The graph represents a network of 3,479 Twitter users whose recent tweets contained "#IBM", 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 Tuesday, 28 April 2020 at 16:06 UTC.
The tweets in the network were tweeted over the 7-day, 15-hour, 46-minute period from Monday, 20 April 2020 at 23:59 UTC to Tuesday, 28 April 2020 at 15:46 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 : 3531
Unique Edges : 6137
Edges With Duplicates : 15619
Total Edges : 21756
Number of Edge Types : 5
Replies to : 152
Mentions : 2054
Retweet : 6193
MentionsInRetweet : 11007
Tweet : 2350
Self-Loops : 2655
Reciprocated Vertex Pair Ratio : 0.0178375411635565
Reciprocated Edge Ratio : 0.0350498786734969
Connected Components : 865
Single-Vertex Connected Components : 597
Maximum Vertices in a Connected Component : 2050
Maximum Edges in a Connected Component : 19535
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.243232
Graph Density : 0.000595133511921524
Modularity : 0.289003
NodeXL Version : 1.0.1.431
Data Import : The graph represents a network of 3,479 Twitter users whose recent tweets contained "#IBM", 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 Tuesday, 28 April 2020 at 16:06 UTC.
The tweets in the network were tweeted over the 7-day, 15-hour, 46-minute period from Monday, 20 April 2020 at 23:59 UTC to Tuesday, 28 April 2020 at 15:46 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 : #IBM
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:
[2163] thomas_harrer,#ibm [1704] #smm,#defstar5 [1561] #ibm,#ibmer [1364] #ibmer,#cto [890] #defstar5,#mpgvip [744] #ibm,#cto [723] #defstar5,#smm [624] #mpgvip,#defstar5 [579] #cto,#ibmsystems [530] #defstar5,thomas_harrer Top Word Pairs in Tweet in G1:
[37] covid,19 [36] data,risk [36] risk,manager [30] #ibm,#data [29] #ai,#cloud [29] #data,#ai [28] #ibmsystems,#ibm [27] #cloud,#itinfrastructure [26] #itinfrastructure,#ibm [23] researcher,discloses Top Word Pairs in Tweet in G2:
[2101] thomas_harrer,#ibm [1659] #smm,#defstar5 [1514] #ibm,#ibmer [1333] #ibmer,#cto [873] #defstar5,#mpgvip [722] #ibm,#cto [704] #defstar5,#smm [609] #mpgvip,#defstar5 [561] #cto,#ibmsystems [512] #defstar5,thomas_harrer Top Word Pairs in Tweet in G3:
[57] #ibm,#cloud [42] data,amp [42] amp,ai [42] ai,summit [42] #blockchain,#ibm [41] scopri,come [40] problemi,come [40] come,spreco [40] spreco,alimentare [40] alimentare,nascono Top Word Pairs in Tweet in G4:
[47] students,#developers [47] #ibm,nasscomfs [45] build,solutions [43] ready,#crackthecovid19crisis [43] #crackthecovid19crisis,using [43] using,coding [43] coding,skills [43] skills,calling [43] calling,students [43] #developers,amp Top Word Pairs in Tweet in G5:
[30] #artificialintelligence,#innovation [22] #ai,#iot [19] nevillegaunt,drjdrooghaag [19] #ai,predict [19] algorithm,predict [19] predict,#startup [19] #startup,successful [19] successful,wef [19] wef,ingliguori [19] ingliguori,#ai Top Word Pairs in Tweet in G6:
[39] #gnu,#linux [22] #redhat,#ibm [22] #smm,#defstar5 [20] #ibm,#ibmer [17] #ibm,#redhat [15] #ibm,#cloud [15] women,tech [15] tech,wednesday [15] thomas_harrer,#ibm [14] #ibm,#gnu Top Word Pairs in Tweet in G7:
[46] #think2020,digital [41] digital,event [41] event,experience [36] #ibm,#think2020 [35] mai,2020 [35] #data,#ai [30] die,ibm [30] ibm,cloud [30] cloud,offen [30] offen,flexibel Top Word Pairs in Tweet in G8:
[22] #ibm,#blockchain [18] scanning,qr [18] qr,code [18] code,packaging [18] packaging,consumers [18] consumers,follow [18] follow,coffee [18] coffee,journey [18] journey,growing [18] growing,locations Top Word Pairs in Tweet in G9:
[73] woman,wiring [73] wiring,early [73] early,#ibm [73] #ibm,computer' [73] computer','documenting [73] 'documenting,science' [73] science',series [73] series,1938 [73] 1938,58 [73] 58,photographer Top Word Pairs in Tweet in G10:
[17] covid,19 [16] #ibm,#cloud [15] #ibm,#security [14] #security,researcher [12] #ibm,#ai [11] ibm,experts [9] ibm,cloud [9] enterprise,security [8] node,red [8] #cloud,#security Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: