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#WeWantOurCountryBack_2023-01-15_11-25-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 15, 2023
Short Description:
#WeWantOurCountryBack via NodeXL https://bit.ly/3H6Vj34
@juebertie
@woundedugandan
@intlcrimcourt
@keneth_robins
@honest__liar1
@hrw
@bbcbreaking
@mastimpa
@happyerics
@kmqkatie

Top hashtags:
#wewantourcountryback
#enoughlsenough
#generalelection

Description:
Description
The graph represents a network of 2,800 Twitter users whose recent tweets contained "#WeWantOurCountryBack", 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 19:38 UTC.

The tweets in the network were tweeted over the 749-day, 11-hour, 34-minute period from Saturday, 26 December 2020 at 13:20 UTC to Sunday, 15 January 2023 at 00:54 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 : 2800
Unique Edges : 3293
Edges With Duplicates : 9867
Total Edges : 13160
Number of Edge Types : 9
Retweet : 2753
MentionsInRetweet : 4862
MentionsInReplyTo : 1472
Tweet : 1248
Quote : 1592
Mentions : 500
Replies to : 604
MentionsInQuote : 109
MentionsInQuoteReply : 20
Self-Loops : 1408
Reciprocated Vertex Pair Ratio : 0.0266368791888641
Reciprocated Edge Ratio : 0.0518915299631738
Connected Components : 56
Single-Vertex Connected Components : 16
Maximum Vertices in a Connected Component : 2614
Maximum Edges in a Connected Component : 12845
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.760416
Graph Density : 0.000762262032358495
Modularity : 0.342957
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 2,800 Twitter users whose recent tweets contained "#WeWantOurCountryBack", 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 19:38 UTC.

The tweets in the network were tweeted over the 749-day, 11-hour, 34-minute period from Saturday, 26 December 2020 at 13:20 UTC to Sunday, 15 January 2023 at 00:54 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 : #WeWantOurCountryBack
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:
[402] https://twitter.com/happyerics/status/1588385319056920576/photo/1
[12] https://twitter.com/PSAFLIVE/status/1602708923060047876?t=rG1yqrXGWrzI7JTrjEK_5w&s=19
[12] https://twitter.com/MartinDaubney/status/1581208561669263361
[10] https://twitter.com/SboshPatriot/status/1613239796192755713/photo/1
[9] https://twitter.com/MARIUSBROODRYK/status/1574381195038695426/photo/1
[7] https://petition.parliament.uk/petitions/619781
[6] https://twitter.com/mastimpa/status/1574818598421512193/video/1
[6] https://twitter.com/WOLFwisdom58/status/1589409774914846725/photo/1
[5] https://twitter.com/MARIUSBROODRYK/status/1582224905533149184/photo/1
[5] https://twitter.com/boca_meda/status/1571573062063063043

Top URLs in Tweet in G1:
[12] https://twitter.com/MartinDaubney/status/1581208561669263361
[7] https://petition.parliament.uk/petitions/619781
[5] https://twitter.com/boca_meda/status/1571573062063063043
[5] https://twitter.com/RSPBEngland/status/1573366815568580613
[4] https://twitter.com/juebertie/status/1576640751353856000/photo/1
[4] https://twitter.com/juebertie/status/1576639282747703296/photo/1
[4] https://twitter.com/EuropeanPowell/status/1571601261912268800
[4] https://twitter.com/snb19692/status/1573404427247321088
[4] https://twitter.com/SkyNews/status/1575088541310361600
[4] https://twitter.com/PaulBrandITV/status/1576299941747576835

Top URLs in Tweet in G2:
[36] https://twitter.com/happyerics/status/1588385319056920576/photo/1
[6] https://twitter.com/mastimpa/status/1574818598421512193/video/1
[5] https://twitter.com/mastimpa/status/1596978509007581185/photo/1
[5] https://twitter.com/PSAFLIVE/status/1602708923060047876?t=rG1yqrXGWrzI7JTrjEK_5w&s=19
[4] https://twitter.com/JoburgMPD/status/1593116928444624897/photo/1
[4] https://twitter.com/1DUDULA/status/1612159493651009539/photo/1
[4] https://twitter.com/Abramjee/status/1575501942909898754/photo/1
[4] https://twitter.com/MYANC/status/1611842128035909632/photo/1
[4] https://twitter.com/Thedailytalksa/status/1576807505153458177/photo/1
[4] https://twitter.com/Mickzo/status/1612519435754954786/photo/1

Top URLs in Tweet in G3:
[329] https://twitter.com/happyerics/status/1588385319056920576/photo/1
[4] https://twitter.com/lindamagalakanq/status/1606382899682545666/photo/1
[3] https://twitter.com/karynmaughan/status/1598026615640195072/photo/1
[2] https://twitter.com/TheTruthPanther/status/1602688019655540736
[1] http://guys.Do
[1] https://twitter.com/happyerics/status/1609535166468308992/photo/1
[1] https://twitter.com/happyerics/status/1609524797071032320/photo/1
[1] https://twitter.com/happyerics/status/1609794886395478016/photo/1
[1] https://twitter.com/happyerics/status/1613519138458042369/photo/1
[1] https://twitter.com/happyerics/status/1613065450534977538/photo/1

Top URLs in Tweet in G4:
[19] https://twitter.com/happyerics/status/1588385319056920576/photo/1
[4] https://twitter.com/DiivineSA/status/1573571943445532674/photo/1
[1] https://twitter.com/Blacksoul_Sage/status/1570874406074720263/photo/1
[1] https://twitter.com/Blacksoul_Sage/status/1571088250403446785/photo/1
[1] https://twitter.com/Blacksoul_Sage/status/1575093894165020672/video/1
[1] https://twitter.com/Blacksoul_Sage/status/1585702064029663238/photo/1
[1] https://twitter.com/Blacksoul_Sage/status/1585557544466014208/photo/1
[1] https://twitter.com/Blacksoul_Sage/status/1586784893471952896/photo/1
[1] https://twitter.com/Blacksoul_Sage/status/1574858942815080465/photo/1
[1] https://twitter.com/Blacksoul_Sage/status/1588446605333696512/photo/1

Top URLs in Tweet in G5:
[7] https://twitter.com/MARIUSBROODRYK/status/1574381195038695426/photo/1
[7] https://twitter.com/happyerics/status/1588385319056920576/photo/1
[4] https://twitter.com/MARIUSBROODRYK/status/1582224905533149184/photo/1
[4] https://twitter.com/RSASTORIES/status/1612900491138154496/photo/1
[3] https://twitter.com/LouiseMapangu/status/1608411889033175040/photo/1
[3] https://twitter.com/RSASTORIES/status/1612907838392926208/photo/1
[3] https://twitter.com/AccountCitizens/status/1451265659057418244/video/1
[2] https://twitter.com/mastimpa/status/1572142678195716097
[2] https://twitter.com/Mphothegreatest/status/1612429296554987521/photo/1
[2] https://twitter.com/AccountCitizens/status/1457023998580166656/photo/1

Top URLs in Tweet in G6:
[10] https://twitter.com/happyerics/status/1588385319056920576/photo/1
[8] https://twitter.com/SboshPatriot/status/1613239796192755713/photo/1
[7] https://twitter.com/PSAFLIVE/status/1602708923060047876?t=rG1yqrXGWrzI7JTrjEK_5w&s=19
[4] https://twitter.com/SboshPatriot/status/1591628042170142727/photo/1
[4] https://twitter.com/Motheo2009/status/1612506555387092992/photo/1
[3] https://twitter.com/SboshPatriot/status/1586303104466948096/photo/1
[3] https://twitter.com/i/spaces/1mnxeRkjRjQKX
[2] https://twitter.com/SboshPatriot/status/1591629316458221569/photo/1
[2] https://twitter.com/Maveste21105389/status/1607707151098601478?t=NmWZxPDYU6E2tGP2AOIHRA&s=19
[2] https://twitter.com/PSAFLIVE/status/1605202500579397632?t=DGIigVY1xBds2YJ0_tzp6w&s=19

Top URLs in Tweet in G7:
[4] https://twitter.com/woundedUgandan/status/1594782296334376962/photo/1
[4] https://twitter.com/NUP_Ug/status/1601244550517108737/photo/1
[3] https://twitter.com/SwedEnvoyUganda/status/1595679362581516293/photo/1
[2] https://twitter.com/woundedUgandan/status/1592918053410725888/photo/1
[2] https://twitter.com/Smith_JeffreyT/status/1589606904770473984/photo/1
[2] https://twitter.com/UKinUganda/status/1592802903684943875/photo/1
[1] https://twitter.com/woundedUgandan/status/1596785065060884480/photo/1
[1] https://twitter.com/woundedUgandan/status/1590046358571929600/photo/1
[1] https://twitter.com/woundedUgandan/status/1589687033470930946/photo/1
[1] https://twitter.com/AidenKaliisa/status/1591289772525453312

Top URLs in Tweet in G8:
[2] https://twitter.com/Phathu_Mrceo/status/1342822589941608451/photo/1

Top URLs in Tweet in G9:
[1] https://www.foxnews.com/politics/wh-adviser-keisha-lance-bottoms-says-maga-republicans-want-destroy-united-states-america

Top URLs in Tweet in G10:
[3] https://twitter.com/VehicleTrackerz/status/1587564705492746245/photo/1
[2] https://twitter.com/EducationGP1/status/1602654737219862528/photo/1
[1] https://twitter.com/VehicleTrackerz/status/1586072068717572096/photo/1
[1] https://twitter.com/VehicleTrackerz/status/1577042851392761856/video/1
[1] https://twitter.com/VehicleTrackerz/status/1574787510064058370/video/1
[1] https://www.herald.co.zw/zim-ranks-high-as-most-improved-sadc-member/
[1] https://twitter.com/EducationGP1/status/1578795310419017728/video/1
[1] https://twitter.com/VehicleTrackerz/status/1587564705492746245
[1] https://twitter.com/BMrehwa/status/1574040384203735042/photo/1
[1] https://twitter.com/treasure_mn7/status/1573657246164213760/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[3010] twitter.com
[30] co.uk
[24] theguardian.com
[20] co.za
[12] news24.com
[8] parliament.uk
[6] youtube.com
[3] youtu.be
[3] urbandictionary.com
[2] cityam.com

Top Domains in Tweet in G1:
[1830] twitter.com
[28] co.uk
[24] theguardian.com
[8] parliament.uk
[2] cityam.com
[2] goodlawproject.org
[2] bylinetimes.com
[2] actionnetwork.org
[1] facebook.com
[1] trib.al

Top Domains in Tweet in G2:
[412] twitter.com
[20] co.za
[7] news24.com
[3] urbandictionary.com
[2] gov.za
[2] youtu.be
[1] enca.com
[1] sabcnews.com
[1] takealot.com
[1] facebook.com

Top Domains in Tweet in G3:
[378] twitter.com
[1] guys.do
[1] care.my
[1] failure.you
[1] home.ga
[1] wionews.com

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

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

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

Top Domains in Tweet in G7:
[32] twitter.com
[1] theresistancebureau.com
[1] rfkhumanrights.org
[1] youtube.com

Top Domains in Tweet in G8:
[2] twitter.com

Top Domains in Tweet in G9:
[1] foxnews.com

Top Domains in Tweet in G10:
[12] twitter.com
[1] co.zw

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3527] wewantourcountryback
[1651] enoughlsenough
[1372] generalelection
[1064] putsouthafricansfirst
[985] generalelectionnow
[962] generalstrike
[710] torysewageparty
[673] neverendingtory
[651] operationdudula
[650] putsouthaficansfirst



Top Hashtags in Tweet in G1:
[1763] wewantourcountryback
[1646] enoughlsenough
[1371] generalelection
[981] generalelectionnow
[961] generalstrike
[709] torysewageparty
[673] neverendingtory
[488] detestthetories
[475] detestthetoriesvalues
[473] bbcnews

Top Hashtags in Tweet in G2:
[791] wewantourcountryback
[459] operationdudula
[425] putsouthaficansfirst
[392] putsouthafricansfirst
[170] voetsekanc
[44] putsouthafricafirst
[37] orlandopirates
[36] zumaisfree
[36] zodwauncensored
[36] mamazala

Top Hashtags in Tweet in G3:
[417] wewantourcountryback
[373] putsouthafricansfirst
[42] putsouthaficansfirst
[4] voetsekanc
[4] operationdudula
[3] powerlunch
[3] ramaphosamustgo
[1] putsouthafricafirst
[1] powertalk
[1] removeanc2024

Top Hashtags in Tweet in G4:
[95] wewantourcountryback
[67] putsouthafricansfirst
[47] operationdudula
[22] putsouthaficansfirst
[11] patrioticspace
[10] putsouthafricafirst
[9] voetsekanc
[7] cyrilmustresign
[6] ancmustfall
[5] weareourownliberators

Top Hashtags in Tweet in G5:
[180] wewantourcountryback
[107] putsouthafricansfirst
[60] putsouthaficansfirst
[47] putallsouthafricansfirst
[32] voetsekanc
[29] celemustgo
[18] voetsekeff
[16] operationdudula
[10] voetsekracist
[8] togetherwecan

Top Hashtags in Tweet in G6:
[147] wewantourcountryback
[117] operationdudula
[105] putsouthafricansfirst
[84] putsouthaficansfirst
[39] patrioticspace
[21] anc111
[15] voetsekanc
[13] putsouthafricafirst
[13] operationdudulafriday
[9] phalaphalafarmgate

Top Hashtags in Tweet in G7:
[23] wewantourcountryback
[17] weareremovingadictator
[15] bringbackourpeople
[12] freeallpoliticalprisoners
[9] ugandans
[9] endtortureinuganda
[6] freekavuma
[6] freeolivialutaaya
[4] uganda
[4] dictator

Top Hashtags in Tweet in G8:
[1] wewantourcountryback
[1] voetsekanc

Top Hashtags in Tweet in G9:
[1] foxnews
[1] bottomsbringingamericatolowlifestatus
[1] badpolitician
[1] immoral
[1] americafirst
[1] wewantourcountryback
[1] scumbagsgohome

Top Hashtags in Tweet in G10:
[5] wewantourcountryback
[2] putsouthafricansfirst
[2] voetsekanc
[1] ggt2030
[1] growinggautengtogether
[1] letsputdeadline
[1] putallsouthafricansfirst
[1] celemustgo
[1] voetsekeff
[1] voetsekracist

Top Words
Top Words in Tweet in Entire Graph:
[3535] #wewantourcountryback
[1651] #enoughlsenough
[1372] #generalelection
[1072] #putsouthafricansfirst
[985] #generalelectionnow
[962] #generalstrike
[788] south
[710] #torysewageparty
[673] #neverendingtory
[655] #operationdudula

Top Words in Tweet in G1:
[1763] #wewantourcountryback
[1646] #enoughlsenough
[1371] #generalelection
[981] #generalelectionnow
[961] #generalstrike
[709] #torysewageparty
[673] #neverendingtory
[488] #detestthetories
[475] #detestthetoriesvalues
[473] #bbcnews

Top Words in Tweet in G2:
[795] #wewantourcountryback
[460] #operationdudula
[425] #putsouthaficansfirst
[396] #putsouthafricansfirst
[371] mastimpa
[330] south
[273] illegal
[232] island_tribe17
[192] meb40122141
[187] homeaffairssa

Top Words in Tweet in G3:
[417] #wewantourcountryback
[391] happyerics
[373] #putsouthafricansfirst
[329] words
[61] guys
[42] #putsouthaficansfirst
[32] gun
[32] seekers
[32] asylum
[32] clarity

Top Words in Tweet in G4:
[196] illegal
[183] attack
[181] i'ds
[181] foreign
[180] nationals
[180] polokwane'limpopo
[180] steal
[180] people's
[180] diivinesa
[180] fraudulently

Top Words in Tweet in G5:
[213] south
[210] mariusbroodryk
[180] #wewantourcountryback
[110] african
[107] #putsouthafricansfirst
[69] story
[60] #putsouthaficansfirst
[59] africa
[48] africans
[47] #putallsouthafricansfirst

Top Words in Tweet in G6:
[151] #wewantourcountryback
[120] #operationdudula
[109] #putsouthafricansfirst
[84] #putsouthaficansfirst
[77] south
[47] africans
[45] sboshpatriot
[45] mariusbroodryk
[41] keagqi
[40] getting

Top Words in Tweet in G7:
[25] woundedugandan
[23] #wewantourcountryback
[17] #weareremovingadictator
[16] hebobiwine
[15] #bringbackourpeople
[12] #freeallpoliticalprisoners
[12] truth
[9] lizzyshackelfor
[9] resistbureau
[9] kahwalla

Top Words in Tweet in G8:
[67] south
[66] african
[33] r30
[33] perbox
[33] condom
[33] condoms
[33] black
[33] market
[33] brand
[33] plus

Top Words in Tweet in G9:
[29] adviser
[29] wh
[29] 'maga
[29] bottoms
[29] 'destroy
[29] states
[29] republicans'
[29] lance
[29] keisha
[29] united

Top Words in Tweet in G10:
[10] educationgp1
[9] mastimpa
[9] foreigners
[8] steve_mabona
[7] illegal
[7] gautengprovince
[6] island_tribe17
[5] #wewantourcountryback
[5] go
[4] remove

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[937] #wewantourcountryback,#generalelectionnow
[930] #generalelectionnow,#generalelection
[907] #generalelection,#generalstrike
[541] #wewantourcountryback,#putsouthafricansfirst
[475] #detestthetories,#detestthetoriesvalues
[466] #independent,#thetimes
[466] #bbcnews,#skynews
[466] #wewantourcountryback,#bbcbreakfast
[465] #thetimes,#guardiannews
[465] #skynews,#itvnews

Top Word Pairs in Tweet in G1:
[936] #wewantourcountryback,#generalelectionnow
[930] #generalelectionnow,#generalelection
[907] #generalelection,#generalstrike
[475] #detestthetories,#detestthetoriesvalues
[466] #bbcnews,#skynews
[466] #wewantourcountryback,#bbcbreakfast
[466] #independent,#thetimes
[465] #dailymirror,#independent
[465] #itvnews,#dailymirror
[465] #skynews,#itvnews

Top Word Pairs in Tweet in G2:
[227] #putsouthaficansfirst,#wewantourcountryback
[219] #putsouthafricansfirst,#wewantourcountryback
[212] #operationdudula,#putsouthaficansfirst
[157] mastimpa,#operationdudula
[149] south,africans
[129] south,africa
[111] #putsouthaficansfirst,#operationdudula
[85] meb40122141,healthza
[85] #wewantourcountryback,healthza
[85] homeaffairssa,meb40122141

Top Word Pairs in Tweet in G3:
[370] #wewantourcountryback,#putsouthafricansfirst
[329] words,#wewantourcountryback
[328] happyerics,words
[37] #wewantourcountryback,#putsouthaficansfirst
[32] guys,asylum
[32] clarity,guys
[32] gun,#wewantourcountryback
[32] asylum,seekers
[32] qualifies,gun
[32] seekers,qualifies

Top Word Pairs in Tweet in G4:
[181] illegal,foreign
[180] attack,illegal
[180] steal,people's
[180] serious,attack
[180] polokwane'limpopo,serious
[180] people's,i'ds
[180] nationals,steal
[180] fraudulently,request
[180] foreign,nationals
[180] i'ds,fraudulently

Top Word Pairs in Tweet in G5:
[110] south,african
[57] african,story
[56] south,africa
[46] south,africans
[45] mariusbroodryk,south
[36] #wewantourcountryback,#putsouthafricansfirst
[35] #putsouthafricansfirst,#wewantourcountryback
[32] part,problem
[31] problem,#putsouthafricansfirst
[31] myself,south

Top Word Pairs in Tweet in G6:
[65] #putsouthafricansfirst,#wewantourcountryback
[46] south,africans
[40] #putsouthaficansfirst,#operationdudula
[39] mariusbroodryk,south
[39] #operationdudula,#patrioticspace
[38] keagqi,#wewantourcoun
[38] africans,getting
[38] #patrioticspace,credit
[38] fed,#putsouthaficansfirst
[38] getting,fed

Top Word Pairs in Tweet in G7:
[9] kahwalla,ras_karya
[9] ras_karya,lizzyshackelfor
[8] resistbureau,hebobiwine
[8] hebobiwine,kahwalla
[6] speaks,truth
[6] #weareremovingadictator,#bringbackourpeople
[6] swedenvoyuganda,#weareremovingadictator
[6] #freekavuma,#freeolivialutaaya
[6] lizzyshackelfor,speaks
[6] #bringbackourpeople,#freekavuma

Top Word Pairs in Tweet in G8:
[66] south,african
[33] first,black
[33] market,r30
[33] african,condom
[33] perbox,condoms
[33] condom,brand
[33] r30,perbox
[33] black,south
[33] african,south
[33] condoms,plus

Top Word Pairs in Tweet in G9:
[29] states,america'
[29] adviser,keisha
[29] wh,adviser
[29] bottoms,'maga
[29] 'destroy,united
[29] lance,bottoms
[29] united,states
[29] 'maga,republicans'
[29] republicans','destroy
[29] keisha,lance

Top Word Pairs in Tweet in G10:
[8] mastimpa,educationgp1
[4] emaster_mosuwe,remove
[4] foreigners,teaching
[4] abengtsonmali,steve_mabona
[4] remove,foreigners
[4] nana_leopeng,emaster_mosuwe
[4] steve_mabona,nana_leopeng
[4] gautengprovince,abengtsonmali
[4] educationgp1,gautengprovince
[3] matomekopano,newzroom405

Top Replied-To
Top Replied-To in Entire Graph:
@gmb
@mariusbroodryk
@thetruthpanther
@psaflive
@island_tribe17
@mastimpa
@adfsafrica
@enca
@abramjee

Top Replied-To in G1:
@gmb
@dcbmep
@helenefrenchie
@darrengrimes_
@snb19692
@mrjamesob
@trussliz
@mikegalsworthy
@katebatt1
@cambsforeurope

Top Replied-To in G2:
@thetruthpanther
@psaflive
@island_tribe17
@adfsafrica
@abramjee
@myanc
@homeaffairssa
@enca

Top Replied-To in G3:
@cyrilramaphosa
@fnbsa
@ramalokot
@dbe
@vincentpitso3
@saaymanbarry

Top Replied-To in G4:
@blackpower3000
@daddyhope

Top Replied-To in G5:
@mariusbroodryk
@marlonnkanyane
@alfred_cabonena
@hermanmashaba
@elton39439208
@shanecookza
@agentleonv3
@selbynhleko
@tsholo_blacki

Top Replied-To in G6:
@nethonondables8
@mudgerulf
@mastimpa
@mogononkele
@psaflive
@daddyhope
@nkulimbundu
@cathygodfree
@enca
@safmnews

Top Replied-To in G7:
@un
@potus
@10downingstreet
@jbmuwonge
@swedenvoyuganda
@rfkhumanrights
@smith_jeffreyt
@ukinuganda
@joebiden
@kakwenzarukira

Top Replied-To in G10:
@vehicletrackerz
@simbachitando
@karenbayley4

Top Mentioned
Top Mentioned in Entire Graph:
@happyerics
@mastimpa
@mariusbroodryk
@island_tribe17
@diivinesa
@juebertie
@homeaffairssa
@sadi18032311
@myanc

Top Mentioned in G1:
@juebertie
@trussliz
@kmqkatie
@susannareid100
@rmtunion
@skynews
@conservatives
@lisanandy
@marchforrejoin
@katebatt1

Top Mentioned in G2:
@mastimpa
@island_tribe17
@homeaffairssa
@sadi18032311
@mariusbroodryk
@healthza
@happyerics
@myanc
@governmentza

Top Mentioned in G3:
@happyerics
@myanc
@cyrilramaphosa
@ikekhumalo2
@mastimpa
@presidencyza
@island_tribe17
@gwedemantashe1
@zizikodwa

Top Mentioned in G4:
@diivinesa
@ncongwaneka
@happyerics
@island_tribe17
@ntombi_wa_sa
@mariusbroodryk
@enca
@blacksoul_sage
@mastimpa
@keagqi

Top Mentioned in G5:
@mariusbroodryk
@mastimpa
@happyerics
@thaboschoeman
@agentleonv3
@thefareastfiles
@mo_7772

Top Mentioned in G6:
@mariusbroodryk
@sboshpatriot
@keagqi
@happyerics
@cyrilramaphosa
@mastimpa
@motheo2009
@jaybo_1
@mudgerulf
@island_tribe17

Top Mentioned in G7:
@woundedugandan
@un
@hebobiwine
@resistbureau
@kahwalla
@ras_karya
@lizzyshackelfor
@smith_jeffreyt
@swedenvoyuganda
@jbmuwonge

Top Mentioned in G8:
@phathu_mrceo
@mastimpa

Top Mentioned in G9:
@carimeli

Top Mentioned in G10:
@educationgp1
@mastimpa
@steve_mabona
@gautengprovince
@island_tribe17
@mariusbroodryk
@abengtsonmali
@nana_leopeng
@emaster_mosuwe
@dbe_sa

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@independent
@sandradunn1955
@dailymirror
@mcdonalds
@guardian
@coolfmnigeria
@ayshamoolla
@irishtimes
@alettaha

Top Tweeters in G1:
@tesco
@independent
@sandradunn1955
@dailymirror
@guardian
@skynews
@awarding_women
@sydesjokes
@bbcnews
@iloveautumn2

Top Tweeters in G2:
@mcdonalds
@coolfmnigeria
@ayshamoolla
@sabcnews
@sabreakingnews
@2022africa
@citypowerjhb
@enca
@iol
@ewnupdates

Top Tweeters in G3:
@grannymurfles
@ramalokot
@rulzkay1_
@wionews
@_afrikanprince_
@maraenslin
@jacklon09169906
@sndjongolo
@mrcellaneous
@cash_chosen

Top Tweeters in G4:
@lavitosoul
@yifilim
@theenosh
@xoliisa_
@teebogo7
@kriswentzel9
@tilly_tetelo
@masenkeng
@kasiprototype
@kegomod03061209

Top Tweeters in G5:
@alettaha
@cci_network
@vusisambo
@cityofjoburgza
@crimemind3
@african_spring
@sisi_sasha
@alfred_cabonena
@johannjoubertp
@jangysbert

Top Tweeters in G6:
@landnoli
@richard4m
@safmnews
@kmutisi
@flet56109823
@priscillazinzim
@catturd2
@tiamontombonina
@mjakhulav
@keagqi

Top Tweeters in G7:
@aidenkaliisa
@theendsarsbot
@hrw
@icc
@un
@cnnbrk
@who
@ungeneva
@smith_jeffreyt
@worldbank

Top Tweeters in G8:
@nkosivumileduma
@reciprocalqueen
@thatguykabi
@ndimlounathi
@pumzile_
@tshepixo22
@kuchumele
@mannodandi
@kasi_anatomy
@__basetsana

Top Tweeters in G9:
@retirednikitam
@genuke1
@curtishebert
@bookersparticus
@kqueen80821100
@knightroglisten
@lakeboating2021
@saltybitch_52
@virgothesixth
@helen44767171

Top Tweeters in G10:
@bmrehwa
@phetogophetok
@heraldzimbabwe
@gardeegodrich
@zama30162777
@gautengprovince
@treasure_mn7
@timmytom78
@steve_mabona
@matjilaelias


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