The graph represents a network of 453 Twitter users whose tweets in the requested range contained "#data4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 10 May 2021 at 17:57 UTC.
The requested start date was Monday, 10 May 2021 at 00:01 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 13-day, 7-hour, 28-minute period from Monday, 26 April 2021 at 08:34 UTC to Sunday, 09 May 2021 at 16:02 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 : 453
Unique Edges : 487
Edges With Duplicates : 1563
Total Edges : 2050
Number of Edge Types : 5
Retweet : 689
MentionsInRetweet : 1048
Mentions : 219
Replies to : 8
Tweet : 86
Self-Loops : 119
Reciprocated Vertex Pair Ratio : 0.0619469026548673
Reciprocated Edge Ratio : 0.116666666666667
Connected Components : 32
Single-Vertex Connected Components : 8
Maximum Vertices in a Connected Component : 349
Maximum Edges in a Connected Component : 1860
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.216628
Graph Density : 0.0041024438844283
Modularity : 0.330928
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 453 Twitter users whose tweets in the requested range contained "#data4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 10 May 2021 at 17:57 UTC.
The requested start date was Monday, 10 May 2021 at 00:01 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 13-day, 7-hour, 28-minute period from Monday, 26 April 2021 at 08:34 UTC to Sunday, 09 May 2021 at 16:02 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 : #data4good
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:
[101] make,better [94] better,informed [92] value,unstructured [92] unstructured,#data [84] create,value [84] sky,coming [84] coming,morning [84] morning,same [84] same,day [84] day,special Top Word Pairs in Tweet in G1:
[92] make,better [92] better,informed [89] value,unstructured [89] unstructured,#data [84] sky,coming [84] coming,morning [84] morning,same [84] same,day [84] day,special [84] special,one Top Word Pairs in Tweet in G2:
[55] #ai,#data4good [37] citizen,science [37] #data4good,#citizenscience [35] #data4good,#sustainability [35] hakuna,data [33] data,tools [33] tools,increase [33] increase,reliability [33] reliability,citizen [33] science,#datascience Top Word Pairs in Tweet in G3:
[16] study,shows [16] shows,smartphone [16] smartphone,app [16] app,identify [16] symptoms,toddlers [9] artificial,intelligence [9] intelligence,battles [9] battles,#humantrafficking [9] #humantrafficking,#ai [9] #ai,#data4good Top Word Pairs in Tweet in G4:
[16] use,data [13] next,week [12] social,sector [10] data4goodfest,next [9] interesting,topics [9] topics,people [9] people,use [8] days,really [8] really,interesting [8] first,updates Top Word Pairs in Tweet in G5:
[3] #data4good,#dontmissit [3] #dontmissit,data4goodfest [3] data4goodfest,sign [3] sign,beyonderinvolve [3] beyonderinvolve,arkdefo [3] arkdefo,glasgowcvs [3] glasgowcvs,digiscot [3] digiscot,robertsontrust [3] robertsontrust,whocaresscot [2] loopdigi,#data4good Top Word Pairs in Tweet in G6:
[7] albertoemachado,activithink [7] activithink,facchinjose [7] facchinjose,loredibattista [7] loredibattista,soyaidamar [7] soyaidamar,martagayubo [7] martagayubo,web_escuela [7] web_escuela,marielamkt [7] marielamkt,carlamarquez_cm [7] carlamarquez_cm,erodrigo [2] #data4good,#nodexl Top Word Pairs in Tweet in G7:
[6] latest,vaccine [6] vaccine,hesitancy [6] hesitancy,lorenzo [6] lorenzo,betti [6] betti,supported [6] supported,fondazionecrt [6] fondazionecrt,isi_fondazione [6] isi_fondazione,#data4good [6] #data4good,team [6] team,yelenamejova Top Word Pairs in Tweet in G8:
[4] thank,univision34la [4] univision34la,reporting [4] reporting,fight [4] fight,asthma [4] asthma,tracker [4] tracker,prevent [4] prevent,asthma [4] asthma,attacks [4] attacks,#longbeach [4] #longbeach,#laharbor Top Word Pairs in Tweet in G9:
[9] next,phd [9] phd,uucopernicus [9] uucopernicus,volunteer [9] volunteer,correlaidxnl [9] correlaidxnl,help [9] help,support [9] support,#data4good [9] #data4good,next [9] next,week [9] week,12 Top Word Pairs in Tweet in G10:
[8] save,date [8] date,join [8] join,#data4good [8] #data4good,festival [8] festival,flagship [8] flagship,event [8] event,shows [8] shows,social [8] social,sector [8] sector,organisations Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
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: