The graph represents a network of 381 Twitter users whose tweets in the requested range contained "#data4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 02 December 2019 at 18:51 UTC.
The requested start date was Monday, 02 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 13-day, 18-hour, 4-minute period from Monday, 18 November 2019 at 03:09 UTC to Sunday, 01 December 2019 at 21:14 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 : 381
Unique Edges : 569
Edges With Duplicates : 260
Total Edges : 829
Number of Edge Types : 3
Mentions : 736
Tweet : 84
Replies to : 9
Self-Loops : 84
Reciprocated Vertex Pair Ratio : 0.0567010309278351
Reciprocated Edge Ratio : 0.107317073170732
Connected Components : 50
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 162
Maximum Edges in a Connected Component : 452
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.903763
Graph Density : 0.00424782428512225
Modularity : 0.654152
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 381 Twitter users whose tweets in the requested range contained "#data4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 02 December 2019 at 18:51 UTC.
The requested start date was Monday, 02 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 13-day, 18-hour, 4-minute period from Monday, 18 November 2019 at 03:09 UTC to Sunday, 01 December 2019 at 21:14 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 : #data4good
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:
[41] #datascience,bowl [39] data,science [39] social,good [33] 2019,#datascience [30] world,digital [30] digital,learn [30] learn,power [30] power,#datascience [30] #datascience,#ai [30] #ai,social Top Word Pairs in Tweet in G1:
[31] #datascience,bowl [25] 2019,#datascience [20] boozallen,pbskids [19] social,good [19] pbskids,kaggle [18] presented,boozallen [18] kirkdborne,2019 [17] world,digital [17] digital,learn [17] learn,power Top Word Pairs in Tweet in G2:
[16] flying,labs [14] #techforgood,#data4good [14] ghana,flying [14] train,generation [14] generation,talent [14] talent,facilitating [14] facilitating,world [14] world,class [14] class,training [14] training,courses Top Word Pairs in Tweet in G3:
[12] data,science [9] cntr4growth,launched [9] launched,interactive [9] interactive,inclusive [9] inclusive,growth [9] growth,toolkit [9] toolkit,help [9] help,local [9] local,leaders [9] leaders,drive Top Word Pairs in Tweet in G4:
[8] #data4good,competition [8] #data4good,#data4change [4] honing,#datascience [4] #datascience,skills [4] skills,one [4] one,largest [4] largest,disaster [4] disaster,datasets [4] datasets,collected [4] collected,sounds Top Word Pairs in Tweet in G5:
[7] #ethics,#bookclub [7] starting,first [7] unfair,algorithms [6] first,#ethics [5] come,meet [5] meet,community [5] community,volunteers [5] volunteers,attempting [5] attempting,understand [5] understand,associations Top Word Pairs in Tweet in G6:
[22] ht,kirkdborne [12] #data4good,#ai4socialgood [10] kirkdborne,world [10] world,digital [10] digital,learn [10] learn,power [10] power,#datascience [10] #datascience,#ai [10] #ai,social [10] social,good Top Word Pairs in Tweet in G7:
[5] #analytics,#data4good [4] mark,wolff [3] #data,#ai [3] technology,advances [3] advances,certainly [3] certainly,transformed [3] transformed,aspects [3] aspects,treatment [3] treatment,many [3] many,practices Top Word Pairs in Tweet in G8:
[4] data,science [4] science,social [4] social,good [4] good,datascifellows [4] datascifellows,accepting [4] accepting,applications [4] applications,2020 [4] 2020,project [4] project,partners [3] alexcengler,data Top Word Pairs in Tweet in G9:
[7] story,#data4good [5] #analytics,journey [5] journey,kidscancerproj [5] kidscancerproj,powerful [5] powerful,story [5] #data4good,cc [5] cc,owenfinegan [5] owenfinegan,davidbowiework [5] davidbowiework,itwire [4] oschabenberger,#analytics Top Word Pairs in Tweet in G10:
[18] correlaid,meetup [10] program,correlaid [10] meetup,finally [10] finally,online [10] online,already [10] already,very [10] very,proud [10] proud,educational [10] educational,content [10] content,network Top Replied-To in Entire Graph:
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 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: