The graph represents a network of 330 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, 14 January 2019 at 05:31 UTC.
The requested start date was Monday, 14 January 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, 22-hour, 4-minute period from Monday, 31 December 2018 at 02:43 UTC to Monday, 14 January 2019 at 00:48 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 : 330
Unique Edges : 445
Edges With Duplicates : 158
Total Edges : 603
Number of Edge Types : 3
Tweet : 55
Mentions : 541
Replies to : 7
Self-Loops : 55
Reciprocated Vertex Pair Ratio : 0.0199556541019956
Reciprocated Edge Ratio : 0.0391304347826087
Connected Components : 25
Single-Vertex Connected Components : 12
Maximum Vertices in a Connected Component : 249
Maximum Edges in a Connected Component : 495
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.238161
Graph Density : 0.00423689785391913
Modularity : 0.61992
NodeXL Version : 1.0.1.407
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[33] ai,machinelearning [22] seeing,future [22] future,ai [22] machinelearning,healthcare [22] healthcare,through [22] through,eyes [22] eyes,physicians [22] bigdata,datascience [22] dataliteracy,project [22] project,â Top Word Pairs in Tweet in G1:
[29] ai,machinelearning [20] dataliteracy,project [20] project,â [20] â,global [20] global,community [20] community,dedicated [20] dedicated,building [20] building,data [20] data,literate [20] literate,culture Top Word Pairs in Tweet in G2:
[5] data,science [3] science,social [3] social,impact [3] impact,action [3] action,arrayofthings [3] arrayofthings,data [3] data,now [3] now,available [3] available,api [3] api,urbanccd Top Word Pairs in Tweet in G3:
[7] data,good [5] data,scientists [5] scientists,using [5] using,analytics [5] analytics,save [5] save,endangered [5] endangered,species [5] species,prevent [5] prevent,suicide [5] suicide,combat Top Word Pairs in Tweet in G4:
[17] january,humantraffickingawarenessmonth [17] humantraffickingawarenessmonth,victims [17] victims,humantrafficking [17] humantrafficking,largely [17] largely,invisible [17] re,around [15] sassoftware,january [11] invisible,theyâ [11] theyâ,re [10] around,â Top Word Pairs in Tweet in G5:
[9] data4good,nodexl [9] nodexl,johngmcnutt [9] johngmcnutt,kirkdborne [9] kirkdborne,fmfrancoise [8] data4good,ai [8] fmfrancoise,elsevierconnect [8] elsevierconnect,data [8] data,alemannoeu [7] ai,bigdata [5] fmfrancoise,data4good Top Word Pairs in Tweet in G6:
[15] passionate,osm [15] osm,data [15] data,visualisation [15] visualisation,informationmanagement [15] informationmanagement,making [15] making,community [15] community,response [15] response,data [15] data,sustainable [14] hotosm_uganda,passionate Top Word Pairs in Tweet in G7:
[10] data4good,job [10] job,alert [10] data,scientist [9] alert,rockefellerfdnâ [9] rockefellerfdnâ,s [9] s,data [9] data,technology [9] technology,team [9] team,seeking [9] seeking,experienced Top Word Pairs in Tweet in G8:
[3] top,10 [3] articles,2018 Top Word Pairs in Tweet in G9:
[3] data4good,stories [3] hmkuldell,nextgov [2] prediction,drjosh [2] drjosh,data4good [2] thanks,hmkuldell [2] nextgov,featuring [2] featuring,wholepersoncare [2] wholepersoncare,data4good [2] data4good,prediction [2] prediction,government Top Word Pairs in Tweet in G10:
[9] next,week [9] week,re [9] re,co [9] co,hosting [9] hosting,3rd [9] 3rd,annual [9] annual,goc [9] goc,data [9] data,conference [9] conference,socdevsoc Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G4:
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 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: