The graph represents a network of 7,443 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 17 December 2021 at 15:30 UTC.
The requested start date was Friday, 17 December 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 11-hour, 31-minute period from Tuesday, 14 December 2021 at 13:30 UTC to Friday, 17 December 2021 at 01:01 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 : 7443
Unique Edges : 5888
Edges With Duplicates : 11471
Total Edges : 17359
Number of Edge Types : 5
Retweet : 4557
MentionsInRetweet : 6935
Tweet : 1867
Mentions : 3843
Replies to : 157
Self-Loops : 1956
Reciprocated Vertex Pair Ratio : 0.0501702610669694
Reciprocated Edge Ratio : 0.0955469087764808
Connected Components : 1313
Single-Vertex Connected Components : 513
Maximum Vertices in a Connected Component : 3428
Maximum Edges in a Connected Component : 10837
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.581899
Graph Density : 0.000167031330073081
Modularity : 0.509093
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,443 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 17 December 2021 at 15:30 UTC.
The requested start date was Friday, 17 December 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 11-hour, 31-minute period from Tuesday, 14 December 2021 at 13:30 UTC to Friday, 17 December 2021 at 01:01 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 : GraphServerTwitterSearch
Graph Term : #stem
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:
[182] update,rolls [182] rolls,royce [182] royce,motor [182] motor,cars [182] cars,offering [182] offering,record [182] record,number [182] number,places [182] places,2022 [182] 2022,apprenticeship Top Word Pairs in Tweet in G1:
[97] gave,kred [97] kred,#influence [88] well,done [88] eli_krumova,gave [87] #m2mtechbytes,#coding [87] #coding,#design [81] #machinelearning,#ai [64] #ces2022,#analytics [61] pdh_scitechnews,#robotics [61] #robot,#technology Top Word Pairs in Tweet in G2:
[40] #stem,#stemeducation [33] #stem,#steam [31] ht,letstalkscience [24] #science,#stem [21] stem,nadal [21] nadal,ara [21] ara,ve [21] ve,nadal [21] nadal,segurament [21] segurament,heu Top Word Pairs in Tweet in G3:
[30] #stem,#stemeducation [18] learn,more [14] #stem,#steam [13] #stem,#science [11] #science,#stem [11] win,#discoverygift [11] #discoverygift,games [11] games,#holidayshopping [11] #holidayshopping,#mommyhoodchronicles [11] #mommyhoodchronicles,#mindblown Top Word Pairs in Tweet in G4:
[18] classroom,more [18] microsoftegypt,microsoftedu [17] #edtech,#stem [16] cospaces_edu,microsoftegypt [15] #edtech,#arvrinedu [14] #ai,#edtech [13] episode,podcast [13] podcast,bamradionetwork [13] bamradionetwork,definedlearning [13] definedlearning,guest Top Word Pairs in Tweet in G5:
[18] donations,doubled [16] coding,art [15] alter,quote [15] quote,slightly [15] slightly,due [15] due,letter [15] letter,shortage [15] shortage,#stem [15] #stem,improving [15] improving,changing Top Word Pairs in Tweet in G6:
[182] update,rolls [182] rolls,royce [182] royce,motor [182] motor,cars [182] cars,offering [182] offering,record [182] record,number [182] number,places [182] places,2022 [182] 2022,apprenticeship Top Word Pairs in Tweet in G7:
[15] building,engineers [15] engineers,classrooms [15] classrooms,conference [11] #engineering,#stem [9] very,excited [9] excited,announce [9] announce,keynote [9] keynote,speaker [9] speaker,building [9] conference,dantepoole Top Word Pairs in Tweet in G8:
[17] another,wonderful [17] wonderful,photo [17] photo,grandma [17] grandma,coventry [17] coventry,university [17] university,honorary [17] honorary,doctorate [17] doctorate,ceremony [17] ceremony,#coventryuniversity [17] #coventryuniversity,#stem Top Word Pairs in Tweet in G9:
[12] #stemfestive,countdown [11] countdown,calendar [11] calendar,visit [11] visit,unwrap [11] unwrap,#stem [11] #stem,activity [11] mitchell,twins [8] join,day [8] first,british [8] british,european Top Word Pairs in Tweet in G10:
[23] books,12 [22] best,stem [22] 12,2022 [19] thanks,nsta [16] huge,thanks [16] nsta,including [16] including,great [16] great,stink [16] stink,list [16] list,best Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: