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#PutSouthAfricansFirst _2023-03-19_11-36-26.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 19, 2023
Short Description:
#PutSouthAfricansFirst via NodeXL https://bit.ly/42r33FI
@mphothegreatest
@ruraltarain_2
@psaflive
@justicemeb
@island_tribe17
@gaytonmck
@apricot76603491
@umalumewabantu
@ancisacurse
@mokgatjane_w

Top hashtags:
#putsouthafricansfirst
#operationdudula
#voetsekeff

Description:
Description
The graph represents a network of 2,393 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 3/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 March 2023 at 18:40 UTC.

The tweets in the network were tweeted over the 1055-day, 2-hour, 6-minute period from Monday, 27 April 2020 at 19:39 UTC to Saturday, 18 March 2023 at 21:46 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 : 2393
Unique Edges : 1864
Edges With Duplicates : 10261
Total Edges : 12125
Number of Edge Types : 9
Retweet : 4406
MentionsInRetweet : 5757
MentionsInQuote : 299
MentionsInReplyTo : 590
Mentions : 189
Replies to : 265
Quote : 283
Tweet : 335
MentionsInQuoteReply : 1
Self-Loops : 414
Reciprocated Vertex Pair Ratio : 0.0139168650430324
Reciprocated Edge Ratio : 0.0274516886400578
Connected Components : 21
Single-Vertex Connected Components : 7
Maximum Vertices in a Connected Component : 2358
Maximum Edges in a Connected Component : 12052
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.144599
Graph Density : 0.000967321074426945
Modularity : 0.283533
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,393 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 3/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 March 2023 at 18:40 UTC.

The tweets in the network were tweeted over the 1055-day, 2-hour, 6-minute period from Monday, 27 April 2020 at 19:39 UTC to Saturday, 18 March 2023 at 21:46 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:
[90] https://twitter.com/Apricot76603491/status/1634508659173490689/video/1
[61] https://twitter.com/sadi18032311/status/1634117155716251648/video/1
[33] https://twitter.com/sadi18032311/status/1634175204770316288/video/1
[16] https://www.africanews24-7.co.za/index.php/southafricaforever/investigation-chilling-curse-black-healthcare-professionals-south-africa/
[12] 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
[7] https://www.votepa.org.za/
[6] https://twitter.com/MarioKhumalo/status/1634121911780163584/video/1
[4] https://twitter.com/PSAFLIVE/status/1637128402443423749?t=jYQhexnLJdIP_6mXz0Z4eg&s=09

Top URLs in Tweet in G1:
[7] https://twitter.com/Apricot76603491/status/1634508659173490689/video/1
[6] https://www.votepa.org.za/
[6] https://twitter.com/MarioKhumalo/status/1634121911780163584/video/1
[4] https://twitter.com/OnsBaizaNie/status/1637032519194271747/photo/1
[3] https://twitter.com/PSAFLIVE/status/1635198001181495296/photo/1
[3] https://twitter.com/PSAFLIVE/status/1635163805922787329/photo/1
[3] https://twitter.com/PSAFLIVE/status/1634643490649911298/photo/1
[3] https://twitter.com/sadi18032311/status/1634175204770316288/video/1
[3] https://twitter.com/sadi18032311/status/1634117155716251648/video/1
[3] https://twitter.com/PSiRALive/status/1632731546573590529/photo/1

Top URLs in Tweet in G2:
[17] https://twitter.com/Apricot76603491/status/1634508659173490689/video/1
[12] https://twitter.com/sadi18032311/status/1634117155716251648/video/1
[6] https://twitter.com/sadi18032311/status/1634175204770316288/video/1
[4] https://twitter.com/MYANC/status/1633757939805696000/photo/1
[4] https://twitter.com/Bontle187179131/status/1633791433554493440/photo/1
[4] https://twitter.com/ClaysonMonyela/status/1636603318607675399/photo/1
[4] https://twitter.com/JusticeMEB/status/1633182845953884161/photo/1
[4] https://twitter.com/PSAFPATRIOT/status/1629899091164405766/photo/1
[4] https://twitter.com/zibuseman/status/1635594294055809024/photo/1
[4] https://twitter.com/Mswati2020/status/1635227758786908163/photo/1

Top URLs in Tweet in G3:
[4] https://twitter.com/Mphothegreatest/status/1633876633412042781/photo/1
[2] https://twitter.com/Mphothegreatest/status/1636264278331215872/photo/1
[1] https://twitter.com/IOL/status/1635547392970825728
[1] https://twitter.com/Mphothegreatest/status/1635879662927728646/photo/1
[1] https://twitter.com/Mphothegreatest/status/1634248111232110595/photo/1
[1] https://twitter.com/Mphothegreatest/status/1636307675343405057/photo/1
[1] https://twitter.com/Mphothegreatest/status/1635244966212669447/photo/1
[1] https://twitter.com/Mphothegreatest/status/1636275578553679874/photo/1
[1] https://twitter.com/Mphothegreatest/status/1636634019092635648/photo/1
[1] https://twitter.com/Mphothegreatest/status/1635876757621420032/photo/1

Top URLs in Tweet in G4:
[2] https://twitter.com/Ruraltarain_2/status/1631765916005310467/photo/1
[2] https://twitter.com/Ruraltarain_2/status/1636732431016288256/photo/1
[2] https://twitter.com/Apricot76603491/status/1634508659173490689/video/1
[2] https://twitter.com/sadi18032311/status/1634175204770316288/video/1
[2] https://twitter.com/i/spaces/1yNGaNmjwwWJj
[2] https://twitter.com/InkomoEsengwaYi/status/1630060117612810241/photo/1
[1] https://twitter.com/GodPenuel/status/1632785743364882432
[1] https://twitter.com/PSAFPATRIOT/status/1634653164724015110
[1] https://twitter.com/Ruraltarain_2/status/1636090333363568640/photo/1
[1] https://twitter.com/Ruraltarain_2/status/1636278394324148225/photo/1

Top URLs in Tweet in G5:
[7] https://twitter.com/African_Child0/status/1632650832503087104/photo/1
[6] https://twitter.com/African_Child0/status/1634151257974743042/photo/1
[4] https://twitter.com/JusticeMEB/status/1634116895195398146/photo/1
[4] https://twitter.com/JusticeMEB/status/1634116828652879872/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/1636415752558510081/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

Top URLs in Tweet in G6:
[4] https://twitter.com/AfricaFactsZone/status/1632354241879629824/photo/1
[2] https://twitter.com/PATRICIAMASHAL3/status/1630877617585897472/photo/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/AfricaFactsZone/status/1632746779920703491/photo/1
[1] https://twitter.com/Mfanafut_Mnguni/status/1631398092502073346/video/1
[1] https://twitter.com/sadi18032311/status/1634175204770316288/video/1
[1] https://twitter.com/TheAttorneyG/status/1636680924338290689/photo/1
[1] https://twitter.com/MosaRoccoII/status/1633374803020193795/photo/1

Top URLs in Tweet in G7:
[53] https://twitter.com/Apricot76603491/status/1634508659173490689/video/1
[1] https://twitter.com/Apricot76603491/status/1634226863508692994/video/1
[1] https://twitter.com/Apricot76603491/status/1636296548865781761/video/1
[1] https://twitter.com/sadi18032311/status/1634175204770316288/video/1
[1] https://twitter.com/PSAFLIVE/status/1634643490649911298
[1] https://twitter.com/PSAFLIVE/status/1634948678300626945
[1] https://twitter.com/African_Child0/status/1634151257974743042/photo/1
[1] https://twitter.com/NOCOFFE5/status/1633771918628204546/photo/1
[1] https://twitter.com/LilBlaqWitch/status/1630793473656799234/photo/1
[1] https://twitter.com/ClaytonBigsby47/status/1633084703799476226/video/1

Top URLs in Tweet in G8:
[2] https://twitter.com/Umalumewabantu/status/1633195953095077894/photo/1
[2] https://twitter.com/sadi18032311/status/1634117155716251648/video/1
[2] https://twitter.com/Apricot76603491/status/1634508659173490689/video/1
[1] https://twitter.com/Umalumewabantu/status/1631208208374157314/photo/1
[1] https://twitter.com/Umalumewabantu/status/1628058992319627270/video/1
[1] https://twitter.com/Umalumewabantu/status/1629199033418891264/photo/1
[1] https://twitter.com/Umalumewabantu/status/1633367396772659201/video/1
[1] https://twitter.com/Umalumewabantu/status/1633769817680367618/photo/1
[1] https://twitter.com/Umalumewabantu/status/1630471932238782465/video/1
[1] https://twitter.com/Umalumewabantu/status/1627758768195883008/video/1

Top URLs in Tweet in G9:
[39] https://twitter.com/sadi18032311/status/1634117155716251648/video/1
[17] https://twitter.com/sadi18032311/status/1634175204770316288/video/1
[5] https://twitter.com/Apricot76603491/status/1634508659173490689/video/1
[3] https://twitter.com/FaithMazibukoSA/status/1585963880324308993/photo/1
[2] https://twitter.com/mastimpa/status/1631346174178336812/photo/1
[2] https://twitter.com/IKEKHUMALO2/status/1629893418183786496/photo/1
[1] https://twitter.com/sadi18032311/status/1633356362259353600/video/1
[1] https://twitter.com/zibuseman/status/1634474667619631104/photo/1
[1] https://twitter.com/sadi18032311/status/1634824839612473344/video/1
[1] https://twitter.com/ADFSAfrica/status/1634803738459136001

Top URLs in Tweet in G10:
[2] https://twitter.com/tito_mboweni/status/1630917319760158720
[1] https://twitter.com/SthululuDhlems/status/1632687186217693185/photo/1
[1] https://twitter.com/SaaymanBarry/status/1631184150974562307/photo/1
[1] https://twitter.com/SaaymanBarry/status/1631371474668757014/photo/1
[1] https://twitter.com/African_Child0/status/1634151257974743042/photo/1
[1] https://twitter.com/Apricot76603491/status/1634508659173490689/video/1
[1] https://twitter.com/sadi18032311/status/1634117155716251648/video/1
[1] https://twitter.com/sizwesakithi1/status/1635934731102461953/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1044] twitter.com
[26] co.za
[9] org.za
[6] news24.com
[2] youtube.com
[2] gov.za
[1] spotify.com
[1] instagram.com
[1] impactinafrica.com
[1] outlook.com

Top Domains in Tweet in G1:
[83] twitter.com
[6] org.za
[1] spotify.com
[1] gov.za

Top Domains in Tweet in G2:
[518] twitter.com
[5] co.za
[4] news24.com
[2] org.za
[2] youtube.com
[1] newzimbabwe.com
[1] sabcnews.com
[1] jacarandafm.com
[1] impactinafrica.com
[1] outlook.com

Top Domains in Tweet in G3:
[25] twitter.com
[2] co.za

Top Domains in Tweet in G4:
[29] twitter.com

Top Domains in Tweet in G5:
[109] twitter.com
[1] gov.za
[1] news24.com
[1] org.za

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

Top Domains in Tweet in G7:
[66] twitter.com

Top Domains in Tweet in G8:
[38] twitter.com
[2] co.za
[1] instagram.com
[1] zimeye.net

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1862] putsouthafricansfirst
[742] operationdudula
[495] voetsekeff
[233] wewantourcountryback
[209] notonationalshutdown
[145] voetsekanc
[93] employsouthafricans
[92] nationalshutdown
[56] agenda2024elections
[37] putsouthafricafirst



Top Hashtags in Tweet in G1:
[134] putsouthafricansfirst
[38] operationdudula
[30] voetsekeff
[23] mckenzie2024
[19] wewantourcountryback
[13] pavision2024
[10] thelasthope
[10] notonationalshutdown
[9] weareready
[6] gaytonmckenzieforpresident

Top Hashtags in Tweet in G2:
[768] putsouthafricansfirst
[369] operationdudula
[115] voetsekanc
[85] employsouthafricans
[65] voetsekeff
[55] nationalshutdown
[51] wewantourcountryback
[47] agenda2024elections
[30] zimbabweans
[24] vusi

Top Hashtags in Tweet in G3:
[121] putsouthafricansfirst
[44] voetsekeff
[17] notonationalshutdown
[15] operationdudula
[4] wewantourcountryback
[1] shutdownsa
[1] ministermotsoaledi
[1] mckenzie2024
[1] agenda2024elections
[1] nationalshutdown

Top Hashtags in Tweet in G4:
[222] voetsekeff
[109] notonationalshutdown
[94] putsouthafricansfirst
[13] operationdudula
[5] wewantourcountryback
[2] voetsekanc
[1] securesborders
[1] agenda2024elections
[1] ministermotsoaledi
[1] atdfasa

Top Hashtags in Tweet in G5:
[157] putsouthafricansfirst
[60] wewantourcountryback
[26] voetsekeff
[14] operationdudula
[14] notonationalshutdown
[7] voetsekanc
[6] ministermotsoaledi
[5] arrestcorruptofficials
[5] nationalshutdown
[4] bhekicele

Top Hashtags in Tweet in G6:
[60] putsouthafricansfirst
[20] voetsekeff
[14] wewantourcountryback
[9] notonationalshutdown
[9] operationdudula
[7] voetsekanc
[2] putsouthaficansfirst
[1] puttunisiansfirst
[1] ramaphosa
[1] apartheid

Top Hashtags in Tweet in G7:
[198] putsouthafricansfirst
[109] operationdudula
[30] voetsekeff
[11] notonationalshutdown
[6] wewantourcountryback
[3] onsbaizanie
[1] putsouthaficansfirst
[1] wesouthafricans
[1] voetsekanc
[1] shutdownsa

Top Hashtags in Tweet in G8:
[93] putsouthafricansfirst
[66] operationdudula
[18] nationalshutdown
[14] voetsekeff
[8] unemployment
[6] notonationalshutdown
[5] powerdrive
[5] wewantourcountryback
[4] voetsekanc
[3] agenda2024elections

Top Hashtags in Tweet in G9:
[112] putsouthafricansfirst
[76] operationdudula
[66] wewantourcountryback
[14] voetsekeff
[9] notonationalshutdown
[2] putsouthafricafirst
[2] nationalshutdown
[2] southafricaforsouthafrican
[1] opeeationdudula
[1] voetsekanc

Top Hashtags in Tweet in G10:
[46] putsouthafricansfirst
[32] operationdudula
[16] putsouthafricafirst
[4] voetsekeff
[3] wewantourcountryback
[2] psaf
[1] sithelo
[1] paulmashatile
[1] employsouthafricans
[1] voetsekanc

Top Words
Top Words in Tweet in Entire Graph:
[1862] #putsouthafricansfirst
[1709] south
[834] justicemeb
[796] mphothegreatest
[741] #operationdudula
[740] country
[672] ruraltarain_2
[653] illegal
[652] africa
[584] psaflive

Top Words in Tweet in G1:
[509] south
[455] gaytonmck
[438] psaflive
[437] illegal
[426] watch
[421] stop
[420] notion
[420] hiring
[420] lazy
[420] calling

Top Words in Tweet in G2:
[768] #putsouthafricansfirst
[369] #operationdudula
[331] south
[258] justicemeb
[199] country
[171] africans
[153] africa
[148] mphothegreatest
[129] illegal
[128] sa

Top Words in Tweet in G3:
[348] mphothegreatest
[204] south
[164] africans
[137] africa
[122] country
[121] being
[121] #putsouthafricansfirst
[104] come
[96] racist
[96] imperialist

Top Words in Tweet in G4:
[322] ruraltarain_2
[267] south
[222] #voetsekeff
[131] africa
[129] country
[123] ths
[118] eff
[117] never
[116] being
[112] done

Top Words in Tweet in G5:
[284] justicemeb
[157] #putsouthafricansfirst
[114] id
[99] shop
[82] selling
[82] made
[80] saps
[80] drugs
[80] bangladeshis
[80] south

Top Words in Tweet in G6:
[208] island_tribe17
[148] water
[145] dam
[145] invasive
[145] infested
[145] hyacinth
[145] harties
[145] actually
[145] pic
[145] below

Top Words in Tweet in G7:
[198] #putsouthafricansfirst
[144] apricot76603491
[119] country
[108] #operationdudula
[93] san
[93] manje
[93] ziyakhala
[93] nation
[93] protect
[62] south

Top Words in Tweet in G8:
[113] umalumewabantu
[93] #putsouthafricansfirst
[90] south
[66] #operationdudula
[55] countries
[46] talk
[38] fikile
[38] action
[37] translated
[37] justicemeb

Top Words in Tweet in G9:
[112] #putsouthafricansfirst
[76] #operationdudula
[66] #wewantourcountryback
[56] sadi18032311
[47] south
[42] justicemeb
[39] mastimpa
[39] leginaah
[27] mphothegreatest
[24] country

Top Words in Tweet in G10:
[46] #putsouthafricansfirst
[32] #operationdudula
[16] home
[16] cyril
[16] #putsouthafricafirst
[16] morning
[16] commander
[16] affairs
[16] ramaphosa
[16] president

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

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

Top Word Pairs in Tweet in G2:
[222] #putsouthafricansfirst,#operationdudula
[123] south,africa
[114] south,africans
[101] #operationdudula,#putsouthafricansfirst
[85] #operationdudula,#employsouthafricans
[82] #employsouthafricans,#voetsekanc
[38] africa,country
[37] #putsouthafricansfirst,movement
[36] illegal,foreigners
[35] brilliant,bangladeshis

Top Word Pairs in Tweet in G3:
[118] south,africa
[96] come,way
[96] being,run
[96] tell,africans
[96] somebody,tell
[96] racist,imperialist
[96] africans,come
[96] country,being
[96] way,south
[96] africa,country

Top Word Pairs in Tweet in G4:
[126] south,africa
[110] beloved,country
[110] country,#voetsekeff
[110] #voetsekeff,#voetsekeff
[110] stand,defend
[110] defend,beloved
[110] ourselves,together
[110] together,stand
[109] #voetsekeff,#putsouthafricansfir
[109] ruraltarain_2,ourselves

Top Word Pairs in Tweet in G5:
[79] arrested,selling
[79] shop,ci
[79] selling,drugs
[79] made,friday
[79] drugs,shop
[79] brilliant,bangladeshis
[79] tmpd,saps
[79] saps,made
[79] bangladeshis,arrested
[79] ci,tmpd

Top Word Pairs in Tweet in G6:
[145] below,plant
[145] harties,dam
[145] water,hyacinth
[145] infested,invasive
[145] pic,below
[145] plant,field
[145] actually,harties
[145] dam,infested
[145] invasive,water
[145] field,actually

Top Word Pairs in Tweet in G7:
[98] #putsouthafricansfirst,#operationdudula
[93] manje,san
[93] protect,nation
[93] ziyakhala,manje
[93] nation,country
[93] country,#putsouthafricansfirst
[93] san,protect
[92] apricot76603491,ziyakhala
[53] struu,knowing
[53] time,#putsouthafricansfirst

Top Word Pairs in Tweet in G8:
[42] #putsouthafricansfirst,#operationdudula
[37] mbalula,talk
[37] fikile,mbalula
[37] countries,wish
[37] talk,translated
[37] go,countries
[37] translated,action
[37] wish,fikile
[36] umalumewabantu,go
[36] action,#putsout

Top Word Pairs in Tweet in G9:
[66] #operationdudula,#putsouthafricansfirst
[58] #putsouthafricansfirst,#wewantourcountryback
[54] sadi18032311,#operationdudula
[39] leginaah,mastimpa
[39] #wewantourcountryback,leginaah
[16] south,africa
[13] south,africans
[9] eff,never
[9] done,nothing
[9] africa,done

Top Word Pairs in Tweet in G10:
[16] morning,#putsouthafricansfirst
[16] home,affairs
[16] #putsouthafricafirst,#operationdudula
[16] #operationdudula,president
[16] commander,morning
[16] cyril,ramaphosa
[16] #putsouthafricansfirst,#putsouthafricafirst
[16] president,cyril
[16] ramaphosa,home
[15] sthululudhlems,commander

Top Replied-To
Top Replied-To in Entire Graph:
@psaflive
@adfsafrica
@julius_s_malema
@lolobee052
@justicemeb
@cyrilramaphosa
@hermanmashaba
@ruraltarain_2
@ayas19463397
@effsouthafrica

Top Replied-To in G1:
@psaflive
@onsbaizanie
@enca
@masotobe39
@gaytonmck
@kagisomonyadiwa
@kidipotse
@phuthi53050848
@ishmael69471751
@da_dukeiv

Top Replied-To in G2:
@psaflive
@julius_s_malema
@cyrilramaphosa
@adfsafrica
@ayas19463397
@effsouthafrica
@lolobee052
@mbalulafikile
@sabcnews
@governmentza

Top Replied-To in G3:
@mphothegreatest
@iol

Top Replied-To in G4:
@lebohangbokako
@shwabada_sizwe
@ruraltarain_2
@ibrahimmabapa
@lolobee052
@psafpatriot
@thuram23
@psaflive
@mikebarendse
@chakabeta

Top Replied-To in G5:
@justicemeb
@african_child0
@nxesithulas
@hermanmashaba
@zukzfranco
@karenbayley4
@pgrumpman1
@erik_slang
@ayanda_mredlana
@homeaffairssa

Top Replied-To in G6:
@adfsafrica
@psaflive
@africafactszone
@peterobi
@taurusgirl011
@capricornfmnews
@matinyarare
@vuyo_mvoko
@biancavanwyk16
@island_tribe17

Top Replied-To in G7:
@nocoffe5
@istradi_2022
@stan87479150
@haem_o
@kingdon_za
@timeslive
@kenny_t_kunene

Top Replied-To in G8:
@newzroom405
@adfsafrica
@psaflive
@hermanmashaba
@sundaytimesza
@safmnews
@powerfm987
@daddyhope
@yodifiji
@theliberal_ie

Top Replied-To in G9:
@firstcitizenssa
@faithmazibukosa
@aluvera2

Top Replied-To in G10:
@psaflive
@snowkingoffici3
@vusisambo
@blacksuspect2k
@siphesihleinn19
@being_nocturnal
@fmehluli
@khaya01940731
@thetruthpanther
@lisasayssa1st

Top Mentioned
Top Mentioned in Entire Graph:
@justicemeb
@mphothegreatest
@ruraltarain_2
@psaflive
@gaytonmck
@island_tribe17
@apricot76603491
@homeaffairssa
@umalumewabantu
@mokgatjane_w

Top Mentioned in G1:
@gaytonmck
@psaflive
@mphothegreatest
@justicemeb
@ruraltarain_2
@mariokhumalo
@apricot76603491
@island_tribe17
@sadi18032311

Top Mentioned in G2:
@justicemeb
@mphothegreatest
@mokgatjane_w
@homeaffairssa
@ruraltarain_2
@myanc
@psaflive
@gaytonmck
@island_tribe17
@lolobee052

Top Mentioned in G3:
@mphothegreatest
@ruraltarain_2
@justicemeb
@mokgatjane_w
@sepedirock
@papa_khegu
@limpopo_san
@psaflive
@lolobee052

Top Mentioned in G4:
@ruraltarain_2
@sapoliceservice
@khu_ntshavheni
@mphothegreatest
@justicemeb
@island_tribe17
@apricot76603491
@lebohangbokako
@psaflive

Top Mentioned in G5:
@justicemeb
@homeaffairssa
@ruraltarain_2
@mphothegreatest
@vfsglobal
@nkunzink
@african_child0
@mokgatjane_w
@island_tribe17

Top Mentioned in G6:
@island_tribe17
@mphothegreatest
@justicemeb
@ruraltarain_2
@homeaffairssa
@mokgatjane_w
@zakimathebula
@presidencyza
@cyrilramaphosa

Top Mentioned in G7:
@apricot76603491
@justicemeb
@mphothegreatest
@ruraltarain_2
@island_tribe17
@psaflive
@gaytonmck
@umalumewabantu
@homeaffairssa

Top Mentioned in G8:
@umalumewabantu
@justicemeb
@mphothegreatest
@psaflive
@ruraltarain_2
@gaytonmck
@island_tribe17
@safmnews
@newzroom405
@mokgatjane_w

Top Mentioned in G9:
@sadi18032311
@justicemeb
@leginaah
@mastimpa
@mphothegreatest
@ruraltarain_2
@mokgatjane_w
@apricot76603491
@island_tribe17
@umalumewabantu

Top Mentioned in G10:
@justicemeb
@sthululudhlems
@psaflive
@mokgatjane_w
@saaymanbarry
@tito_mboweni
@mphothegreatest
@apricot76603491
@gaytonmck
@ruraltarain_2

Top Tweeters
Top Tweeters in Entire Graph:
@ayshamoolla
@alettaha
@businessinsider
@sabcnews
@skynews
@sabreakingnews
@mpho_pitsi_za
@bbcnews
@ori_rsa
@news24

Top Tweeters in G1:
@ramalokot
@kele_tebz
@kidipotse
@magleesta
@joeweecarter90
@t_khule
@_wiseysa
@mkhuhmbulazi
@majavuthabiso
@mxobrowneyes

Top Tweeters in G2:
@businessinsider
@sabcnews
@skynews
@sabreakingnews
@bbcnews
@news24
@cnn
@dailymailuk
@jacanews
@timeslive

Top Tweeters in G3:
@alettaha
@iol
@zhitovic
@emkem_mike
@lindsaymanthey
@shabs_i_r
@logicaldebate
@monatereal
@ndumisotseeke
@moreki_mo

Top Tweeters in G4:
@benjiseitlhamo
@coelho_kgaladi
@kabelodick
@havdh4024
@iam_honcho_sa
@nes_kamogelo
@marinavanzyl
@girl_ntusi
@kenkoen
@genefmyburgh

Top Tweeters in G5:
@ayshamoolla
@yifilim
@mrmotsubi
@carl_ce50
@kgotsomaphike
@leuba_ramakadi
@ceciliambatha3
@madooramopedi
@kingvustro
@kingsman_24_

Top Tweeters in G6:
@mpho_pitsi_za
@mmgift00
@lavitosoul
@theenosh
@mathenjm
@mthabinejustice
@lion_for_truth
@kim_erlyseb
@island_tribe17
@biancavanwyk16

Top Tweeters in G7:
@ori_rsa
@rulzkay1_
@kingdon_za
@pali_matli
@teebogo7
@thomas_somo
@peterbroggs
@kasiprototype
@niniqhawekazi
@xolilet01

Top Tweeters in G8:
@powerfm987
@safmnews
@sundaytimesza
@kitmokoka
@khofumoahloli
@southafricansp1
@thedynamicone3
@thabisotema
@mpotse20
@bazothise

Top Tweeters in G9:
@gtp_traffstats
@michael85704536
@sadi18032311
@gautengprovince
@bwgovernment
@jeffdumisani
@bantuascendancy
@gp_commsafety
@bv523
@lefophanafresh

Top Tweeters in G10:
@vusisambo
@maandamandiky1
@saaymanbarry
@lisasayssa1st
@nokwanekgabo
@madelin30664814
@takasiso
@fmehluli
@faye_022
@othumbeza