The graph represents a network of 2,773 Twitter users whose recent tweets contained "USMOfficial1969", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 1/1/2020 12:00:00 AM and 11/14/2023 4:38:01 PM. The network was obtained from Twitter on Wednesday, 15 November 2023 at 01:24 UTC.
The tweets in the network were tweeted over the 1698-day, 17-hour, 8-minute period from Friday, 22 March 2019 at 06:26 UTC to Tuesday, 14 November 2023 at 23:34 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

Vertices : 2773
Unique Edges : 3992
Edges With Duplicates : 4642
Total Edges : 8634
Number of Edge Types : 9
Replies to : 1282
Mentions : 2548
MentionsInReplyTo : 2289
MentionsInRetweet : 230
Retweet : 418
MentionsInQuote : 816
Quote : 183
Tweet : 856
MentionsInQuoteReply : 12
Self-Loops : 1107
Reciprocated Vertex Pair Ratio : 0.0516114982578397
Reciprocated Edge Ratio : 0.0981569683164216
Connected Components : 60
Single-Vertex Connected Components : 51
Maximum Vertices in a Connected Component : 2700
Maximum Edges in a Connected Component : 8596
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.060894
Graph Density : 0.000628223401393254
Modularity : 0.402724
NodeXL Version : 1.0.1.523
Data Import : The graph represents a network of 2,773 Twitter users whose recent tweets contained "USMOfficial1969", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 1/1/2020 12:00:00 AM and 11/14/2023 4:38:01 PM. The network was obtained from Twitter on Wednesday, 15 November 2023 at 01:24 UTC.
The tweets in the network were tweeted over the 1698-day, 17-hour, 8-minute period from Friday, 22 March 2019 at 06:26 UTC to Tuesday, 14 November 2023 at 23:34 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 : TwitterSearch3
Graph Term : USMOfficial1969
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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[299] #usm,#welead [248] kepala,batas [245] mp,kepala [233] jurnal,yg [228] nak,saya [227] artikel,yang [227] dlm,jurnal [227] dikenalpasti,berkemungkinan [227] lagi,artikel [227] saya,spill Top Word Pairs in Tweet in G1:
[292] #usm,#welead [133] dr_sultanalanaz,usmofficial1969 [106] universiti,sains [106] sains,malaysia [87] يبارك,فيك [85] usmofficial1969,يبارك [69] فيك,يالغالي [61] malaysia,usm [55] الف,مبروك [54] tigerpunksmy,usmofficial1969 Top Word Pairs in Tweet in G2:
[57] uputramalaysia,usmofficial1969 [57] usmofficial1969,ukm_my [56] ukm_my,unimalaya [50] utm_my,uputramalaysia [48] عبر,الواتس [48] في,ماليزيا [46] #بكالوريوس,#ماجستير [46] طلبك,أون [46] ماليزيا,#بكالوريوس [46] اب,00601128195437 Top Word Pairs in Tweet in G3:
[243] kepala,batas [242] mp,kepala [230] jurnal,yg [225] nak,saya [224] dikenalpasti,berkemungkinan [224] dlm,jurnal [224] saya,spill [224] spill,lagi [224] batas,adalah [224] yang,diterbitkan Top Word Pairs in Tweet in G4:
[15] button,free [15] #subscribe,button [14] click,#subscribe [7] development,worldwide [7] uputramalaysia,utm_my [7] worldwide,click [7] free,#5g [6] #5g,#iot [5] xchanging,ideas [5] usmofficial1969,utm_my Top Word Pairs in Tweet in G5:
[22] usmofficial1969,republicusm [20] republicusm,usmofficial1969 [7] nazreenizahar,usmofficial1969 [4] usm,republicusm [3] palapes,laut [2] pedoqpop,usmofficial1969 [2] dan,pada [2] aspirasiusm,kampussejahtera [2] faiez_tajudin,usmofficial1969 [2] kampussejahtera,republicusm Top Word Pairs in Tweet in G6:
[24] iliefadz,zainudeenzarina [14] zainudeenzarina,usmofficial1969 [12] ippt_usm,usmofficial1969 [9] usmofficial1969,iliefadz [8] ipopi_info,info4pi [7] usmofficial1969,ippt_usm [5] worldobesity,scopeobesity [5] scopeobesity,usmofficial1969 [5] intan_j5,iliefadz [4] usmofficial1969,thank Top Word Pairs in Tweet in G7:
[6] uonmalaysia,usmofficial1969 [3] nlinmalaysia,jacqueswerner [3] malaysia,sabah [3] justice_sisters,ns_initiative11 [3] aod_malaysia,pusatkomas [3] jacqueswerner,penanginstitute [3] universiti,malaysia [3] carum_my,unimalaya [3] penanginstitute,swedeninmy [3] azmiltayeb,usmofficial1969 Top Word Pairs in Tweet in G8:
[3] sains,malaysia [2] universiti,sains [2] students,graduates [2] dari,pihak [2] info,session [2] session,tonight [2] kai,syn Top Word Pairs in Tweet in G9:
[14] higher,education [13] #ipptnusm,#welead [10] #ghef2021,#ipptnusm [9] usmofficial1969,#ghef2021 [6] ipptn,usmofficial1969 [4] sinan,ismail [3] info,head_foundation [3] #welead,#scenarioplanning [3] planning,higher [3] more,info Top Word Pairs in Tweet in G10:
[3] marine_sev96,everaertgert [3] edemmahu,marine_sev96 [2] pogo_ocean,todoscicese [2] unical1975,niomrlagos [2] jmeesvliz,edemmahu [2] todoscicese,usmofficial1969 [2] ualg,unical1975 [2] unical1975,great [2] collect_ocean,pogo_ocean [2] niomrlagos,fionabeckman Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G8:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Mentioned in G7:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
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Top Tweeters in G10: