The graph represents a network of 4,264 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 3/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 March 2023 at 19:35 UTC.
The tweets in the network were tweeted over the 2253-day, 4-hour, 32-minute period from Saturday, 07 January 2017 at 20:11 UTC to Saturday, 11 March 2023 at 00:44 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 : 4264
Unique Edges : 3775
Edges With Duplicates : 14877
Total Edges : 18652
Number of Edge Types : 9
MentionsInQuote : 378
Quote : 138
Tweet : 459
Retweet : 3926
MentionsInRetweet : 8575
Mentions : 2468
Replies to : 257
MentionsInReplyTo : 2111
MentionsInQuoteReply : 340
Self-Loops : 1558
Reciprocated Vertex Pair Ratio : 0.0394572892150076
Reciprocated Edge Ratio : 0.0759190197123069
Connected Components : 290
Single-Vertex Connected Components : 111
Maximum Vertices in a Connected Component : 3031
Maximum Edges in a Connected Component : 16142
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.880905
Graph Density : 0.00041303964168316
Modularity : 0.35167
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,264 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 3/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 March 2023 at 19:35 UTC.
The tweets in the network were tweeted over the 2253-day, 4-hour, 32-minute period from Saturday, 07 January 2017 at 20:11 UTC to Saturday, 11 March 2023 at 00:44 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:
[569] power,plant [569] system,deploy [569] portable,system [569] plant,minutes [569] solar,power [569] deploy,solar [462] literally,roll [462] roll,solar [462] solar,rug [462] minutes,literally Top Word Pairs in Tweet in G1:
[194] fabriziobustama,globaliqx [171] globaliqx,huawei [171] huawei,gigadgets_ [133] nodexl,fabriziobustama [122] congrats,#tech4good [121] #iot,#5g [106] eli_krumova,congrats [82] #tech4good,#innovation [81] #influencers,nodexl [81] top,#influencers Top Word Pairs in Tweet in G2:
[184] gigadgets_,#sustainability [180] #ai,#artificialintelligence [179] #sustainability,#innovation [178] #innovation,#technolog [131] justinanixon,read [131] ronald_vanloon,justinanixon [131] read,more [130] diversity,tech [130] growth,ronald_vanloon [130] key,unlocking Top Word Pairs in Tweet in G3:
[452] roll,solar [452] solar,rug [452] power,plant [452] solar,power [452] system,deploy [452] deploy,solar [452] minutes,literally [452] literally,roll [452] plant,minutes [452] portable,system Top Word Pairs in Tweet in G4:
[150] #tech4good,#innovation [147] education,level [147] #education,#tech4good [147] simulation,program [147] bringing,education [147] level,teaching [147] teaching,chemistry [147] program,#education [147] chemistry,simulation [146] pascal_bornet,bringing Top Word Pairs in Tweet in G5:
[21] housingfirstuk,socialistvoice [21] socialistvoice,peterstefanovi2 [16] googleexpertuk,housingfirstire [15] adatheshow,mrsedithrigby [14] chrisawatson_,womenwholead2 [14] socialhousingco,housingfirstuk [14] womenwholead2,themissnicolina [14] googleexpertuk,thepeopleshubuk [14] mrsedithrigby,ddr333 [13] please,join Top Word Pairs in Tweet in G6:
[6] design,thinking [6] data,ciberseguridad [6] tech4good,design [6] charlas,metaverso [6] 100,profesores [6] ai,tech4good [6] contribuir,futuro [6] jornadas,intercambiar [6] invitó,100 [6] ideas,experiencias Top Word Pairs in Tweet in G7:
[12] ethical,tech [12] world,organizations [12] tech,mindset [12] adopt,ethical [12] organizations,forget [12] need,ethically [12] ethically,driven [12] mindset,need [12] forget,adopt [12] evolving,world Top Word Pairs in Tweet in G8:
[97] foundation,ran [97] ayamiyagotchi,ethereum [97] talks,ayamiyagotchi [97] ethereum,foundation [97] #impactstories,talks [96] ran,#bl [96] empodera_org,#impactstories [4] enseñar,programar [4] #áfrica,_jojoboateng [4] millones,personas Top Word Pairs in Tweet in G9:
[51] #leadership,#cloud [51] #ai,#machinelearning [51] #iot,#iiot [51] #emergingtech,#ai [51] #iiot,#influencers [51] #influencers,#leadership [51] #cloud,#emergingtech [50] #ml,#artificialintelligence [50] #artificialintelligence,#digitaltwins [50] #machinelearning,#ml Top Word Pairs in Tweet in G10:
[22] kcdf,under [20] technology,program [20] under,technology [18] nonprofits,free [18] hosting,nonprofits [18] free,person [18] happening,kcdf [18] currently,hosting [10] program,techsoup [10] tech4good,south Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G7:
Top Replied-To in G9:
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: