The graph represents a network of 487 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 Wednesday, 18 September 2019 at 23:12 UTC.
The requested start date was Monday, 16 September 2019 at 00:01 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, 21-hour, 40-minute period from Monday, 02 September 2019 at 02:19 UTC to Monday, 16 September 2019 at 00:00 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 : 487
Unique Edges : 667
Edges With Duplicates : 221
Total Edges : 888
Number of Edge Types : 3
Mentions : 804
Tweet : 77
Replies to : 7
Self-Loops : 77
Reciprocated Vertex Pair Ratio : 0.0485294117647059
Reciprocated Edge Ratio : 0.0925666199158485
Connected Components : 47
Single-Vertex Connected Components : 15
Maximum Vertices in a Connected Component : 293
Maximum Edges in a Connected Component : 623
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 4.766358
Graph Density : 0.00301248088152035
Modularity : 0.676836
NodeXL Version : 1.0.1.419
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[39] #machinelearning,#datascience [39] beneficial,#ai [39] #bigdata,#machinelearning [37] kirkdborne,beneficial [31] using,#datascience [31] #datascience,impact [31] impact,#healthcare [31] #healthcare,#healthtech [31] #healthtech,#datascientists [31] #datascientists,#data4good Top Word Pairs in Tweet in G1:
[39] beneficial,#ai [39] #bigdata,#machinelearning [37] kirkdborne,beneficial [35] #machinelearning,#datascience [30] using,#datascience [30] #datascience,impact [30] impact,#healthcare [30] #healthcare,#healthtech [30] #healthtech,#datascientists [30] #datascientists,#data4good Top Word Pairs in Tweet in G2:
[15] #d4gx,#data4good [14] #d4gx,today [14] today,talking [14] talking,#datascience [14] #datascience,#genderequality [14] #genderequality,w [14] w,alieholder [14] alieholder,pabseck [10] excited,presenting [10] presenting,#d4gx Top Word Pairs in Tweet in G3:
[8] #data4good,#d4gx [8] cto,shawn [8] shawn,edwards [6] innovative,example [6] example,#data4good [6] #d4gx,bogota [6] bogota,collaborating [6] collaborating,bloomberg [6] bloomberg,associates [6] associates,gave Top Word Pairs in Tweet in G4:
[18] #data4good,#d4gx [11] #data4good,#job [11] #job,alert [9] datakind,#data4good [6] #d4gx,#data4good [6] looking,hire [6] data,scientist [6] click,link [6] link,details [6] details,apply Top Word Pairs in Tweet in G5:
[15] #techforgood,#data4good [12] expert,jury [12] jury,panel [9] panel,#techforgood [8] introducing,#unusualsolutions [8] #unusualsolutions,expert [8] #unusualsolutions,competition [8] competition,open [7] werobotics,introducing [5] apply,now Top Word Pairs in Tweet in G6:
[3] mission,driven [3] #data4good,#dataforgood [2] #tech4good,#data4good [2] #data4good,europeancommission [2] europeancommission,sets [2] sets,ups [2] ups,expert [2] expert,group [2] group,reflect [2] reflect,rules Top Word Pairs in Tweet in G7:
[5] two,days [5] days,mighty [5] mighty,#data4health [5] #data4health,team [5] team,devised [5] devised,ways [5] ways,take [5] take,alliance [5] alliance,integrated [5] integrated,e Top Word Pairs in Tweet in G8:
[10] mchui,oreillymedia [10] oreillymedia,#oreillyai [10] #oreillyai,#tech [10] #tech,#data4good [6] fantastic,opportunity [6] opportunity,work [6] work,datalabscotland [6] datalabscotland,amazing [6] amazing,project [6] project,using Top Word Pairs in Tweet in G10:
[3] fun,one [3] one,wearetdg [3] wearetdg,thank [3] thank,everyone [3] everyone,participated [3] participated,folks [3] folks,know [3] know,solutions [3] solutions,created [2] shan_gsd,fun Top Replied-To in Entire Graph:
Top Replied-To in G1:
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 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: