The graph represents a network of 851 Twitter users whose recent tweets contained "Amanda Spielman", 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 Wednesday, 15 September 2021 at 09:49 UTC.
The tweets in the network were tweeted over the 8-day, 13-hour, 36-minute period from Monday, 06 September 2021 at 19:51 UTC to Wednesday, 15 September 2021 at 09:27 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 : 851
Unique Edges : 1640
Edges With Duplicates : 2144
Total Edges : 3784
Number of Edge Types : 5
Retweet : 457
Replies to : 490
Mentions : 1376
MentionsInRetweet : 1386
Tweet : 75
Self-Loops : 96
Reciprocated Vertex Pair Ratio : 0.0205850487540628
Reciprocated Edge Ratio : 0.0403397027600849
Connected Components : 63
Single-Vertex Connected Components : 44
Maximum Vertices in a Connected Component : 755
Maximum Edges in a Connected Component : 3688
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.972593
Graph Density : 0.00260454828229764
Modularity : 0.327506
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 851 Twitter users whose recent tweets contained "Amanda Spielman", 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 Wednesday, 15 September 2021 at 09:49 UTC.
The tweets in the network were tweeted over the 8-day, 13-hour, 36-minute period from Monday, 06 September 2021 at 19:51 UTC to Wednesday, 15 September 2021 at 09:27 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 : Amanda Spielman
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:
[232] amanda,spielman [228] tes,amanda_spielman [81] food,parcels [58] spielman,comments [58] chief,inspector [57] time,reflect [57] comments,yesterday [56] reflect,amanda [56] yesterday,words [49] ofsted,chief Top Word Pairs in Tweet in G1:
[124] tes,amanda_spielman [73] amanda,spielman [31] experience,schools [31] amanda_spielman,tes [30] bed,chest [30] chest,amanda [30] spielman,completely [30] completely,ruined [30] ruined,shred [30] shred,respect Top Word Pairs in Tweet in G2:
[88] tes,amanda_spielman [25] food,parcels [14] schools,prioritised [14] fyi,rachel_desouza [14] rachel_desouza,amanda_spielman [13] stages,pandemic [13] pandemic,schools [13] nowmrsmfl,tes [12] prioritised,delivery [12] delivery,food Top Word Pairs in Tweet in G3:
[46] amanda,spielman [40] ofstednews,amanda_spielman [27] schools,focus [24] focus,bringing [24] bringing,extracurricular [24] extracurricular,activities [24] activities,'in [24] 'in,force' [24] force',term [24] term,ofstednews Top Word Pairs in Tweet in G4:
[32] royalsociety,roysocchem [32] proftimnoakes,drumeshprabhu [32] drumeshprabhu,profgrahamtowl [32] kalyeena,universityappg [32] universityappg,danielzeichner [32] danielzeichner,commonsed [32] commonsed,dralexgeorge [32] dralexgeorge,amanda_spielman [30] amanda_spielman,barbvossarchaeo [30] barbvossarchaeo,acasorguk Top Word Pairs in Tweet in G5:
[49] amanda,spielman [46] time,reflect [46] reflect,amanda [46] spielman,comments [46] comments,yesterday [46] yesterday,words [9] tes,amanda_spielman [7] nowmrsmfl,tes [6] like,spielman's [6] spielman's,speech Top Word Pairs in Tweet in G6:
[18] sputniksteve,amanda_spielman [18] amanda_spielman,researched1 [16] chrismcd53,sputniksteve [11] ajbloor,chrismcd53 [9] jo_facer,amanda_spielman [9] carlywaterman21,kathrynmorgan_2 [8] amanda_spielman,bjm_teacher [8] bjm_teacher,carlywaterman21 [7] beckfoottl,jo_facer [4] tombennett71,ambition_inst Top Word Pairs in Tweet in G7:
[20] amanda,spielman [5] ofsted,time [5] time,clubs [5] clubs,sport [5] sport,schools [5] schools,told [5] told,tes [5] ofsted,chief [5] prioritised,food [5] food,education Top Word Pairs in Tweet in G8:
[13] amanda,spielman [12] children,food [12] food,insecurity [12] insecurity,learn [12] learn,fear [12] fear,knowing [12] knowing,meal [12] meal,amanda [12] spielman,boarding [12] boarding,school Top Word Pairs in Tweet in G9:
[9] struggle,articulate [9] articulate,anger [9] anger,feel [9] feel,amanda [9] amanda,spielman's [9] spielman's,comments [9] comments,schools [9] schools,food [9] food,parcels [9] parcels,failure Top Word Pairs in Tweet in G10:
[2] family,court [2] court,judges [2] judges,place [2] place,children [2] children,harm's [2] harm's,time [2] time,time [2] time,consequence [2] consequence,local [2] local,authorities 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 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 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: