The graph represents a network of 16,441 Twitter users whose recent tweets contained "Klobuchar", 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 Sunday, 23 February 2020 at 18:11 UTC.
The tweets in the network were tweeted over the 10-hour, 57-minute period from Sunday, 23 February 2020 at 05:41 UTC to Sunday, 23 February 2020 at 16:39 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 : 16441
Unique Edges : 19885
Edges With Duplicates : 2187
Total Edges : 22072
Number of Edge Types : 5
MentionsInRetweet : 2979
Tweet : 1584
Retweet : 12990
Replies to : 2296
Mentions : 2223
Self-Loops : 1613
Reciprocated Vertex Pair Ratio : 0.00174951116599774
Reciprocated Edge Ratio : 0.00349291144442162
Connected Components : 1212
Single-Vertex Connected Components : 579
Maximum Vertices in a Connected Component : 14002
Maximum Edges in a Connected Component : 19777
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.953279
Graph Density : 7.20263314179094E-05
Modularity : 0.778842
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 16,441 Twitter users whose recent tweets contained "Klobuchar", 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 Sunday, 23 February 2020 at 18:11 UTC.
The tweets in the network were tweeted over the 10-hour, 57-minute period from Sunday, 23 February 2020 at 05:41 UTC to Sunday, 23 February 2020 at 16:39 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 : Klobuchar
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 Domains
Top Word Pairs in Tweet in Entire Graph:
[4332] amy,klobuchar [2596] trump,45 [2242] pete,buttigieg [1889] klobuchar,steyer [1769] bloomberg,13 [1768] elizabeth,warren [1759] 13,buttigieg [1706] joe,biden [1706] buttigieg,amy [1672] 47,trump Top Word Pairs in Tweet in G1:
[1428] trump,45 [1282] bloomberg,13 [1263] 13,buttigieg [1210] sanders,25 [1188] 25,biden [1048] 47,trump [979] buttigieg,12 [978] 12,warren [923] warren,klobuchar [908] 44,trump Top Word Pairs in Tweet in G2:
[947] steyer,gabbard [921] trump,45 [681] nevada,caucuses [657] years,old [656] hispanic,voters [654] voters,under [654] old,nevada [654] caucuses,sanders [654] gabbard,klobuchar [589] 11,buttigieg Top Word Pairs in Tweet in G3:
[606] amy,klobuchar [352] needs,drop [321] mayor,pete [314] kamala,harris [302] secretary,state [302] attorney,general [299] vp,amy [299] beto,o'rourke [298] klobuchar,secretary [298] chief,staff Top Word Pairs in Tweet in G4:
[1161] enemy,warren [1161] enemy,biden [1161] biden,enemy [1160] bloomberg,enemy [1160] enemy,trump [1157] here's,deal [1157] deal,folks [1157] folks,bernie [1157] bernie,enemy [1157] warren,enemy Top Word Pairs in Tweet in G5:
[979] amy,klobuchar [956] joe,biden [956] tom,steyer [955] pete,buttigieg [955] elizabeth,warren [952] biden,mike [952] mike,blumberg [952] blumberg,pete [952] buttigieg,amy [952] klobuchar,tom Top Word Pairs in Tweet in G6:
[351] amy,klobuchar [231] sanders,warren [227] klobuchar,buttigieg [226] biden,klobuchar [220] vote,biden [219] anecdotally,know [219] know,number [219] number,republicans [219] republicans,conservatives [219] conservatives,vote Top Word Pairs in Tweet in G7:
[520] amy,klobuchar [489] pete,buttigieg [487] buttigieg,amy [484] nevada,two [484] two,top [484] top,candidates [484] candidates,pete [484] klobuchar,both [484] both,put [484] put,deceptive Top Word Pairs in Tweet in G8:
[644] taco,orders [644] orders,candidate [644] candidate,bernie [644] bernie,pastor [644] pastor,warren [644] warren,pollo [644] pollo,onion [644] onion,bloomberg [644] bloomberg,medium [644] medium,rare Top Word Pairs in Tweet in G9:
[194] amy,klobuchar [58] warren,klobuchar [43] bernie,sanders [40] klobuchar,steyer [40] pete,buttigieg [39] buttigieg,klobuchar [33] elizabeth,warren [27] biden,buttigieg [26] klobuchar,buttigieg [26] joe,biden Top Word Pairs in Tweet in G10:
[203] bernie,sanders [194] klobuchar,buttigieg [173] amy,klobuchar [146] biden,bloomberg [143] bloomberg,klobuchar [142] need,consolidate [142] buttigieg,need [140] moderate,dems [140] dems,need [140] consolidate,asap Top Replied-To in Entire Graph:
Top Replied-To in G1:
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 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: