The graph represents a network of 1,632 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, 19 December 2020 at 19:53 UTC.
The requested start date was Saturday, 19 December 2020 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, 14-hour, 19-minute period from Saturday, 05 December 2020 at 01:53 UTC to Friday, 18 December 2020 at 16:13 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 : 1632
Unique Edges : 1735
Edges With Duplicates : 2817
Total Edges : 4552
Number of Edge Types : 5
Mentions : 1137
Tweet : 374
Retweet : 1006
MentionsInRetweet : 1931
Replies to : 104
Self-Loops : 392
Reciprocated Vertex Pair Ratio : 0.0606435643564356
Reciprocated Edge Ratio : 0.114352392065344
Connected Components : 194
Single-Vertex Connected Components : 60
Maximum Vertices in a Connected Component : 872
Maximum Edges in a Connected Component : 3258
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.82494
Graph Density : 0.000965890648104735
Modularity : 0.507879
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 1,632 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, 19 December 2020 at 19:53 UTC.
The requested start date was Saturday, 19 December 2020 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, 14-hour, 19-minute period from Saturday, 05 December 2020 at 01:53 UTC to Friday, 18 December 2020 at 16:13 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:
[180] hey,spécialistes [180] spécialistes,#numérique [180] #numérique,#ethique [180] #ethique,voit [177] voit,'e [173] 'e,entend [169] entend,alors [164] alors,#chartes [158] #chartes,#ethiques [135] #ethiques,#europe Top Word Pairs in Tweet in G1:
[90] #tech4good,#tech4all [64] #trustintech,#tech4good [63] #tech4all,#ruhglobal [62] #tech4all,#tech4good [49] #inclusion,#accessibility [46] #ruhglobal,#disabilityinclusion [33] #tech4good,#inclusion [32] #disabilityinclusion,#digitaltransformation [30] #digitaltransformation,#digitalinclusion [28] artificial,intelligence Top Word Pairs in Tweet in G2:
[180] hey,spécialistes [180] spécialistes,#numérique [180] #numérique,#ethique [180] #ethique,voit [177] voit,'e [173] 'e,entend [169] entend,alors [164] alors,#chartes [157] #chartes,#ethiques [135] #ethiques,#europe Top Word Pairs in Tweet in G3:
[68] impact,ai [68] ai,technology [68] technology,society [68] society,bernardmarr [68] bernardmarr,forbes [35] #ai,#ml [35] #ml,#tech4good [35] #tech4good,#ethics [34] forbes,#ai [34] forbes,gersonrolim Top Word Pairs in Tweet in G4:
[69] 24,year [69] year,old [69] old,guillermo [69] guillermo,martínez [69] martínez,providing [69] providing,kenyans [69] kenyans,prosthetic [69] prosthetic,limbs [69] limbs,free [69] free,techinsider Top Word Pairs in Tweet in G5:
[48] brought,msftnonprofits [30] msftnonprofits,learn [25] office,365 [21] #tech4good,#socialimpact [17] #tech4good,office365 [15] learn,#nonprofit [13] work,together [12] #socialimpact,#digitaltransformation [11] #tech4good,#digitaltransformation [11] msftnonprofits,see Top Word Pairs in Tweet in G6:
[14] #inspire,#makeadifference [14] #makeadifference,#volunteer4good [14] #volunteer4good,#bethechange [14] #bethechange,#skillsforgood [14] #csr,#sdgs [14] #sdgs,#tech4good [14] #tech4good,#socialgood [14] #socialgood,#socialimpact [14] #socialimpact,#ngos [13] #skillsforgood,#volunteering Top Word Pairs in Tweet in G7:
[9] #bloom,part [9] part,chaynhq [9] chaynhq,free [9] free,web [9] web,based [9] based,support [9] support,service [9] service,anyone [9] anyone,currently [9] currently,experiencing Top Word Pairs in Tweet in G8:
[4] theboredentrep1,petejacksongmp [4] petejacksongmp,thetimes [4] thetimes,andyburnhamgm [4] andyburnhamgm,gmpolice [4] gmpolice,patel4witham [4] patel4witham,mennewsdesk [4] mennewsdesk,bbcnwt [4] bbcnwt,greatermcr [3] truthsayerodet1,theboredentrep1 [3] greatermcr,ma Top Word Pairs in Tweet in G9:
[5] favorite,event [5] event,amazing [5] amazing,agenda [5] agenda,amazing [5] amazing,outcomes [5] outcomes,amazing [5] amazing,opp [5] opp,#students [5] #students,change [5] change,world Top Word Pairs in Tweet in G10:
[10] #tech4good,#welcomeapp [10] disabled,people [9] #railtravel,improved [9] improved,disabled [9] people,covid [9] covid,19 [9] 19,world [9] world,#tech4good [9] #welcomeapp,part [8] neatebox,#railtravel Top Replied-To in Entire Graph:
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Top Replied-To in G5:
Top Replied-To in G8:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: