The graph represents a network of 1,273 Twitter users whose tweets in the requested range contained "tech4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 10 December 2022 at 19:33 UTC.
The requested start date was Saturday, 10 December 2022 at 01:01 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, 4-hour, 33-minute period from Saturday, 26 November 2022 at 09:05 UTC to Friday, 09 December 2022 at 13:38 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 : 1273
Unique Edges : 1412
Edges With Duplicates : 3096
Total Edges : 4508
Number of Edge Types : 5
Mentions : 1202
Retweet : 1147
MentionsInRetweet : 1986
Replies to : 31
Tweet : 142
Self-Loops : 238
Reciprocated Vertex Pair Ratio : 0.0485865724381625
Reciprocated Edge Ratio : 0.092670598146588
Connected Components : 121
Single-Vertex Connected Components : 55
Maximum Vertices in a Connected Component : 833
Maximum Edges in a Connected Component : 3651
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.139477
Graph Density : 0.00146610542125519
Modularity : 0.394656
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,273 Twitter users whose tweets in the requested range contained "tech4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 10 December 2022 at 19:33 UTC.
The requested start date was Saturday, 10 December 2022 at 01:01 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, 4-hour, 33-minute period from Saturday, 26 November 2022 at 09:05 UTC to Friday, 09 December 2022 at 13:38 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 : 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:
[350] #tech4good,#innovation [344] #5g,#ai [325] #iot,#5g [283] #mobility,#iot [283] #innovation,#mobility [278] future,#tech4good [201] fabriziobustama,future [194] #ai,#bigdata [194] #bigdata,#vpn [174] #vpn,#artificialintelligence Top Word Pairs in Tweet in G1:
[183] #5g,#ai [182] #tech4good,#innovation [167] #iot,#5g [153] fabriziobustama,future [146] future,#tech4good [146] #mobility,#iot [146] #innovation,#mobility [142] #bigdata,#vpn [142] #ai,#bigdata [133] #artificialintelligence,cc Top Word Pairs in Tweet in G2:
[78] #strategy,#planning [75] map,#business [75] #startup,#investment [75] road,map [75] here's,road [74] #planning,#startup [72] #investment,#marketing [68] managementguru,#strategy [68] #business,managementguru [63] khulood_almani,here's Top Word Pairs in Tweet in G3:
[149] #5g,#ai [145] #iot,#5g [145] #tech4good,#innovation [129] #innovation,#mobility [129] #mobility,#iot [125] future,#tech4good [94] #ai,#tech [85] #tech,#transportation [83] #transportation,#ces2023 [80] #ces2023,#supplychain Top Word Pairs in Tweet in G4:
[9] womenwholead2,themissnicolina [9] chrisawatson_,womenwholead2 [9] #socent,#impinv [7] themissnicolina,debjshaw [7] #socent,#tech4good [6] homes,homes [6] housingfirstire,chrisawatson_ [6] googleexpertuk,housingfirstire [6] please,join [6] #greenwashing,#endhomelessness Top Word Pairs in Tweet in G5:
[8] software,engineer [8] senior,software [5] full,article [5] remote,tech4good [4] leading,education [4] yourself,planning [4] 000,60 [4] tailored,book [4] engineer,net [4] package,remote Top Word Pairs in Tweet in G6:
[19] womenforcenft,gm [17] 6pm,cet [16] today,6pm [14] cet,chat [14] gm,still [14] think,technologies [14] positive,impact [14] foster,positive [14] impact,today [14] technologies,foster Top Word Pairs in Tweet in G7:
[11] #esg,#tech4good [11] #tech4good,#impinv [7] raising,5m [7] series,round [5] round,funding [4] impactintech,congrats [4] pre,series [4] 5m,pre [2] congrats,farmerline [2] raising,60m Top Word Pairs in Tweet in G8:
[12] re,coming [9] triggers,#disabilityawareness [9] #disabilityawareness,training [9] using,welcome_cs [9] staff,members [9] welcome_cs,lets [9] know,re [9] coming,triggers [9] lets,venues [9] training,staff Top Word Pairs in Tweet in G9:
[8] david,hinton [8] donnell,representing [8] ufitrust,alongside [8] caroline,donnell [8] representing,ufitrust [8] alongside,david [8] hinton,catch22 [5] going,#ersaconf22 [5] #ersaconf22,caroline [4] rush,stand Top Word Pairs in Tweet in G10:
[16] #tdevhighlight,#tdev228 [13] projecteurs,#tdevhighlight [12] #tdev228,#tgtech [10] #tgtech,#tdevcodelab [9] #tdevwomen,#tgtwittos [9] #tech4good,#tdevwomen [9] #tdevcodelab,#tech4good [7] découvrons,golo [7] aujourd'hui,découvrons [7] hermann,ingénieur Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G8:
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: