The graph represents a network of 134 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, 11 July 2022 at 18:45 UTC.
The requested start date was Monday, 11 July 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 11-day, 10-hour, 9-minute period from Monday, 27 June 2022 at 05:34 UTC to Friday, 08 July 2022 at 15:44 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 : 134
Unique Edges : 78
Edges With Duplicates : 263
Total Edges : 341
Number of Edge Types : 5
Retweet : 110
MentionsInRetweet : 150
Tweet : 33
Mentions : 44
Replies to : 4
Self-Loops : 35
Reciprocated Vertex Pair Ratio : 0.06
Reciprocated Edge Ratio : 0.113207547169811
Connected Components : 24
Single-Vertex Connected Components : 8
Maximum Vertices in a Connected Component : 33
Maximum Edges in a Connected Component : 101
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.805258
Graph Density : 0.0089215576254068
Modularity : 0.436499
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 134 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, 11 July 2022 at 18:45 UTC.
The requested start date was Monday, 11 July 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 11-day, 10-hour, 9-minute period from Monday, 27 June 2022 at 05:34 UTC to Friday, 08 July 2022 at 15:44 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:
[22] article,yuancommunity [22] yuancommunity,open [22] open,medical [22] medical,data [22] data,discussion [22] discussion,series [19] kirkdborne,article [18] #bigdata,#datascience [17] data,linkage [17] #datascience,#ai Top Word Pairs in Tweet in G1:
[22] article,yuancommunity [22] yuancommunity,open [22] open,medical [22] medical,data [22] data,discussion [22] discussion,series [19] kirkdborne,article [17] #bigdata,#datascience [17] #datascience,#ai [16] smart,farming Top Word Pairs in Tweet in G2:
[8] thank,joined [8] joined,safety [8] safety,#nightwalk [8] #nightwalk,#katowice [8] #katowice,#poland [8] #poland,#wuf11 [8] #wuf11,keep [8] keep,using [8] using,safetipinapp [7] safetipinapp,thank Top Word Pairs in Tweet in G3:
[10] envision,future [10] future,#data [10] #data,global [10] global,data [10] data,barometer [10] barometer,latest [10] latest,graphic [10] graphic,highlights [9] databarometer,envision [9] highlights,joseph_inâ Top Word Pairs in Tweet in G4:
[17] data,linkage [8] coleridge4data,data [7] linkage,data [7] linkage,method [7] method,bringing [7] bringing,information [7] information,different [7] different,sources [7] sources,together [7] together,same Top Word Pairs in Tweet in G5:
[6] plant,tree [6] tree,believe [6] everything,connected [6] connected,unlock [6] unlock,value [6] value,#data [6] #data,discover [6] discover,power [5] ume_kyd,plant [4] believe,future Top Word Pairs in Tweet in G6:
[6] #data4good,#jobalert [6] below,#dataforgood [5] #jobalert,lead [5] lead,social [5] social,impact [5] impact,technology [5] technology,knowledge [5] knowledge,hub [5] hub,mountroyal4u [5] mountroyal4u,details Top Word Pairs in Tweet in G7:
[6] zip,code [5] faqs,zip [4] #data4good,#insight [3] #data,#data4good [2] know,companies [2] companies,reduce [2] reduce,forecast [2] forecast,error [2] error,over [2] over,80 Top Word Pairs in Tweet in G8:
[6] #data4good,#charity [5] #datascience,#data4good [3] 2020,stjohnambulance [3] stjohnambulance,partnered [3] partnered,datakinduk [3] datakinduk,explore [3] explore,#volunteer [3] #volunteer,data [3] support,#charities [3] #charities,analyse Top Word Pairs in Tweet in G9:
[3] #data4good,#bigdata [2] icymi,blog [2] blog,andrewmchugh [2] andrewmchugh,ubdc [2] ubdc,senior [2] senior,data [2] data,science [2] science,manager [2] manager,considers [2] considers,question Top Word Pairs in Tweet in G10:
[3] statcan_eng,study [3] study,demonstrates [3] demonstrates,evidence [3] evidence,structural [3] structural,cultural [3] cultural,barriers [3] barriers,impede [3] impede,access [3] access,#mentalhealth [2] cissa_acsei,statcan_eng Top Replied-To in Entire Graph:
Top Replied-To in G8:
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: