The graph represents a network of 13,798 Twitter users whose recent tweets contained "Giuliani", 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, 08 August 2021 at 06:33 UTC.
The tweets in the network were tweeted over the 2-day, 8-hour, 7-minute period from Thursday, 05 August 2021 at 20:57 UTC to Sunday, 08 August 2021 at 05:04 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 : 13798
Unique Edges : 19593
Edges With Duplicates : 4407
Total Edges : 24000
Number of Edge Types : 5
Retweet : 15215
Replies to : 1591
Mentions : 2136
Tweet : 1655
MentionsInRetweet : 3403
Self-Loops : 1751
Reciprocated Vertex Pair Ratio : 0.00444308258005209
Reciprocated Edge Ratio : 0.00884685784014643
Connected Components : 1142
Single-Vertex Connected Components : 680
Maximum Vertices in a Connected Component : 11632
Maximum Edges in a Connected Component : 21668
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.397828
Graph Density : 0.000103314051930786
Modularity : 0.680333
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 13,798 Twitter users whose recent tweets contained "Giuliani", 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, 08 August 2021 at 06:33 UTC.
The tweets in the network were tweeted over the 2-day, 8-hour, 7-minute period from Thursday, 05 August 2021 at 20:57 UTC to Sunday, 08 August 2021 at 05:04 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 : Giuliani
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:
[9672] rudy,giuliani [2915] fbi,leaks [2890] erik,prince [2858] michael,flynn [2772] coerce,fbi [2677] reopening,clinton's [2655] breaking,news [2598] late,2016 [2598] 2016,wrote [2598] wrote,length Top Word Pairs in Tweet in G1:
[2195] rudy,giuliani [2103] erik,prince [2103] michael,flynn [2050] coerce,fbi [1985] reopening,clinton's [1949] late,2016 [1949] 2016,wrote [1949] wrote,length [1949] length,true [1949] true,pundit Top Word Pairs in Tweet in G2:
[1267] rudy,giuliani [609] john,pierce [512] under,statebarca [512] statebarca,inquiry [512] ex,clients [443] accused,being [443] being,crook [440] close,friend [440] giuliani,close [438] last,year Top Word Pairs in Tweet in G3:
[406] rudy,giuliani [169] ukrainian,prosecutor [168] story,oan [168] oan,wisconsin [168] wisconsin,nevada [168] nevada,audits [168] audits,rudy [168] giuliani,nataliejharp [168] nataliejharp,#oann [154] prosecutor,turned Top Word Pairs in Tweet in G4:
[887] rudy,giuliani [470] hallowed,mayor [469] 11,hallowed [469] mayor,2021 [469] 2021,haunted [469] haunted,ghoul [465] giuliani,went [464] went,11 [418] vanity,fair [415] ghoul,vanity Top Word Pairs in Tweet in G5:
[440] trump,speaking [440] speaking,nygop [440] nygop,fundraiser [440] fundraiser,westchester [440] westchester,right [440] right,love [440] love,rudy [440] rudy,invites [440] invites,giuliani [440] giuliani,onstage Top Word Pairs in Tweet in G6:
[326] rudy,giuliani [63] bidens,ukraine [55] giuliani,being [54] being,investigated [54] fbi,over [53] investigated,fbi [53] over,film [53] film,trying [53] trying,make [53] make,bidens Top Word Pairs in Tweet in G7:
[647] rudy,giuliani [536] 2016,election [407] hillary,clinton [370] clinton,emails [368] doj,investigators [348] giuliani,admitted [263] ahead,2016 [233] fbi,agents [229] investigators,bullshitting [228] admitted,doj Top Word Pairs in Tweet in G8:
[320] rudy,giuliani [174] rudy,giuliani's [138] fbi,agents [134] hillary,clinton [112] giuliani's,ukrainian [112] ukrainian,russian [112] russian,mob [112] mob,patron [112] patron,firtash [112] firtash,already Top Word Pairs in Tweet in G9:
[246] overturn,election [146] rudy,giuliani [124] trying,overturn [123] everything,jan [123] jan,trump [123] trump,trying [123] election,state [123] state,fed [123] fed,agencies [123] agencies,assists Top Word Pairs in Tweet in G10:
[251] 2020,election [250] meadows,giuliani [249] parallel,track [248] chief,staff [245] staff,schemes [245] schemes,overturn [245] overturn,2020 [237] election,fraud [216] giuliani,created [216] created,parallel Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: