The graph represents a network of 15,066 Twitter users whose recent tweets contained "Biden infrastructure", 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 Saturday, 26 June 2021 at 03:06 UTC.
The tweets in the network were tweeted over the 18-hour, 31-minute period from Friday, 25 June 2021 at 06:40 UTC to Saturday, 26 June 2021 at 01:11 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 : 15066
Unique Edges : 19823
Edges With Duplicates : 3042
Total Edges : 22865
Number of Edge Types : 5
Retweet : 13100
MentionsInRetweet : 2958
Tweet : 3727
Mentions : 2149
Replies to : 931
Self-Loops : 3836
Reciprocated Vertex Pair Ratio : 0.00542395395173788
Reciprocated Edge Ratio : 0.0107893867664868
Connected Components : 2350
Single-Vertex Connected Components : 1761
Maximum Vertices in a Connected Component : 11488
Maximum Edges in a Connected Component : 18767
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.545185
Graph Density : 8.00372596662747E-05
Modularity : 0.730145
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 15,066 Twitter users whose recent tweets contained "Biden infrastructure", 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 Saturday, 26 June 2021 at 03:06 UTC.
The tweets in the network were tweeted over the 18-hour, 31-minute period from Friday, 25 June 2021 at 06:40 UTC to Saturday, 26 June 2021 at 01:11 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 : Biden infrastructure
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:
[4832] infrastructure,deal [3444] bipartisan,infrastructure [2452] infrastructure,bill [2448] infrastructure,plan [2283] president,biden [2059] biden,infrastructure [1047] reconciliation,bill [960] joe,biden [930] deal,biden [925] cracking,down Top Word Pairs in Tweet in G1:
[649] infrastructure,deal [348] bipartisan,infrastructure [245] infrastructure,bill [197] infrastructure,plan [163] joe,biden [151] biden,infrastructure [151] lindsey,graham [126] president,biden [117] deal,biden [113] biden's,infrastructure Top Word Pairs in Tweet in G2:
[487] bipartisan,infrastructure [456] president,biden [449] infrastructure,deal [263] largest,investment [248] white,house [211] bipartisan,deal [201] history,largest [188] create,jobs [147] deal,president [146] infrastructure,agreement Top Word Pairs in Tweet in G3:
[889] biden,infrastructure [816] infrastructure,plan [785] told,pelosi [785] pelosi,appoint [785] appoint,committee [785] committee,told [785] told,legal [785] legal,system [785] system,start [785] start,cracking Top Word Pairs in Tweet in G4:
[321] bipartisan,infrastructure [264] infrastructure,package [250] reconciliation,bill [243] biden's,veto [243] veto,threat [242] signed,law [242] two,tracks [241] republican,play [241] play,clearly [241] clearly,bipartisan Top Word Pairs in Tweet in G5:
[559] infrastructure,deal [366] deal,biden [363] republican,neighbor [363] neighbor,mine [363] mine,voted [363] voted,trump [363] trump,twice [363] twice,speaking [363] speaking,today's [363] today's,infrastructure Top Word Pairs in Tweet in G6:
[158] infrastructure,bill [153] infrastructure,plan [89] bipartisan,infrastructure [87] infrastructure,deal [82] two,step [81] old,remember [81] remember,two [81] two,weeks [81] weeks,ago [81] ago,republicans Top Word Pairs in Tweet in G7:
[197] bipartisan,infrastructure [176] infrastructure,deal [155] president,biden [131] package,passed [124] infrastructure,proposal [123] biden,holding [122] deal,extortion [122] extortion,never [122] never,suggested [122] suggested,during Top Word Pairs in Tweet in G8:
[266] infrastructure,bill [161] infrastructure,deal [161] marjorie,taylor [161] taylor,greene [161] greene,herself [161] herself,female [161] female,entrepreneur [161] entrepreneur,denounces [161] denounces,biden [161] biden,administration's Top Word Pairs in Tweet in G9:
[211] infrastructure,deal [150] president,biden [106] bipartisan,infrastructure [98] infrastructure,plan [90] bipartisan,group [89] group,senators [68] white,house [61] president,joe [61] biden,bipartisan [55] biden,embraced Top Word Pairs in Tweet in G10:
[318] entire,soul [159] bi,partisan [159] partisan,deal [159] deal,partisan [159] partisan,double [159] double,cross [159] cross,republican [159] republican,support [159] support,biden [159] biden,once 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 G9:
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: