The graph represents a network of 3,616 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 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 19:35 UTC.
The tweets in the network were tweeted over the 983-day, 9-hour, 17-minute period from Tuesday, 05 May 2020 at 15:06 UTC to Saturday, 14 January 2023 at 00:24 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 : 3616
Unique Edges : 3080
Edges With Duplicates : 11848
Total Edges : 14928
Number of Edge Types : 9
Retweet : 4034
MentionsInRetweet : 6759
Tweet : 492
Quote : 116
Replies to : 148
MentionsInReplyTo : 1055
Mentions : 1956
MentionsInQuoteReply : 104
MentionsInQuote : 264
Self-Loops : 1090
Reciprocated Vertex Pair Ratio : 0.0509915014164306
Reciprocated Edge Ratio : 0.0970350404312668
Connected Components : 315
Single-Vertex Connected Components : 164
Maximum Vertices in a Connected Component : 2704
Maximum Edges in a Connected Component : 13155
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 3.740889
Graph Density : 0.000482487545747194
Modularity : 0.354003
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,616 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 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 19:35 UTC.
The tweets in the network were tweeted over the 983-day, 9-hour, 17-minute period from Tuesday, 05 May 2020 at 15:06 UTC to Saturday, 14 January 2023 at 00:24 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:
[562] #tech4good,competition [561] #huawei's,#tech4good [354] teams,#huawei's [275] huawei,meet [245] #iot,#5g [234] #innovation,#tech [225] #health,#healthtech [221] #healthtech,#healthcare [220] #surgery,#medical [216] #healthcare,#surgery Top Word Pairs in Tweet in G1:
[560] #tech4good,competition [559] #huawei's,#tech4good [352] teams,#huawei's [268] huawei,meet [207] digital,solutions [206] innovative,digital [206] develop,innovative [206] worldwide,develop [206] students,worldwide [206] back,inspiring Top Word Pairs in Tweet in G2:
[160] #strategy,#planning [157] here's,road [157] map,#business [157] road,map [156] #startup,#investment [155] #planning,#startup [153] #investment,#marketing [152] #iot,#5g [150] #business,managementguru [150] managementguru,#strategy Top Word Pairs in Tweet in G3:
[89] #iot,#5g [74] #ces2023,#ces23 [71] fabriziobustama,future [61] #drones,#drone [61] #iot,#iiot [59] #iiot,#5g [55] fabriziobustama,#ai [52] #tech4good,#innovation [50] #ces2023w3t,#ces [50] #5g,#ai Top Word Pairs in Tweet in G4:
[214] ribs,gigadgets_ [214] #surgery,#medical [214] treatment,broken [214] #medical,#innovation [214] gigadgets_,#health [214] broken,ribs [214] #healthtech,#healthcare [214] #health,#healthtech [214] #healthcare,#surgery [214] surgical,treatment Top Word Pairs in Tweet in G5:
[97] engineers,developed [97] thinnest,#robot [97] world,#mit [97] blood,clots [97] #mit,engineers [97] thread,remove [97] robotic,thread [97] #robot,world [97] remove,blood [97] clots,brain Top Word Pairs in Tweet in G6:
[20] #socent,#tech4good [19] womenwholead2,themissnicolina [19] chrisawatson_,womenwholead2 [18] socialistvoice,peterstefanovi2 [18] #endhomelessness,#socent [18] housingfirstuk,socialistvoice [17] #greenwashing,#endhomelessness [17] housingfirstire,#greenwashing [16] googleexpertuk,housingfirstire [14] homes,homes Top Word Pairs in Tweet in G7:
[86] software,engineer [86] senior,software [44] 50,000 [43] engineer,senior [43] remote,tech4good [43] net,core [43] package,remote [43] 000,60 [43] partnered,leading [43] tech4good,partnered Top Word Pairs in Tweet in G8:
[83] concours,#tech4good [55] finale,concours [48] l'équipe,#seveng [46] 2ème,prix [46] remporté,2ème [41] composée,étudiants [41] étudiants,venant [36] félicitations,l'équipe [35] #seveng,composée [35] venant,l'#aglérie Top Word Pairs in Tweet in G9:
[41] #tdev228,#tgtech [21] #tech4good,#tdevwomen [17] #tgtech,#tdevpartners [16] #tgdev,#çaparledev [14] manifeste,numérique [14] #tgtech,#tdevcodelab [14] #tech,#tgdev [13] #tdevpartners,#tech4good [11] datacamp,#tdev228 [11] partenariat,datacamp Top Word Pairs in Tweet in G10:
[47] talks,ayamiyagotchi [47] ethereum,foundation [47] #impactstories,talks [47] foundation,ran [47] ayamiyagotchi,ethereum [46] empodera_org,#impactstories [46] ran,#bl 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 G6:
Top Replied-To in G8:
Top Replied-To in G9:
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: