The graph represents a network of 442 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 Tuesday, 26 November 2019 at 17:39 UTC.
The requested start date was Monday, 25 November 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, 21-hour, 43-minute period from Monday, 11 November 2019 at 03:00 UTC to Monday, 25 November 2019 at 00:43 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 : 442
Unique Edges : 677
Edges With Duplicates : 394
Total Edges : 1071
Number of Edge Types : 3
Mentions : 944
Tweet : 118
Replies to : 9
Self-Loops : 118
Reciprocated Vertex Pair Ratio : 0.038135593220339
Reciprocated Edge Ratio : 0.073469387755102
Connected Components : 60
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 265
Maximum Edges in a Connected Component : 830
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.240969
Graph Density : 0.00377073906485671
Modularity : 0.576169
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 442 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 Tuesday, 26 November 2019 at 17:39 UTC.
The requested start date was Monday, 25 November 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, 21-hour, 43-minute period from Monday, 11 November 2019 at 03:00 UTC to Monday, 25 November 2019 at 00:43 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:
[75] social,good [73] #datascience,#ai [69] #datascience,bowl [64] boozallen,pbskids [61] pbskids,kaggle [58] #ai,social [54] ht,kirkdborne [51] 2019,#datascience [51] #data4good,#ai4socialgood [50] world,digital Top Word Pairs in Tweet in G1:
[53] #datascience,bowl [53] boozallen,pbskids [53] pbskids,kaggle [38] 2019,#datascience [36] #datascience,#ai [34] social,good [34] #data4good,#ai4socialgood [31] kirkdborne,#datascichat [26] #machinelearning,#bigdata [25] #ai,social Top Word Pairs in Tweet in G2:
[44] ht,kirkdborne [32] #datascience,#ai [30] social,good [28] #ai,social [27] kirkdborne,world [27] world,digital [27] digital,learn [27] learn,power [27] power,#datascience [17] good,booz Top Word Pairs in Tweet in G3:
[7] great,#data4good [7] #data4good,going [7] going,dynamic [7] dynamic,impact [7] impact,learning [7] learning,team [7] team,exciting [7] exciting,times [7] times,city [7] city,bridge Top Word Pairs in Tweet in G4:
[9] world,application [9] application,#ai [9] #ai,story [9] story,#data4good [9] #data4good,wildtrackfit [8] oschabenberger,world [6] time,magazine [6] wildtrackfit,use [6] #ai,#analytics [6] #analytics,help Top Word Pairs in Tweet in G5:
[3] use,case [2] always,worth [2] worth,trying [2] trying,improve [2] improve,#world [2] #world,done [2] done,thanks [2] thanks,#analytics [2] #analytics,imagine [2] imagine,better Top Word Pairs in Tweet in G6:
[10] data,good [10] good,exchange [10] co,hosted [7] preparing,data [7] exchange,2019 [7] 2019,london [7] london,next [7] next,week [7] week,co [7] hosted,jpmorgan Top Word Pairs in Tweet in G7:
[6] data,science [5] data,help [5] science,social [5] social,good [5] good,datascifellows [5] datascifellows,accepting [5] accepting,applications [5] applications,2020 [5] 2020,project [5] project,partners Top Word Pairs in Tweet in G8:
[4] excited,part [4] part,geospatialm [4] geospatialm,2020 [4] 2020,geospacial [4] geospacial,global [4] global,forum [4] forum,transforming [4] transforming,economies [4] economies,5g [4] 5g,geospatial Top Word Pairs in Tweet in G9:
[6] theadamgabriel,ht [6] ht,kirkdborne [6] digging,deeper [6] deeper,#data4good [6] #data4good,ritikaiitr [6] ritikaiitr,discusses [6] discusses,environmental [6] environmental,protection [6] protection,work [6] work,re Top Word Pairs in Tweet in G10:
[11] #data4good,competition [4] #data,cdcgov [4] cdcgov,afhsbpage [4] afhsbpage,noaa [3] competition,offering [3] offering,bonus [3] bonus,prize [3] prize,000 [3] 000,top [3] top,contributor Top Replied-To in Entire Graph:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G7:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
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: