The graph represents a network of 356 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, 01 March 2021 at 16:54 UTC.
The requested start date was Monday, 01 March 2021 at 01:01 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 13-day, 9-hour, 50-minute period from Monday, 15 February 2021 at 13:07 UTC to Sunday, 28 February 2021 at 22:58 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 : 356
Unique Edges : 209
Edges With Duplicates : 1097
Total Edges : 1306
Number of Edge Types : 5
Retweet : 463
MentionsInRetweet : 600
Mentions : 166
Tweet : 75
Replies to : 2
Self-Loops : 84
Reciprocated Vertex Pair Ratio : 0.037199124726477
Reciprocated Edge Ratio : 0.0717299578059072
Connected Components : 35
Single-Vertex Connected Components : 13
Maximum Vertices in a Connected Component : 241
Maximum Edges in a Connected Component : 1134
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.500829
Graph Density : 0.00375059344833043
Modularity : 0.32493
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 356 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, 01 March 2021 at 16:54 UTC.
The requested start date was Monday, 01 March 2021 at 01:01 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 13-day, 9-hour, 50-minute period from Monday, 15 February 2021 at 13:07 UTC to Sunday, 28 February 2021 at 22:58 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:
[96] #dataanalytics,identify [96] identify,sources [96] sources,value [95] touch,sky [95] sky,focus [95] focus,strengths [95] strengths,#dataanalytics [95] value,reveal [95] reveal,potential [95] potential,#data Top Word Pairs in Tweet in G1:
[93] #dataanalytics,identify [93] identify,sources [93] sources,value [92] touch,sky [92] sky,focus [92] focus,strengths [92] strengths,#dataanalytics [92] value,reveal [92] reveal,potential [92] potential,#data Top Word Pairs in Tweet in G2:
[21] #datascibowl,nodexl [21] kirkdborne,fmfrancoise [21] fmfrancoise,chidambara09 [21] chidambara09,sallyeaves [14] crash,data [13] sallyeaves,eli_krumova [13] understanding,crash [13] data,national [13] national,highway [13] highway,traffic Top Word Pairs in Tweet in G3:
[24] #data4good,symposium [19] today's,spotlight [11] spotlight,featured [10] public,good [9] data,public [9] good,symposium [8] reminder,register [8] register,annual [8] annual,#data4good [8] symposium,happening Top Word Pairs in Tweet in G4:
[53] #ai,#machinelearning [27] artificial,intelligence [19] #machinelearning,#data4good [16] #sustainability,#data4good [16] _m_dey,artificial [15] #sdg,#sustainability [12] #analytics,#data4good [12] #sustainability,#sdg [12] intelligence,help [12] help,achieve Top Word Pairs in Tweet in G5:
[6] equity,ethics [6] ethics,data [6] data,series [5] heard,due [5] due,high [5] high,demand [5] demand,hosting [5] hosting,3rd [5] 3rd,cohort [5] cohort,equity Top Word Pairs in Tweet in G6:
[14] sanitas,#data4good [12] orgullosos,presentar [12] presentar,sanitas [12] #data4good,iniciativa [12] iniciativa,aportar [12] aportar,valor [12] valor,sociedad [12] sociedad,través [12] través,#datos [12] #datos,nuestro Top Word Pairs in Tweet in G8:
[6] join,wednesday [6] wednesday,10 [6] 10,30 [6] 30,noon [6] noon,discussion [6] discussion,better [6] better,reflect [6] reflect,demand [6] demand,integrated [6] integrated,energy Top Word Pairs in Tweet in G9:
[4] #data4good,smart [4] smart,#data [4] #data,data [4] data,purpose [4] purpose,agree [4] agree,aniacalderon [4] aniacalderon,opendatacharter [4] opendatacharter,data [4] data,made [4] made,tech Top Word Pairs in Tweet in G10:
[4] #bigdata,#urbandata [3] balancing,privacy [3] privacy,data [3] data,sharing [3] sharing,public [3] public,good [3] good,nytimes [3] nytimes,#bigdata [2] urbanbigdata,balancing [2] #urbandata,#opendat 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 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: