The graph represents a network of 4,186 Twitter users whose recent tweets contained "tech4good", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 18:36 UTC.
The tweets in the network were tweeted over the 2260-day, 3-hour, 7-minute period from Saturday, 07 January 2017 at 20:11 UTC to Friday, 17 March 2023 at 23:19 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 4186
Unique Edges : 3949
Edges With Duplicates : 14890
Total Edges : 18839
Number of Edge Types : 9
Mentions : 2513
MentionsInQuote : 398
Quote : 141
Retweet : 3950
MentionsInRetweet : 8673
Tweet : 434
Replies to : 253
MentionsInReplyTo : 2262
MentionsInQuoteReply : 215
Self-Loops : 1431
Reciprocated Vertex Pair Ratio : 0.0429861204689395
Reciprocated Edge Ratio : 0.0824289405684755
Connected Components : 273
Single-Vertex Connected Components : 90
Maximum Vertices in a Connected Component : 3075
Maximum Edges in a Connected Component : 16646
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.059275
Graph Density : 0.000441820918679264
Modularity : 0.353673
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,186 Twitter users whose recent tweets contained "tech4good", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 18:36 UTC.
The tweets in the network were tweeted over the 2260-day, 3-hour, 7-minute period from Saturday, 07 January 2017 at 20:11 UTC to Friday, 17 March 2023 at 23:19 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : tech4good
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:
[579] power,plant [579] system,deploy [579] portable,system [579] plant,minutes [579] solar,power [579] deploy,solar [469] literally,roll [469] roll,solar [469] solar,rug [469] minutes,literally Top Word Pairs in Tweet in G1:
[243] #ransomware,#tech4good [241] #tech4good,#womenintech [158] fabriziobustama,globaliqx [141] #security,#ransomware [138] types,#cybersecurity [138] globaliqx,huawei [138] huawei,gigadgets_ [138] attacks,patterndrive [138] #cybersecurity,attacks [136] patterndrive,#security Top Word Pairs in Tweet in G2:
[202] gigadgets_,#sustainability [201] #ai,#artificialintelligence [197] #sustainability,#innovation [196] #innovation,#technolog [136] justinanixon,read [136] ronald_vanloon,justinanixon [136] read,more [130] diversity,tech [130] tech,key [130] #innovation,#business Top Word Pairs in Tweet in G3:
[459] roll,solar [459] solar,rug [459] power,plant [459] solar,power [459] system,deploy [459] deploy,solar [459] minutes,literally [459] literally,roll [459] plant,minutes [459] portable,system Top Word Pairs in Tweet in G4:
[150] #tech4good,#innovation [147] level,teaching [147] bringing,education [147] education,level [147] simulation,program [147] program,#education [147] #education,#tech4good [147] chemistry,simulation [147] teaching,chemistry [146] pascal_bornet,bringing Top Word Pairs in Tweet in G5:
[15] adatheshow,mrsedithrigby [14] mrsedithrigby,ddr333 [14] socialistvoice,peterstefanovi2 [14] housingfirstuk,socialistvoice [13] googleexpertuk,housingfirstire [12] googleexpertuk,housingfirstuk [12] thepeopleshubuk,lovefoodlifego [11] lovefoodlifego,googleexpertuk [11] drumeshprabhu,andrewhelpinguk [11] bernardmelchior,drumeshprabhu Top Word Pairs in Tweet in G6:
[114] impact,value [114] looking,technology [114] organization,looking [114] technology,grant [114] value,work [114] grant,boost [114] boost,impact [114] profit,organization [114] non,profit [113] adolphe350,non Top Word Pairs in Tweet in G7:
[90] foundation,ran [90] ayamiyagotchi,ethereum [90] talks,ayamiyagotchi [90] ethereum,foundation [90] #impactstories,talks [89] ran,#bl [89] empodera_org,#impactstories [4] enseñar,programar [4] #áfrica,_jojoboateng [4] millones,personas Top Word Pairs in Tweet in G8:
[10] cooper,w3c [10] experience,#disabled [10] michael,cooper [10] using,welcome_cs [10] w3c,#wcag [10] #axschat,join [10] leadership,team [10] #disabled,visitors [10] joins,today [10] join,using Top Word Pairs in Tweet in G9:
[6] tech4good,design [6] ideas,experiencias [6] argentina,invitó [6] 100,profesores [6] intercambiar,ideas [6] metaverso,data [6] ai,tech4good [6] data,ciberseguridad [6] universitarios,participar [6] charlas,metaverso Top Word Pairs in Tweet in G10:
[55] #rollingdeadlines,#socent [55] #impinv,#socinn [55] #socent,#impinv [53] #socinn,#startupfunding [52] #startupfunding,#impactwomen [51] #leadership,#cloud [51] #ai,#machinelearning [51] #iot,#iiot [51] #emergingtech,#ai [51] #iiot,#influencers Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
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 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: