The graph represents a network of 167 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, 25 April 2022 at 18:45 UTC.
The requested start date was Monday, 25 April 2022 at 00:01 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, 4-hour, 46-minute period from Monday, 11 April 2022 at 09:01 UTC to Sunday, 24 April 2022 at 13:47 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 : 167
Unique Edges : 147
Edges With Duplicates : 230
Total Edges : 377
Number of Edge Types : 5
Retweet : 90
MentionsInRetweet : 178
Mentions : 81
Tweet : 26
Replies to : 2
Self-Loops : 27
Reciprocated Vertex Pair Ratio : 0.0538116591928251
Reciprocated Edge Ratio : 0.102127659574468
Connected Components : 31
Single-Vertex Connected Components : 7
Maximum Vertices in a Connected Component : 28
Maximum Edges in a Connected Component : 96
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.869498
Graph Density : 0.00847702185989467
Modularity : 0.571534
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 167 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, 25 April 2022 at 18:45 UTC.
The requested start date was Monday, 25 April 2022 at 00:01 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, 4-hour, 46-minute period from Monday, 11 April 2022 at 09:01 UTC to Sunday, 24 April 2022 at 13:47 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:
[14] #data4good,#jobalert [10] sassoftware,attentis_au [10] drjdrooghaag,avrohomg [10] great,opportunity [10] opportunity,involved [10] involved,great [10] great,project [10] project,#datascience [10] #datascience,#datafam [10] #datafam,#datascientist Top Word Pairs in Tweet in G1:
[10] sassoftware,attentis_au [10] drjdrooghaag,avrohomg [9] using,#ai [9] #ai,#iot [9] #iot,protect [9] protect,animals [9] animals,people [9] people,sassoftware [9] attentis_au,#data4good [9] #data4good,drjdrooghaag Top Word Pairs in Tweet in G2:
[8] #ai,#machinelearning [6] join,baltdata [6] baltdata,more [6] more,speak [6] speak,dataworksmd's [6] dataworksmd's,dax [6] dax,conference [6] conference,future [6] future,#ai [6] #machinelearning,umbc Top Word Pairs in Tweet in G3:
[14] #data4good,#jobalert [7] datakind,#data4good [5] join,#datakind [5] #datakind,team [5] team,#remote [5] #jobalert,pjmfnd [5] pjmfnd,looking [5] looking,two [5] two,associates [5] associates,#cloud Top Word Pairs in Tweet in G4:
[10] great,opportunity [10] opportunity,involved [10] involved,great [10] great,project [10] project,#datascience [10] #datascience,#datafam [10] #datafam,#datascientist [10] #datascientist,#dataanalytics [10] #dataanalytics,#ds4a [9] dscottdegeest,great Top Word Pairs in Tweet in G5:
[6] best,advise [6] advise,heard [6] heard,elonmusk [6] elonmusk,#data4good [6] #data4good,initiative [6] initiative,game [6] game,changer [6] changer,good [6] good,change [5] write_sense,best Top Word Pairs in Tweet in G6:
[5] #data4good,tips [5] tips,tools [5] tools,tales [5] tales,april [5] april,featuring [5] featuring,things [5] things,think [5] think,developing [5] developing,data [5] data,strategy Top Word Pairs in Tweet in G7:
[8] place's,christopher [8] christopher,keefe [8] keefe,speaking [8] speaking,#cambridgeconference [8] #cambridgeconference,2022 [8] 2022,hosted [8] hosted,ordnancesurvey [8] ordnancesurvey,looking [8] looking,forward [7] thisisplace,place's Top Word Pairs in Tweet in G8:
[3] using,#data4good [2] love,hearing [2] hearing,abt [2] abt,using [2] #data4good,address [2] address,both [2] both,#equity [2] #equity,#quality [2] #quality,#healthcare [2] #healthcare,distinct Top Word Pairs in Tweet in G9:
[3] welcoming,undp [3] undp,colleagues [3] colleagues,unvolunteers [3] unvolunteers,demo [3] demo,day [3] day,spring [3] spring,2022 [3] 2022,thank [3] thank,dear [3] dear,sahbasobhani Top Replied-To in Entire Graph:
Top Replied-To in G1:
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 G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
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: