The graph represents a network of 3,402 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 12/30/2022 5:00:35 PM. The network was obtained from Twitter on Saturday, 31 December 2022 at 19:35 UTC.
The tweets in the network were tweeted over the 1816-day, 5-hour, 14-minute period from Tuesday, 09 January 2018 at 19:45 UTC to Saturday, 31 December 2022 at 01:00 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 : 3402
Unique Edges : 3330
Edges With Duplicates : 12036
Total Edges : 15366
Number of Edge Types : 9
Retweet : 3974
MentionsInRetweet : 6741
Mentions : 2462
Tweet : 451
Quote : 111
Replies to : 181
MentionsInReplyTo : 1013
MentionsInQuote : 276
MentionsInQuoteReply : 157
Self-Loops : 1228
Reciprocated Vertex Pair Ratio : 0.0536462699077955
Reciprocated Edge Ratio : 0.101829753381066
Connected Components : 314
Single-Vertex Connected Components : 141
Maximum Vertices in a Connected Component : 2289
Maximum Edges in a Connected Component : 13085
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.771338
Graph Density : 0.000543205727955311
Modularity : 0.331567
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,402 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 12/30/2022 5:00:35 PM. The network was obtained from Twitter on Saturday, 31 December 2022 at 19:35 UTC.
The tweets in the network were tweeted over the 1816-day, 5-hour, 14-minute period from Tuesday, 09 January 2018 at 19:45 UTC to Saturday, 31 December 2022 at 01:00 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:
[540] #iot,#5g [453] #tech4good,#innovation [408] #5g,#ai [301] #innovation,#mobility [282] #mobility,#iot [277] future,#tech4good [264] #huawei's,#tech4good [264] #tech4good,competition [219] #innovation,#tech [218] #healthtech,#healthcare Top Word Pairs in Tweet in G1:
[264] #iot,#5g [228] #tech4good,#innovation [200] #5g,#ai [169] kred,#influence [169] gave,kred [148] eli_krumova,gave [145] #innovation,#mobility [138] #strategy,#planning [136] #mobility,#iot [135] here's,road Top Word Pairs in Tweet in G2:
[258] #iot,#5g [201] #tech4good,#innovation [195] #5g,#ai [147] fabriziobustama,future [147] #innovation,#mobility [138] #mobility,#iot [137] future,#tech4good [132] #bigdata,#vpn [132] #ai,#bigdata [123] #artificialintelligence,cc Top Word Pairs in Tweet in G3:
[263] #huawei's,#tech4good [263] #tech4good,competition [173] teams,#huawei's [92] top,11 [92] 11,teams [91] solutions,placed [91] meet,next [91] digital,solutions [91] placed,top [91] next,teams Top Word Pairs in Tweet in G4:
[202] #medical,#innovation [202] treatment,broken [202] #healthtech,#healthcare [202] #healthcare,#surgery [202] #health,#healthtech [202] gigadgets_,#health [202] #surgery,#medical [202] broken,ribs [202] ribs,gigadgets_ [202] surgical,treatment Top Word Pairs in Tweet in G5:
[82] #digitalhealth,#ehealth [34] #ehealth,#digitalhealth [28] digital,health [25] predictions,2023 [23] #ehealth,#tech4good [23] three,pillars [23] technology,predictions [21] globaliqx,three [21] #ehealth,#healthcare [20] #digitalhealth,#tech4good Top Word Pairs in Tweet in G6:
[24] #socent,#tech4good [22] chrisawatson_,womenwholead2 [22] #endhomelessness,#socent [21] #greenwashing,#endhomelessness [21] housingfirstire,#greenwashing [20] womenwholead2,themissnicolina [17] socialistvoice,peterstefanovi2 [17] housingfirstuk,socialistvoice [16] housingfirstire,googleexpertuk [16] googleexpertuk,housingfirstire Top Word Pairs in Tweet in G7:
[86] software,engineer [86] senior,software [44] remote,tech4good [44] 50,000 [43] 000,60 [43] engineer,net [43] package,remote [43] tech4good,partnered [43] 60,000 [43] partnered,leading Top Word Pairs in Tweet in G8:
[90] engineers,developed [90] thinnest,#robot [90] world,#mit [90] blood,clots [90] #mit,engineers [90] thread,remove [90] robotic,thread [90] #robot,world [90] remove,blood [90] clots,brain Top Word Pairs in Tweet in G9:
[21] many,visible [21] aware,many [21] aren,visible [21] conditions,hidden [21] vast,majority [21] majority,disabilities [21] visible,aware [21] disabilities,aren [21] visible,conditions [20] hidden,disabi Top Word Pairs in Tweet in G10:
[39] concours,mondial [38] mondial,#tech4good [37] concours,#tech4good [37] notre,concours [32] seeds,alumni [32] êtes,seeds [32] l'édition,2022 [32] souhaitez,répondre [32] alumni,souhaitez [32] #tech4good,êtes 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 G5:
Top Replied-To in G6:
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:
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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: