The graph represents a network of 262 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, 06 July 2020 at 14:01 UTC.
The requested start date was Monday, 06 July 2020 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 12-day, 3-hour, 0-minute period from Monday, 22 June 2020 at 03:30 UTC to Saturday, 04 July 2020 at 06:30 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 : 262
Unique Edges : 239
Edges With Duplicates : 437
Total Edges : 676
Number of Edge Types : 5
Retweet : 197
MentionsInRetweet : 341
Mentions : 93
Replies to : 2
Tweet : 43
Self-Loops : 43
Reciprocated Vertex Pair Ratio : 0.0454545454545455
Reciprocated Edge Ratio : 0.0869565217391304
Connected Components : 32
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 163
Maximum Edges in a Connected Component : 521
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.889371
Graph Density : 0.00571787897399901
Modularity : 0.508423
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 262 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, 06 July 2020 at 14:01 UTC.
The requested start date was Monday, 06 July 2020 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 12-day, 3-hour, 0-minute period from Monday, 22 June 2020 at 03:30 UTC to Saturday, 04 July 2020 at 06:30 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:
[35] ways,#datascience [35] #datascience,helping [35] helping,fight [35] fight,against [35] against,#covid19 [35] #covid19,#abdsc [35] #abdsc,#bigdata [34] #bigdata,#ai [31] kirkdborne,ways [24] #ai,# Top Word Pairs in Tweet in G1:
[27] ways,#datascience [27] #datascience,helping [27] helping,fight [27] fight,against [27] against,#covid19 [27] #covid19,#abdsc [27] #abdsc,#bigdata [27] #bigdata,#ai [25] kirkdborne,ways [20] #ai,# Top Word Pairs in Tweet in G2:
[14] wired,magazine [14] magazine,published [14] published,article [14] article,work [14] work,gon_castanedar [14] gon_castanedar,undp [14] undp,pnudlac [14] pnudlac,turinginst [14] turinginst,policy [14] policy,priority Top Word Pairs in Tweet in G3:
[8] learn,more [7] more,youthrobotics [7] youthrobotics,program [7] program,brings [7] brings,#stem [7] #stem,training [7] training,students [7] students,around [7] around,world [6] werobotics,learn Top Word Pairs in Tweet in G4:
[15] celebrating,many [15] many,years [15] years,data [15] data,collection [15] collection,kenya [15] kenya,publication [15] publication,shallow [15] shallow,aquifer [15] aquifer,monitoring [15] monitoring,using Top Word Pairs in Tweet in G5:
[5] #covid19,exposed [5] exposed,economic [5] economic,challenges [5] challenges,leaders [5] leaders,need [5] need,holistic [5] holistic,granular [5] granular,information [5] information,tailor [5] tailor,strategies Top Word Pairs in Tweet in G6:
[4] really,happy [4] happy,see [4] see,#shiny [4] #shiny,app [4] app,published [4] published,fully [4] fully,integrated [4] integrated,website [4] website,erlassjahr [4] erlassjahr,thank Top Word Pairs in Tweet in G7:
[4] research,data [4] data,scotland [4] scotland,conversation [4] conversation,roger [4] roger,halliday [4] halliday,chief [4] chief,statistician [4] statistician,scottish [4] scottish,government [4] ways,#datascience Top Word Pairs in Tweet in G8:
[3] #data4good,#bigdataanalytics [2] ac,dc [2] gt,gt [2] #bigdata,#datascience [2] #datascience,#iot [2] #iot,#iiot [2] #iiot,#iotpl [2] #iotpl,#data4good [2] #data4good,#edgeanalytics [2] #edgeanalytics,#machinelearning Top Word Pairs in Tweet in G10:
[2] important,work [2] work,urgently [2] urgently,#makingbetterwork [2] #makingbetterwork,#data4good [2] #data4good,#civictech [2] #civictech,urbaninstitute [2] urbaninstitute,datadotorg [2] datadotorg,thegovlab Top Replied-To in Entire Graph:
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: