The graph represents a network of 316 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 January 2021 at 16:54 UTC.
The requested start date was Monday, 25 January 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 12-day, 2-hour, 43-minute period from Monday, 11 January 2021 at 01:46 UTC to Saturday, 23 January 2021 at 04:29 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 : 316
Unique Edges : 288
Edges With Duplicates : 975
Total Edges : 1263
Number of Edge Types : 5
Retweet : 339
MentionsInRetweet : 688
Tweet : 57
Mentions : 172
Replies to : 7
Self-Loops : 65
Reciprocated Vertex Pair Ratio : 0.0683453237410072
Reciprocated Edge Ratio : 0.127946127946128
Connected Components : 30
Single-Vertex Connected Components : 10
Maximum Vertices in a Connected Component : 209
Maximum Edges in a Connected Component : 1057
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.249865
Graph Density : 0.00596745027124774
Modularity : 0.34322
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 316 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 January 2021 at 16:54 UTC.
The requested start date was Monday, 25 January 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 12-day, 2-hour, 43-minute period from Monday, 11 January 2021 at 01:46 UTC to Saturday, 23 January 2021 at 04:29 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:
[43] using,#data [43] #data,good [43] good,examples [43] examples,action [43] action,#biodiversity [43] #biodiversity,#water [43] #water,#poverty [43] #poverty,#accessibility [43] #accessibility,#education [42] #education,co Top Word Pairs in Tweet in G1:
[29] artificial,intelligence [24] #datascientists,check [24] check,#hackathon [24] #hackathon,sassoftware [24] sassoftware,brilliant [24] brilliant,ideas [24] ideas,start [24] start,curious [24] #bigdata,#datascience [22] kirkdborne,#datascientists Top Word Pairs in Tweet in G2:
[34] using,#data [34] #data,good [34] good,examples [34] examples,action [34] action,#biodiversity [34] #biodiversity,#water [34] #water,#poverty [34] #poverty,#accessibility [34] #accessibility,#education [33] #education,co Top Word Pairs in Tweet in G3:
[11] equity,ethics [11] ethics,data [10] feb,16 [9] whether,data [9] data,help [7] #data4good,#analytics [7] #wildlife,#conservation [7] #ai,#machinelearning [7] listen,latest [7] latest,instalment Top Word Pairs in Tweet in G4:
[26] nodexl,kirkdborne [20] #datascibowl,nodexl [19] kirkdborne,fmfrancoise [19] fmfrancoise,sallyeaves [18] #data4good,nodexl [14] how_sustainable,chidambara09 [13] sallyeaves,salhaj [13] salhaj,how_sustainable [11] salhaj,#data4good [10] nodexl,johngmcnutt Top Word Pairs in Tweet in G5:
[13] unpeacekeeping,learn [13] learn,data [13] data,management [13] management,internship [13] internship,opportunities [13] opportunities,comprehensive [13] comprehensive,planning [13] planning,performance [13] performance,assessment [13] assessment,cpas Top Word Pairs in Tweet in G6:
[6] dataforgoodyyc,pydata [6] pydata,creating [6] creating,python [6] python,library [6] library,reading [6] reading,data [6] data,statistics [6] statistics,canada [6] canada,workshop [6] workshop,thurs Top Word Pairs in Tweet in G7:
[6] #kenya,#census [6] #census,#data [6] #data,usable [6] usable,open [6] open,accessible [6] accessible,given [6] given,insight [6] insight,access [6] access,lack [6] #rstats,#climatechange Top Word Pairs in Tweet in G8:
[2] governments,harness [2] harness,power [2] power,open [2] open,data [2] data,#opengovernmentdata [2] #opengovernmentdata,#opendata [2] #opendata,#data4good [2] #data4good,#data Top Word Pairs in Tweet in G9:
[16] flying,labs [9] fondationbotnar,grant [9] grant,fund [9] fund,range [9] range,youth [9] youth,training [9] training,youth [9] youth,led [9] led,projects [9] projects,flying Top Word Pairs in Tweet in G10:
[9] design,build [9] build,world [9] world,class [9] class,data [9] data,visualisations [9] visualisations,help [9] help,answer [9] answer,pressing [9] pressing,questions [9] questions,urban Top Replied-To in Entire Graph:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G6:
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 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: