,shop
[70] brilliant,bangladeshis
[70] tmpd,saps
[70] saps,made
[70] bangladeshis,arrested

Top Word Pairs in Tweet in G7:
[137] invasive,water
[137] water,hyacinth
[137] actually,harties
[137] plant,field
[137] field,actually
[137] dam,infested
[137] below,plant
[137] pic,below
[137] infested,invasive
[137] harties,dam

Top Word Pairs in Tweet in G8:
[37] reclaim,hijacked
[37] eff,vowed
[37] jhb,single
[37] hijacked,buildings
[37] vowed,radically
[37] days,eff
[37] radically,reclaim
[37] buildings,jhb
[37] single,building
[36] isephara,days

Top Word Pairs in Tweet in G9:
[73] taken,down
[73] african,countries
[73] 40,60
[73] down,borders
[73] borders,somehow
[73] countries,independence
[73] independence,over
[73] years,taken
[73] 60,years
[73] over,40

Top Word Pairs in Tweet in G10:
[29] south,africans
[29] township,rural
[29] trade,township
[29] inner,city
[29] city,economy
[29] rural,inner
[29] economy,#putsouthafricansfirst
[29] africans,trade
[28] zungulavuyo,south
[3] south,africa

Top Replied-To
Top Replied-To in Entire Graph:
@psaflive
@adfsafrica
@julius_s_malema
@thetruthpanther
@cyrilramaphosa
@myanc
@istradi_2022
@ayas19463397
@effsouthafrica
@justicemeb

Top Replied-To in G1:
@psaflive
@onsbaizanie
@snowkingoffici3
@kidipotse
@phuthi53050848
@safmradio
@psiralive
@povertykillerb
@irishtimesworld

Top Replied-To in G2:
@adfsafrica
@julius_s_malema
@psaflive
@claysonmonyela
@myanc
@thetruthpanther
@54battalion
@istradi_2022
@effsouthafrica
@justicemeb

Top Replied-To in G3:
@morninglivesabc

Top Replied-To in G4:
@psaflive
@adfsafrica
@newzroom405
@hermanmashaba
@motheo2009
@powerfm987
@safmnews
@nickmangwana
@thetruthpanther
@istradi_2022

Top Replied-To in G5:
@newshawkslive
@lebohangbokako
@effsouthafrica
@seanmureza
@ibrahimmabapa
@firstcitizenssa
@faithmazibukosa
@ruraltarain_2
@thetruthpanther
@vusisambo

Top Replied-To in G6:
@nxesithulas
@ayas19463397
@thetruthpanther
@neil61235113
@justicemeb
@luckykunene2024
@bolingobomoyi
@mbalulafikile
@zinhlemamfengu
@chrisanti143

Top Replied-To in G7:
@timeslive
@nocoffe5
@adfsafrica
@umalumewabantu
@cyrilramaphosa
@mogononkele
@nickmangwana
@daddyhope
@good_heavens00
@saaymanbarry

Top Replied-To in G8:
@psaflive
@cyrilramaphosa
@africafactszone
@cliffshiko
@ayas19463397
@ruraltarain_2
@enca
@isephara
@nandossa
@homeaffairssa

Top Replied-To in G9:
@tshweumoleme

Top Replied-To in G10:
@hermanmashaba

Top Mentioned
Top Mentioned in Entire Graph:
@justicemeb
@psaflive
@gaytonmck
@umalumewabantu
@shokwakhe16
@homeaffairssa
@ruraltarain_2
@island_tribe17
@mokgatjane_w
@mphothegreatest

Top Mentioned in G1:
@psaflive
@gaytonmck
@justicemeb
@umalumewabantu
@shokwakhe16
@psaflivenews
@ruraltarain_2
@homeaffairssa
@sboshpatriot
@mphothegreatest

Top Mentioned in G2:
@justicemeb
@homeaffairssa
@myanc
@mokgatjane_w
@umalumewabantu
@elmogatsheni
@governmentza
@bravo260102119
@effsouthafrica
@ancisacurse

Top Mentioned in G3:
@shokwakhe16
@justicemeb
@umalumewabantu
@homeaffairssa
@mokgatjane_w
@ruraltarain_2
@limpopo_san
@psaflive
@bravo260102119
@apricot76603491

Top Mentioned in G4:
@umalumewabantu
@justicemeb
@safmnews
@mokgatjane_w
@newzroom405
@homeaffairssa
@ruraltarain_2
@psaflive
@gaytonmck
@shokwakhe16

Top Mentioned in G5:
@ruraltarain_2
@justicemeb
@sadi18032311
@sapoliceservice
@apricot76603491
@umalumewabantu
@leginaah
@mastimpa
@homeaffairssa
@khu_ntshavheni

Top Mentioned in G6:
@justicemeb
@homeaffairssa
@vfsglobal
@umalumewabantu
@ruraltarain_2
@shokwakhe16
@island_tribe17
@sarstax
@mokgatjane_w

Top Mentioned in G7:
@island_tribe17
@justicemeb
@umalumewabantu
@shokwakhe16
@myanc
@presidencyza
@cyrilramaphosa
@homeaffairssa
@parliamentofrsa
@ruraltarain_2

Top Mentioned in G8:
@isephara
@justicemeb
@1st_putsans
@governmentza
@psaflive
@island_tribe17
@umalumewabantu
@homeaffairssa
@mokgatjane_w
@cyrilramaphosa

Top Mentioned in G9:
@mphothegreatest
@shokwakhe16
@justicemeb
@mokgatjane_w
@island_tribe17
@umalumewabantu
@psaflive
@gaytonmck
@ruraltarain_2
@isephara

Top Mentioned in G10:
@zungulavuyo
@justicemeb
@shokwakhe16
@atmovement_sa
@buildonesa
@mmusimaimane

Top Tweeters
Top Tweeters in Entire Graph:
@reuters
@ayshamoolla
@alettaha
@businessinsider
@sabcnews
@skynews
@querrier_
@sabreakingnews
@mpho_pitsi_za
@bbcnews

Top Tweeters in G1:
@citypowerjhb
@kele_tebz
@safmradio
@zozo51082542
@kidipotse
@magleesta
@mthabinejustice
@joeweecarter90
@t_khule
@_wiseysa

Top Tweeters in G2:
@reuters
@sabcnews
@skynews
@sabreakingnews
@bbcnews
@ramalokot
@cityofjoburgza
@time2coach
@ali_naka
@_afrikanprince_

Top Tweeters in G3:
@jamnandasgodan
@nkosi_dlamini_
@thomas_somo
@mfokamqulusi
@ndele43
@kasiprototype
@leuba_ramakadi
@mansamu51600932
@nompumi
@leosam_sa

Top Tweeters in G4:
@querrier_
@mytouchrecords
@bantumarine
@african_spring
@yifilim
@safmnews
@adamitv
@melighty
@kring61
@zimeye

Top Tweeters in G5:
@vusisambo
@abramjee
@kabelodick
@pali_matli
@iam_honcho_sa
@maggsnaidu
@teebogo7
@niniqhawekazi
@sapoliceservice
@mbuso_siera

Top Tweeters in G6:
@ayshamoolla
@chainshaftinc
@mrmotsubi
@carl_ce50
@kgotsomaphike
@kitmokoka
@ceciliambatha3
@dlidlozi
@njaps12
@madooramopedi

Top Tweeters in G7:
@mpho_pitsi_za
@ori_rsa
@rulzkay1_
@timeslive
@kingdon_za
@mmgift00
@sundaytimesza
@good_heavens00
@lion_for_truth
@kim_erlyseb

Top Tweeters in G8:
@enca
@akreana_
@lindsaymanthey
@alfred_cabonena
@mbindwane
@thisisanfield
@chrisexcel102
@esethuonduty
@fighterkamza
@goolammv

Top Tweeters in G9:
@alettaha
@logicaldebate
@moreki_mo
@muhlezintombela
@mary_v_martha
@techmabize
@izannemaritz
@sbusiso_mab
@1thepowerrace
@corbanzwide

Top Tweeters in G10:
@bhut_lullo
@tumikeboss_
@uluyanda_gama
@hobo_group
@lira12_joy
@tatiluvani
@umfana_ka_gogo_
@bright_afrika
@kagisomonyadiwa
@mmusimaimane


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