#PutSouthAfricansFirst , Twitter, 2/12/2023 7:48:11 PM, 289278


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#PutSouthAfricansFirst _2023-02-12_11-36-26.xlsx
#PutSouthAfricansFirst _2023-02-12_11-36-26.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 12, 2023
Short Description:
#PutSouthAfricansFirst via NodeXL https://bit.ly/3lull8n
@psaflive
@umalumewabantu
@ruraltarain_2
@tsentsho1
@shokwakhe16
@ancisacurse
@chris_ram1
@elmogatsheni
@ofs5b
@apricot76603491

Top hashtags:
#putsouthafricansfirst
#operationdudula
#voetsekanc

Description:
Description
The graph represents a network of 2,492 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 2/11/2023 5:00:56 PM. The network was obtained from Twitter on Sunday, 12 February 2023 at 19:42 UTC.

The tweets in the network were tweeted over the 1498-day, 7-hour, 13-minute period from Saturday, 05 January 2019 at 17:07 UTC to Sunday, 12 February 2023 at 00:20 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 : 2492
Unique Edges : 2371
Edges With Duplicates : 10375
Total Edges : 12746
Number of Edge Types : 9
Retweet : 3873
MentionsInRetweet : 5367
Replies to : 527
MentionsInReplyTo : 1109
Tweet : 684
Quote : 531
Mentions : 379
MentionsInQuote : 233
MentionsInQuoteReply : 43
Self-Loops : 923
Reciprocated Vertex Pair Ratio : 0.0142172259877666
Reciprocated Edge Ratio : 0.0280358598207009
Connected Components : 32
Single-Vertex Connected Components : 15
Maximum Vertices in a Connected Component : 2409
Maximum Edges in a Connected Component : 12560
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.337134
Graph Density : 0.000988309116672348
Modularity : 0.287525
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,492 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 2/11/2023 5:00:56 PM. The network was obtained from Twitter on Sunday, 12 February 2023 at 19:42 UTC.

The tweets in the network were tweeted over the 1498-day, 7-hour, 13-minute period from Saturday, 05 January 2019 at 17:07 UTC to Sunday, 12 February 2023 at 00:20 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:
[236] https://twitter.com/1DUDULA/status/1612159493651009539/photo/1
[41] https://twitter.com/1DUDULA/status/1612158877985918977/photo/1
[32] https://www.africanews24-7.co.za/index.php/southafricaforever/investigation-chilling-curse-black-healthcare-professionals-south-africa/
[30] https://twitter.com/i/spaces/1gqGvyMjApeKB
[26] https://twitter.com/Shokwakhe16/status/1621383352757501954/photo/1
[24] https://twitter.com/qwofyelement/status/1611819054888624129/video/1
[16] https://mg.co.za/news/2023-01-25-standard-bank-employee-steals-r6-3-million-in-clever-scam/
[12] https://twitter.com/Mswati2020/status/1618562601746849794/photo/1
[10] https://twitter.com/SboshPatriot/status/1613239796192755713/photo/1
[5] https://twitter.com/mokgatjane_w/status/1617005076857454597/photo/1

Top URLs in Tweet in G1:
[19] https://twitter.com/i/spaces/1gqGvyMjApeKB
[16] https://twitter.com/1DUDULA/status/1612159493651009539/photo/1
[8] https://twitter.com/SboshPatriot/status/1613239796192755713/photo/1
[4] https://mg.co.za/news/2023-01-25-standard-bank-employee-steals-r6-3-million-in-clever-scam/
[4] https://twitter.com/GP_CommSafety/status/1620820711060418562/photo/1
[4] https://twitter.com/Shokwakhe16/status/1621383352757501954/photo/1
[4] https://twitter.com/MathibaneTebogo/status/1622924194894737408/photo/1
[4] https://twitter.com/Zee_Seed9/status/1530079229513195522/photo/1
[3] https://twitter.com/1DUDULA/status/1612158877985918977/photo/1
[3] https://twitter.com/i/spaces/1mnxeRkjRjQKX

Top URLs in Tweet in G2:
[204] https://twitter.com/1DUDULA/status/1612159493651009539/photo/1
[36] https://twitter.com/1DUDULA/status/1612158877985918977/photo/1
[7] https://twitter.com/i/spaces/1gqGvyMjApeKB
[4] https://twitter.com/MbalulaFikile/status/1615327148134244354/photo/1
[4] https://twitter.com/MYANC/status/1611842128035909632/photo/1
[4] https://twitter.com/ElmoGatsheni/status/1613682416001994752/photo/1
[4] https://twitter.com/ElmoGatsheni/status/1612154162908651521/photo/1
[4] https://twitter.com/TheTruthPanther/status/1614505403550662662/photo/1
[4] https://twitter.com/JusticeMEB/status/1616891694145847298/photo/1
[4] https://twitter.com/Abramjee/status/1621441742309392384/photo/1

Top URLs in Tweet in G3:
[4] https://twitter.com/PSAFLIVE/status/1617845832413507584/photo/1
[4] https://twitter.com/PSAFLIVE/status/1620340528549359617/photo/1
[4] https://twitter.com/PSAFLIVE/status/1619320715186180097/photo/1
[4] https://twitter.com/1DUDULA/status/1612159493651009539/photo/1
[4] https://twitter.com/Siga_Sixty/status/1614848244407832576/photo/1
[4] https://twitter.com/Shokwakhe16/status/1621383352757501954/photo/1
[4] https://twitter.com/DlaminiZuma/status/1610332247797678082/photo/1
[3] https://twitter.com/PSAFLIVE/status/1622888796051193858/photo/1
[3] https://twitter.com/PSAFLIVE/status/1619312498041307137/photo/1
[3] https://twitter.com/PSAFLIVE/status/1610509897036357632/photo/1

Top URLs in Tweet in G4:
[4] https://twitter.com/1DUDULA/status/1612159493651009539/photo/1
[4] https://twitter.com/Mphothegreatest/status/1611580761496330242/photo/1
[4] https://twitter.com/VehicleTrackerz/status/1621195169814007808/photo/1
[4] https://twitter.com/VehicleTrackerz/status/1619299460198326273/photo/1
[4] https://twitter.com/VehicleTrackerz/status/1615001196833431552/photo/1
[3] https://twitter.com/Umalumewabantu/status/1620793567466885120/photo/1
[3] https://twitter.com/tshwane_mayor/status/1612791678879817728/photo/1
[2] https://twitter.com/Umalumewabantu/status/1620325707607072768/photo/1
[2] https://twitter.com/daddyhope/status/1621733676860964864/photo/1
[2] https://twitter.com/VehicleTrackerz/status/1623764308634005512/photo/1

Top URLs in Tweet in G5:
[6] https://twitter.com/Mswati2020/status/1618562601746849794/photo/1
[4] https://twitter.com/Ruraltarain_2/status/1614980131130425345/photo/1
[4] https://twitter.com/MDNnewss/status/1612380611930382336/photo/1
[2] https://twitter.com/Ruraltarain_2/status/1617194460219150337/photo/1
[2] https://twitter.com/tngobz/status/1618202082439487489/photo/1
[1] https://twitter.com/latissimusdor14/status/1621503784521465857
[1] https://twitter.com/Ruraltarain_2/status/1622120990133178368/photo/1
[1] https://twitter.com/Ruraltarain_2/status/1615220407140769792/video/1
[1] https://twitter.com/Ruraltarain_2/status/1614980131130425345
[1] https://twitter.com/eNCA/status/1616140282445312001

Top URLs in Tweet in G6:
[14] https://twitter.com/Shokwakhe16/status/1621383352757501954/photo/1
[7] https://mg.co.za/news/2023-01-25-standard-bank-employee-steals-r6-3-million-in-clever-scam/
[4] https://twitter.com/FraudWatchZA/status/1622217543933956096/photo/1
[4] https://twitter.com/GustavOpperman1/status/1616457332099014664/photo/1
[4] https://twitter.com/AfricaFactsZone/status/1613111515393200131/photo/1
[4] https://twitter.com/mr_shimmy/status/1613872541159882753/photo/1
[3] https://twitter.com/InnocentMtswen2/status/1618582022641037313/photo/1
[2] https://twitter.com/mokgatjane_w/status/1617005076857454597/photo/1
[2] https://twitter.com/AfricaFactsZone/status/1617080787211538435/photo/1
[2] https://twitter.com/ntwaagae/status/1615990053003460610/photo/1

Top URLs in Tweet in G7:
[2] https://twitter.com/Tsentsho1/status/1618287162025447427/video/1
[1] https://twitter.com/NellyMiya/status/1616321995507105793
[1] https://twitter.com/Tsentsho1/status/1609938049294647299/video/1
[1] https://twitter.com/Zpap2021/status/1610643424558092295/photo/1
[1] https://twitter.com/Zpap2021/status/1610643424558092295
[1] https://twitter.com/NellyMiya/status/1616321995507105793/photo/1
[1] https://twitter.com/SaaymanBarry/status/1608407297859981313/photo/1
[1] https://twitter.com/TheRadicalTrey/status/1610221289427312640
[1] https://twitter.com/mokgatjane_w/status/1617005076857454597/photo/1

Top URLs in Tweet in G8:
[4] https://twitter.com/1DUDULA/status/1612159493651009539/photo/1
[3] https://twitter.com/biasseDDD/status/1615423268017606667/photo/1
[3] https://twitter.com/FirstCitizensSA/status/1601546104654692355/photo/1
[2] https://twitter.com/live7_news/status/1619391982870331395/photo/1
[1] https://twitter.com/Apricot76603491/status/1617581931667025921/photo/1
[1] https://twitter.com/mokgatjane_w/status/1617005076857454597/photo/1
[1] https://twitter.com/ActionSAGP/status/1617814324067860481
[1] https://twitter.com/SboshPatriot/status/1613239796192755713/photo/1
[1] https://twitter.com/Motheo2009/status/1611014492372049926/photo/1
[1] https://twitter.com/Motheo2009/status/1612480478459711488/photo/1

Top URLs in Tweet in G9:
[2] https://twitter.com/Shokwakhe16/status/1621383352757501954/photo/1
[2] https://twitter.com/mbuso_siera/status/1613534364184240129/photo/1
[1] https://twitter.com/Chris_Ram1/status/1617243336288469001/photo/1
[1] https://twitter.com/JSamanyara/status/1622925209282961408
[1] https://twitter.com/ZinhleMamfengu/status/1622483372235710465
[1] https://twitter.com/PSAFLIVE/status/1616353681330380800
[1] https://twitter.com/Tshitiso0/status/1613463886686027776/photo/1
[1] https://twitter.com/deptoflabour/status/1611211031212081154/photo/1
[1] https://twitter.com/deptoflabour/status/1612751255511646209/photo/1
[1] https://twitter.com/Cyza/status/1611049290708750344/photo/1

Top URLs in Tweet in G10:
[2] https://twitter.com/ZungulaVuyo/status/1618888449947467778
[1] https://twitter.com/ZungulaVuyo/status/1263890048434548736/video/1
[1] https://twitter.com/MalukaBlaq/status/1293747230722097152/video/1
[1] https://twitter.com/PSAFLIVE/status/1613863328807325697
[1] https://twitter.com/TheRealGobetse/status/1613849548543115265
[1] https://twitter.com/ADFSAfrica/status/1624012566933434369
[1] https://twitter.com/PSAFLIVE/status/1618514613116731394
[1] https://twitter.com/ntsikimazwai/status/1615953698550693890/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1750] twitter.com
[82] co.za
[11] news24.com
[6] gov.za
[3] org.za
[2] facebook.com
[2] countries.you
[2] sabcnews.com
[2] do.so
[2] enca.com

Top Domains in Tweet in G1:
[534] twitter.com
[18] co.za
[7] news24.com
[1] dw.com
[1] do.so
[1] newzimbabwe.com
[1] change.org
[1] office.com
[1] msn.com
[1] org.za

Top Domains in Tweet in G2:
[692] twitter.com
[16] co.za
[6] gov.za
[4] news24.com
[2] org.za
[2] enca.com
[2] facebook.com
[2] countries.you
[1] sabcnews.com
[1] youtu.be

Top Domains in Tweet in G3:
[141] twitter.com
[3] co.za
[1] withinnigeria.com
[1] nigeriabombshell.com
[1] bangkokpost.com

Top Domains in Tweet in G4:
[73] twitter.com
[1] com.gh
[1] theliberal.ie

Top Domains in Tweet in G5:
[54] twitter.com
[1] co.za
[1] co.uk

Top Domains in Tweet in G6:
[80] twitter.com
[9] co.za

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

Top Domains in Tweet in G8:
[40] twitter.com
[1] co.za

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2669] putsouthafricansfirst
[1049] operationdudula
[399] voetsekanc
[245] employsouthafricans
[236] psaf
[236] operationsdudula
[127] wewantourcountryback
[120] atdf
[109] dudula
[83] putsouthaficansfirst



Top Hashtags in Tweet in G1:
[831] putsouthafricansfirst
[416] operationdudula
[256] voetsekanc
[212] employsouthafricans
[51] wewantourcountryback
[30] standupsa
[26] operationsdudula
[24] capetown
[21] psaf
[17] nationalshutdown

Top Hashtags in Tweet in G2:
[751] putsouthafricansfirst
[303] operationdudula
[104] psaf
[90] dudula
[74] voetsekanc
[57] atdf
[50] immigrationcrisis
[40] operationsdudula
[34] voetsekeff
[29] putsouthaficansfirst

Top Hashtags in Tweet in G3:
[210] putsouthafricansfirst
[98] operationsdudula
[80] operationdudula
[11] voetsekanc
[8] psaf
[6] wewantourcountryback
[4] atdf
[4] employsouthafricans
[3] dudula
[3] buyamthetho

Top Hashtags in Tweet in G4:
[85] putsouthafricansfirst
[47] operationdudula
[22] anc111
[10] operationsdudula
[7] voetsekanc
[5] putsouthaficansfirst
[5] nationalshutdown
[5] wewantourcountryback
[4] psaf
[3] putsouthafricafirst

Top Hashtags in Tweet in G5:
[127] putsouthafricansfirst
[35] operationdudula
[26] voetsekanc
[16] sešhegoserialkiller
[16] operationsdudula
[14] putsouthaficansfirst
[9] securesaborders
[9] putsouthafricafirst
[9] nationalshutdown
[7] psaf

Top Hashtags in Tweet in G6:
[187] putsouthafricansfirst
[75] operationdudula
[31] atdf
[13] wewantourcountryback
[10] operationsdudula
[7] satourism
[6] voetsekanc
[5] psaf
[5] hiresouthafricans
[4] sešhegoserialkiller

Top Hashtags in Tweet in G7:
[21] putsouthafricansfirst
[10] operationdudula
[4] operationsdudula
[1] putsouthafricafirst
[1] voetsekanc
[1] voetsekpanafricanism
[1] cyrilramaphosa
[1] atdf
[1] psaf

Top Hashtags in Tweet in G8:
[177] putsouthafricansfirst
[73] psaf
[39] operationdudula
[20] wewantourcountryback
[18] putsouthaficansfirst
[17] anc111
[16] putsouthafricafirst
[12] operationsdudula
[7] cyrilramaphosa
[7] nationalshutdown

Top Hashtags in Tweet in G9:
[74] putsouthafricansfirst
[27] operationdudula
[15] operationsdudula
[10] psaf
[6] voetsekanc
[3] putsouthafricafirst
[3] sešhegoserialkiller
[2] putsouthaficansfirst
[2] wewantourcountryback
[2] employsouthafricans

Top Hashtags in Tweet in G10:
[85] putsouthafricansfirst
[3] voetsekanc
[3] operationdudula
[2] operationsdudula
[1] 29augustcitizensmarch
[1] eff
[1] openborders
[1] afrikaans
[1] atdf
[1] psaf

Top Words
Top Words in Tweet in Entire Graph:
[2671] #putsouthafricansfirst
[1414] south
[1049] #operationdudula
[664] psaflive
[654] africa
[614] illegal
[537] country
[503] africans
[502] tshwane
[496] kids

Top Words in Tweet in G1:
[831] #putsouthafricansfirst
[416] #operationdudula
[306] south
[256] #voetsekanc
[212] #employsouthafricans
[178] illegal
[149] africa
[142] country
[141] africans
[116] sa

Top Words in Tweet in G2:
[753] #putsouthafricansfirst
[340] south
[303] #operationdudula
[195] africa
[138] illegal
[135] psaflive
[130] foreigners
[128] people
[111] newzroom405
[110] enca

Top Words in Tweet in G3:
[260] psaflive
[231] placed
[230] kids
[211] tshwane
[210] #putsouthafricansfirst
[199] south
[134] foreign
[132] african
[123] region
[119] parents

Top Words in Tweet in G4:
[240] umalumewabantu
[147] anc
[132] south
[91] #
[85] #putsouthafricansfirst
[81] something
[79] deny
[79] need
[79] wrong
[79] power

Top Words in Tweet in G5:
[185] ruraltarain_2
[127] #putsouthafricansfirst
[81] today
[80] against
[79] south
[71] useless
[70] find
[69] fighting
[68] matinyarare
[68] funny

Top Words in Tweet in G6:
[187] #putsouthafricansfirst
[155] shokwakhe16
[125] south
[77] illegal
[75] #operationdudula
[57] immigrants
[56] government
[55] african
[53] such
[51] called

Top Words in Tweet in G7:
[320] capture
[163] government
[163] country
[162] having
[161] problem
[160] police
[160] tsentsho1
[160] politicians
[160] officials
[21] #putsouthafricansfirst

Top Words in Tweet in G8:
[177] #putsouthafricansfirst
[77] need
[74] apricot76603491
[73] #psaf
[73] another
[72] mabahambe
[72] amadudula
[72] extension
[72] patriot
[72] support

Top Words in Tweet in G9:
[116] chris_ram1
[102] san
[74] #putsouthafricansfirst
[68] best
[66] tip
[65] kingjoelaw1
[64] waiter
[64] wrote
[64] chain
[64] food

Top Words in Tweet in G10:
[85] #putsouthafricansfirst
[80] south
[69] africans
[67] zungulavuyo
[65] trade
[65] city
[65] township
[65] rural
[65] economy
[65] inner

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[552] #putsouthafricansfirst,#operationdudula
[517] south,africa
[469] south,africans
[438] kids,placed
[404] south,african
[292] tshwane,region
[245] #operationdudula,#employsouthafricans
[244] #employsouthafricans,#voetsekanc
[239] #operationdudula,#putsouthafricansfirst
[222] foreign,kids

Top Word Pairs in Tweet in G1:
[290] #putsouthafricansfirst,#operationdudula
[212] #operationdudula,#employsouthafricans
[211] #employsouthafricans,#voetsekanc
[123] south,africans
[113] south,africa
[80] #operationdudula,#putsouthafricansfirst
[73] illegal,immigrants
[63] south,african
[60] illegal,foreigner
[56] kids,placed

Top Word Pairs in Tweet in G2:
[161] south,africa
[107] #operationdudula,#putsouthafricansfirst
[105] sabcnews,enca
[105] enca,newzroom405
[103] #putsouthafricansfirst,#operationdudula
[94] south,africans
[78] south,african
[70] illegal,foreigners
[51] #dudula,#operationdudula
[51] #psaf,sabcnews

Top Word Pairs in Tweet in G3:
[228] kids,placed
[131] south,african
[122] tshwane,region
[114] ga,rankuwa
[114] long,queues
[114] placed,foreign
[114] african,parents
[114] foreign,kids
[114] parents,frustrated
[114] frustrated,kids

Top Word Pairs in Tweet in G4:
[77] anc,power
[77] remove,anc
[76] urgently,need
[76] something,horribly
[76] still,deny
[76] deny,urgently
[76] need,remove
[76] horribly,wrong
[76] power,something
[75] umalumewabantu,still

Top Word Pairs in Tweet in G5:
[68] sanctions,find
[68] matinyarare,life
[68] funny,today
[68] rutendo,matinyarare
[68] fighting,against
[68] against,sanctions
[68] today,believe
[68] believe,rutendo
[68] danger,fighting
[68] life,danger

Top Word Pairs in Tweet in G6:
[57] illegal,immigrants
[52] south,african
[47] thapelo,amad
[47] #putsouthafricansfirst,#operationdudula
[47] called,mayor
[47] useless,government
[47] mayor,thapelo
[47] amad,imposter
[47] malawi,such
[47] imposter,malawi

Top Word Pairs in Tweet in G7:
[160] having,problem
[160] government,officials
[160] country,capture
[160] police,government
[160] capture,police
[160] capture,politicians
[160] problem,country
[160] politicians,capture
[159] tsentsho1,having
[8] kids,placed

Top Word Pairs in Tweet in G8:
[72] amadudula,#psaf
[72] extension,#putsouthafricansfirst
[72] support,amadudula
[72] another,extension
[72] #psaf,mabahambe
[72] patriot,support
[72] mabahambe,need
[72] need,another
[71] #putsouthafricansfirst,#operationdud
[71] apricot76603491,patriot

Top Word Pairs in Tweet in G9:
[64] chris_ram1,learnt
[64] told,waiter
[64] wrote,invoice
[64] learnt,best
[64] chain,kolonnade
[64] waiter,tip
[64] invoice,told
[64] best,kingjoelaw1
[64] tip,sans
[64] kingjoelaw1,food

Top Word Pairs in Tweet in G10:
[69] south,africans
[65] inner,city
[65] economy,#putsouthafricansfirst
[65] rural,inner
[65] trade,township
[65] africans,trade
[65] city,economy
[65] township,rural
[64] zungulavuyo,south
[9] south,africa

Top Replied-To
Top Replied-To in Entire Graph:
@psaflive
@thetruthpanther
@gaytonmck
@cyrilramaphosa
@africafactszone
@ruraltarain_2
@mudgerulf
@nyebe_official
@zpap2021
@lesufi

Top Replied-To in G1:
@psaflive
@gaytonmck
@mudgerulf
@cyrilramaphosa
@lesufi
@thetruthpanther
@abdiguuled
@nyebe_official
@governmentza
@abramjee

Top Replied-To in G2:
@psaflive
@homeaffairssa
@apostledeza
@ofs5b
@mariusbroodryk
@nyebe_official
@sahrcommission
@adfsafrica
@hermanmashaba
@isephara

Top Replied-To in G3:
@psaflive
@joburgmpd
@stephaniebiko
@patriot2thecore
@nxesithulas
@10111mark
@trevourchaitezv
@fsidzamba
@proudly_mzansi

Top Replied-To in G4:
@daddyhope
@vehicletrackerz
@thetruthpanther
@adfsafrica
@abramjee
@khaya01940731
@maphulumpana
@mjondolo985
@matinyarare
@sgoloza007

Top Replied-To in G5:
@ruraltarain_2
@ma_davuka
@solphendukaa
@thapelow13
@joburgmpd
@takealot
@adfsafrica
@jeffdumisani
@vnwaneri
@nomsa_maseko

Top Replied-To in G6:
@africafactszone
@raisethealarm2
@pendragongha
@umzulu_onemali
@dabisakaxingash
@kengyanong1
@abramjee
@docphuti
@fraudwatchza
@thetruthpanther

Top Replied-To in G7:
@zpap2021
@stephangerber0
@deptoflabour
@k_khomotso
@riebvjanbeeck

Top Replied-To in G8:
@motheo2009
@myanc
@justjamal_
@nmoneedinkuli
@live7_news
@bull_brand811
@adfsafrica
@coenraad210377
@masotobe39
@ramalokot

Top Replied-To in G9:
@tshitiso0
@jiggsauce
@mudgerulf
@zinhlemamfengu
@chrisanti143
@_mashesha
@deepee66
@shokwakhe16
@psaflive

Top Replied-To in G10:
@ntsikimazwai
@ruraltarain_2
@themadking_sa
@dabskays
@aluvera2
@lesufi
@psaflive
@niekerksteve
@dlambulo_bhele

Top Mentioned
Top Mentioned in Entire Graph:
@psaflive
@umalumewabantu
@ruraltarain_2
@shokwakhe16
@chris_ram1
@tsentsho1
@apricot76603491
@newzroom405
@enca
@1dudula

Top Mentioned in G1:
@psaflive
@island_tribe17
@shokwakhe16
@joburgmpd
@umalumewabantu
@ruraltarain_2
@limpopo_san
@psafpatriot
@ancisacurse
@mudgerulf

Top Mentioned in G2:
@psaflive
@newzroom405
@enca
@1dudula
@sabcnews
@myanc
@ruraltarain_2
@ofs5b
@governmentza
@elmogatsheni

Top Mentioned in G3:
@psaflive
@smart_black_za
@mightijamie
@shokwakhe16
@ruraltarain_2
@umalumewabantu
@joburgmpd
@cityofjoburgza
@mphophalatse1
@ofs5b

Top Mentioned in G4:
@umalumewabantu
@psaflive
@mphothegreatest
@policezimbabwe
@daddyhope
@faith21972393
@psafpatriot
@ruraltarain_2
@shokwakhe16
@chris_ram1

Top Mentioned in G5:
@ruraltarain_2
@isephara
@psaflive
@shokwakhe16
@ofs5b
@umalumewabantu
@operationdudula
@apricot76603491
@mswati2020
@diivinesa

Top Mentioned in G6:
@shokwakhe16
@psaflive
@ruraltarain_2
@umalumewabantu
@africafactszone
@6b0594175411491
@ncongwaneka
@raisethealarm2
@the_yococo
@nhlakatoocrazy

Top Mentioned in G7:
@tsentsho1
@psaflive
@umalumewabantu
@shokwakhe16
@chris_ram1
@_katlego_1_
@ruraltarain_2
@island_tribe17
@joburgmpd
@sapoliceservice

Top Mentioned in G8:
@apricot76603491
@motheo2009
@psaflive
@ruraltarain_2
@umalumewabantu
@shokwakhe16
@ntombi_wa_sa
@chris_ram1
@myanc
@sapoliceservice

Top Mentioned in G9:
@chris_ram1
@psaflive
@ruraltarain_2
@shokwakhe16
@umalumewabantu
@apricot76603491
@homeaffairssa
@island_tribe17
@joburgmpd

Top Mentioned in G10:
@zungulavuyo
@psaflive
@shokwakhe16
@umalumewabantu
@ruraltarain_2
@lvovosa
@dlambulo_bhele

Top Tweeters
Top Tweeters in Entire Graph:
@reuters
@guardian
@ayshamoolla
@ntsikimazwai
@sabcnews
@kaleidoscopet0
@sabreakingnews
@dimakatsos05
@citypowerjhb
@news24

Top Tweeters in G1:
@news24
@ramalokot
@cnn
@dailymailuk
@iol
@ewnupdates
@nigerianewsdesk
@dwnews
@iam_kardas
@ewnreporter

Top Tweeters in G2:
@reuters
@ayshamoolla
@sabcnews
@kaleidoscopet0
@sabreakingnews
@citypowerjhb
@enca
@timeslive
@cci_network
@cityofjoburgza

Top Tweeters in G3:
@nkosivumileduma
@evidence_shongw
@sesingkutlwano
@theenosh
@chainshaftinc
@mthabinejustice
@moyaha_k
@kushtopianqueen
@khutsorapudi
@hlaha8610241

Top Tweeters in G4:
@yifilim
@2felas
@monde_mabhoza
@telangtr
@therealpholosho
@blacknotafrican
@xxxgp786
@khethamabaso31
@sibuuu_m
@hasuel_mathonsi

Top Tweeters in G5:
@ma_loj
@lindsaymanthey
@havdh4024
@cazawaty
@gomza49263288m
@mbawolive
@nyathiman
@nomsa_maseko
@refugees
@heraldzimbabwe

Top Tweeters in G6:
@teamnews24
@onenation70290
@fraudwatchza
@mansamu51600932
@msizi_agri
@mr_shimmy
@mpotse20
@motau22
@jasminei113
@thaboschoeman

Top Tweeters in G7:
@lozaah
@cash_chosen
@teebogo7
@mkhathini_03
@42566657pl
@kitmokoka
@thabo_moloiinc
@thambathambar
@nhlanhlakumalo3
@mkkhool

Top Tweeters in G8:
@lavitosoul
@mokone_eddie
@joy_zelda
@scholtzsusan
@mamorepo49
@cais_cassius
@fannienkosi1
@tsanwi
@british2012
@motheo2009

Top Tweeters in G9:
@thembarifumos
@thomas_somo
@mbuso_siera
@e___nigma
@sugadibambam
@cmg_tony
@sbusiso_mab
@chris_ram1
@cyza
@who_flungdung

Top Tweeters in G10:
@ntsikimazwai
@yonga_majay
@nokuzola_sa
@gudda_boogie
@tumikeboss_
@lira12_joy
@prudy_sa
@lad_maezy
@tatiluvani
@ndiligeza


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