The graph represents a network of 13,050 Twitter users whose recent tweets contained "#4thwave", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 02 December 2021 at 02:05 UTC.
The tweets in the network were tweeted over the 5-day, 8-hour, 13-minute period from Friday, 26 November 2021 at 13:55 UTC to Wednesday, 01 December 2021 at 22:09 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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 : 13050
Unique Edges : 17146
Edges With Duplicates : 3249
Total Edges : 20395
Number of Edge Types : 5
Retweet : 15243
Tweet : 2613
Replies to : 375
MentionsInRetweet : 1303
Mentions : 861
Self-Loops : 2751
Reciprocated Vertex Pair Ratio : 0.00237385111692738
Reciprocated Edge Ratio : 0.00473645858634928
Connected Components : 1146
Single-Vertex Connected Components : 838
Maximum Vertices in a Connected Component : 11147
Maximum Edges in a Connected Component : 18074
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.154049
Graph Density : 9.67059321643237E-05
Modularity : 0.674397
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 13,050 Twitter users whose recent tweets contained "#4thwave", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 02 December 2021 at 02:05 UTC.
The tweets in the network were tweeted over the 5-day, 8-hour, 13-minute period from Friday, 26 November 2021 at 13:55 UTC to Wednesday, 01 December 2021 at 22:09 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : #4thwave
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:
[5113] #familymeeting,#4thwave [5071] south,africa [4531] #lockdown,#familymeeting [3074] president,south [3073] #4thwave,use [3073] use,video [3073] video,everywhere [3073] everywhere,work [3073] work,place [3073] place,school Top Word Pairs in Tweet in G1:
[2481] #lockdown,#familymeeting [2448] #familymeeting,#4thwave [2428] south,africa [2414] #4thwave,use [2414] use,video [2414] video,everywhere [2414] everywhere,work [2414] work,place [2414] place,school [2414] school,indeed Top Word Pairs in Tweet in G2:
[817] #lockdown,#familymeeting [812] #familymeeting,#4thwave [751] #4thwave,#lockdown [708] #covid19,#4thwave [690] #familymeeting,#effpresser [466] smart,virus [460] political,gatherings [448] south,africa [401] covid,one [401] one,smart Top Word Pairs in Tweet in G3:
[87] south,africa [85] #familymeeting,#4thwave [58] #4thwave,#familymeeting [44] #4thwave,#covidvariant [36] #4thwave,#blackfriday [34] covid,19 [31] #coronavirus,#covid19 [29] 529,#4thwave [29] #4thwave,#omicronvariant [27] #covid19,#4thwave Top Word Pairs in Tweet in G4:
[1562] covid,variant [1562] variant,remain [1562] remain,silent [826] south,africa [788] #4thwave,#familymeeting [782] africa,#4thwave [781] usa,detects [781] detects,covid [781] silent,uk [781] uk,finds Top Word Pairs in Tweet in G5:
[228] south,africans [219] during,elections [217] africans,take [217] take,streets [217] streets,during [217] elections,corona [217] corona,december [217] december,coming [217] coming,corona [217] corona,back Top Word Pairs in Tweet in G6:
[293] december,never [293] never,same [293] same,used [293] used,seems [293] seems,science [293] science,fiction [293] fiction,movie [293] movie,virus [293] virus,god [293] god,decided Top Word Pairs in Tweet in G7:
[390] jub,jub [387] south,africans [384] doomed,south [384] africans,presidential [384] presidential,space [384] space,suffused [384] suffused,sellouts [384] sellouts,next [384] next,#familymeeting [384] #familymeeting,macg Top Word Pairs in Tweet in G8:
[523] black,friday [333] jub,jub [246] #familymeeting,#4thwave [241] friday,special [222] south,africa [219] mama,joy [148] #uthandonesthembu,#4thwave [144] #blackfriday,#4thwave [139] call,whatsapp [136] #djsbu,#blackfriday Top Word Pairs in Tweet in G9:
[726] 20,x [436] #lockdown,#familymeeting [395] #4thwave,#lockdown [363] selling,snack [363] snack,hampers [363] hampers,r350 [363] r350,include [363] include,24x [363] 24x,juices [363] juices,20 Top Word Pairs in Tweet in G10:
[125] south,africa [109] #4thwave,#familymeeting [75] covid,19 [58] #covid19,south [56] knee,neck [56] neck,black [56] black,health [56] health,professionals [56] professionals,#corruption [56] #corruption,#gems_number1 Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G4:
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Top Replied-To in G7:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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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:
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Top Tweeters in G5:
Top Tweeters in G6:
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Top Tweeters in G9:
Top Tweeters in G10: