The graph represents a network of 298 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, 12 October 2020 at 15:33 UTC.
The requested start date was Monday, 12 October 2020 at 00:01 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 12-day, 14-hour, 35-minute period from Monday, 28 September 2020 at 02:00 UTC to Saturday, 10 October 2020 at 16:35 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 : 298
Unique Edges : 230
Edges With Duplicates : 786
Total Edges : 1016
Number of Edge Types : 5
Retweet : 304
MentionsInRetweet : 479
Mentions : 159
Replies to : 6
Tweet : 68
Self-Loops : 74
Reciprocated Vertex Pair Ratio : 0.0519187358916479
Reciprocated Edge Ratio : 0.0987124463519313
Connected Components : 31
Single-Vertex Connected Components : 8
Maximum Vertices in a Connected Component : 191
Maximum Edges in a Connected Component : 821
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.621492
Graph Density : 0.00526517976182406
Modularity : 0.371957
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 298 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, 12 October 2020 at 15:33 UTC.
The requested start date was Monday, 12 October 2020 at 00:01 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 12-day, 14-hour, 35-minute period from Monday, 28 September 2020 at 02:00 UTC to Saturday, 10 October 2020 at 16:35 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:
[43] #bigdata,#datascience [39] #iiot,#iotpl [36] carbon,footprint [36] footprint,#ai [36] #ai,big [36] big,well [36] well,small [36] small,don [36] don,ignore [36] ignore,downstream Top Word Pairs in Tweet in G1:
[34] #bigdata,#datascience [32] carbon,footprint [32] footprint,#ai [32] #ai,big [32] big,well [32] well,small [32] small,don [32] don,ignore [32] ignore,downstream [32] downstream,environmental Top Word Pairs in Tweet in G2:
[24] dssgpt,#dssgsummit [14] #data4good,#socialgood [13] #socialgood,#data4good [11] #datascience,#data4good [10] #data4good,#datascience [8] #datascience,#summit [8] data,science [7] #datascience,#socialgood [7] #socialgood,#datascience [6] executive,director Top Word Pairs in Tweet in G3:
[8] developers,designers [8] designers,data [8] data,scientists [8] scientists,students [8] students,academics [8] academics,creative [8] creative,problem [8] problem,solvers [8] solvers,sign [8] sign,take Top Word Pairs in Tweet in G4:
[8] pandemic,hit [8] hit,nepal [8] nepal,country [8] country,main [8] main,airport [8] airport,drastically [8] drastically,cut [8] cut,flights [8] flights,nepalflyinglabs [8] nepalflyinglabs,local Top Word Pairs in Tweet in G5:
[15] #datascibowl,nodexl [15] nodexl,kirkdborne [15] kirkdborne,rubiscape [15] rubiscape,chidambara09 [15] chidambara09,cloudpreacher [14] cloudpreacher,botnowa [12] fmfrancoise,#datascibowl [12] botnowa,how_sustaina [6] #datascience,#ai [5] #iot,#sustainability Top Word Pairs in Tweet in G6:
[2] acsmfitindex,cityminneapolis [2] cityminneapolis,much [2] much,city [2] city,spend [2] spend,parks [2] parks,recreation [2] recreation,facilities [2] facilities,person Top Word Pairs in Tweet in G7:
[7] #africa,data [7] data,leadership [6] value,data [5] #digitaleconomy,#data4good [5] #adli,help [5] help,discuss [5] discuss,agree [5] agree,use [5] use,#data [5] #data,advance Top Word Pairs in Tweet in G8:
[17] mental,afflictions [17] afflictions,go [17] go,untreated [17] untreated,many [17] many,people [17] people,choose [17] choose,suffer [17] suffer,silence [17] silence,join [17] join,exclusive Top Word Pairs in Tweet in G9:
[10] #ai,#machinelearning [8] fight,deforestation [8] deforestation,amazon [8] amazon,couch [8] couch,amanda [8] amanda,schupak [8] schupak,huffpost [8] huffpost,#ai [8] #machinelearning,#computervision [7] _m_dey,fight Top Word Pairs in Tweet in G10:
[3] excited,moderating [3] moderating,#data4good [3] #data4good,panel [3] panel,dataconla [3] dataconla,oct [3] oct,24 [3] 24,xavier [3] xavier,kochhar [3] kochhar,jeanneholm [2] kborchgrevink,excited Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G6:
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: