The graph represents a network of 632 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, 28 January 2019 at 05:31 UTC.
The requested start date was Monday, 28 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, 18-hour, 25-minute period from Monday, 14 January 2019 at 01:38 UTC to Sunday, 27 January 2019 at 20:03 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 : 632
Unique Edges : 1041
Edges With Duplicates : 225
Total Edges : 1266
Number of Edge Types : 3
Tweet : 66
Mentions : 1190
Replies to : 10
Self-Loops : 66
Reciprocated Vertex Pair Ratio : 0.0305635148042025
Reciprocated Edge Ratio : 0.0593141797961075
Connected Components : 58
Single-Vertex Connected Components : 27
Maximum Vertices in a Connected Component : 442
Maximum Edges in a Connected Component : 974
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.585432
Graph Density : 0.00270567112680295
Modularity : 0.689983
NodeXL Version : 1.0.1.408
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[168] non,profit [166] digitally,inclusive [166] inclusive,economies [166] economies,require [166] require,data [166] data,resource [166] resource,capacity [166] capacity,building [166] building,civic [166] civic,non Top Word Pairs in Tweet in G1:
[161] digitally,inclusive [161] inclusive,economies [161] economies,require [161] require,data [161] data,resource [161] resource,capacity [161] capacity,building [161] building,civic [161] civic,non [161] non,profit Top Word Pairs in Tweet in G2:
[16] click,link [16] data,science [14] data4good,job [14] job,alert [13] looking,hire [12] use,data4good [12] ca,click [12] link,details [12] datakind,data4good [11] s,late Top Word Pairs in Tweet in G3:
[33] kirkdborne,ai [26] gt,gt [21] bigdata,datascience [19] datascience,ai [18] keep,track [18] track,sdgs [18] sdgs,need [18] need,data [18] data,revolution [18] revolution,wef Top Word Pairs in Tweet in G4:
[14] new,collaborative [13] center,rockefellerfdn [13] rockefellerfdn,excited [13] excited,announce [13] announce,new [13] collaborative,unlock [13] unlock,power [13] power,data4good [13] data4good,new [12] cntr4growth,center Top Word Pairs in Tweet in G5:
[3] data,science [2] bigdata,analytics [2] analytics,fight [2] fight,against [2] against,climatechange [2] climatechange,data4good [2] use,data4good [2] social,good [2] datascience,data4good [2] wef19,data4good Top Word Pairs in Tweet in G6:
[25] submit,best [25] best,data4good [25] data4good,research [25] research,papers [25] papers,dssg [25] dssg,workshop [25] workshop,hosted [14] more,time [14] time,submit [13] danielapaolotti,more Top Word Pairs in Tweet in G7:
[12] privately,held [12] held,data [10] hecparis,data4good [9] data,understood [9] understood,mean [9] mean,people [9] people,individuals [9] individuals,demand [9] demand,accountability [9] accountability,those Top Word Pairs in Tweet in G8:
[18] data,conference [14] live,facebook [14] 3rd,annual [11] re,live [11] facebook,3rd [11] annual,government [11] government,canada [11] canada,data [11] conference,ottawa [10] statcan_eng,re Top Word Pairs in Tweet in G9:
[9] social,progress [9] progress,index [8] cinema,time [8] time,lbbdcouncil [8] lbbdcouncil,publicnaylor [8] publicnaylor,mhclg [8] mhclg,localgov [8] localgov,minsiter [8] minsiter,sunak [8] sunak,meets Top Word Pairs in Tweet in G10:
[2] drjosh,a6 [2] ai,ml [2] use,data4good [2] raayar,bentleyaudrey [2] bentleyaudrey,johnnosta [2] johnnosta,chrissyfarr [2] chrissyfarr,mandibpro [2] mandibpro,health20paris [2] health20paris,ahier [2] ahier,drnic1 Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G8:
Top Replied-To in G10:
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: