The graph represents a network of 354 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, 20 December 2021 at 18:57 UTC.
The requested start date was Monday, 20 December 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, 10-hour, 47-minute period from Monday, 06 December 2021 at 07:08 UTC to Saturday, 18 December 2021 at 17:56 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 : 354
Unique Edges : 183
Edges With Duplicates : 1026
Total Edges : 1209
Number of Edge Types : 5
Retweet : 502
MentionsInRetweet : 510
Tweet : 94
Mentions : 99
Replies to : 4
Self-Loops : 165
Reciprocated Vertex Pair Ratio : 0.0154639175257732
Reciprocated Edge Ratio : 0.0304568527918782
Connected Components : 47
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 209
Maximum Edges in a Connected Component : 958
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.585653
Graph Density : 0.00315295849938381
Modularity : 0.314768
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 354 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, 20 December 2021 at 18:57 UTC.
The requested start date was Monday, 20 December 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, 10-hour, 47-minute period from Monday, 06 December 2021 at 07:08 UTC to Saturday, 18 December 2021 at 17:56 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:
[96] see,world [95] world,different [92] memories,warm [92] warm,future [92] different,angle [90] precious,memories [90] future,things [90] things,feel [90] feel,closer [90] closer,farther Top Word Pairs in Tweet in G1:
[96] see,world [95] world,different [92] memories,warm [92] warm,future [92] different,angle [90] precious,memories [90] future,things [90] things,feel [90] feel,closer [90] closer,farther Top Word Pairs in Tweet in G2:
[6] #bigdata,#datascience [6] honored,speak [6] speak,2021 [6] 2021,amalthea_iitgn [6] amalthea_iitgn,tech [6] tech,summit [6] summit,december [6] december,11 [6] 11,30am [6] 30am,usa Top Word Pairs in Tweet in G3:
[14] sas,hackathon [14] hackathon,2022 [14] #sashackathon,#sasanalyticsexplorers [14] #sasanalyticsexplorers,#data4good [8] let's,ready [8] ready,sas [8] 2022,together [8] together,hackers [8] hackers,hub [8] hub,interesting Top Word Pairs in Tweet in G4:
[17] call,scholarships [17] scholarships,research [17] research,data [17] data,science [17] science,social [17] social,good [17] good,isi_fondazione [17] isi_fondazione,supported [17] supported,fondazionecrt [16] isi_fondazione,call Top Word Pairs in Tweet in G5:
[6] cozy,weekend [6] weekend,accessible [6] accessible,coding [6] coding,deep [6] deep,dive [6] dive,training [6] training,using [6] using,codesnaps [6] codesnaps,bookmark [6] bookmark,add Top Word Pairs in Tweet in G6:
[29] #fintech,#finserv [29] #finserv,#insurtech [29] #insurtech,#legaltech [29] #legaltech,#corpgov [29] #corpgov,#digitaltransformation [29] #digitaltransformation,#futureofwork [29] #futureofwork,#csr [29] #csr,#esg [29] #esg,#banking [23] martinhoyes,#regtech Top Word Pairs in Tweet in G7:
[9] #data4good,#opendata [8] hiring,please [8] please,share [8] share,network [8] network,data [8] data,enthusiasts [8] enthusiasts,deadline [8] deadline,17 [8] 17,december [8] december,12pm Top Word Pairs in Tweet in G8:
[6] data,scientist [5] geomatch,immigrationlab [5] immigrationlab,stanford [5] stanford,continue [5] continue,grow [5] grow,come [5] come,join [5] join,team [5] team,working [5] working,leading Top Word Pairs in Tweet in G9:
[2] important,#privacy [2] #privacy,insights [2] insights,nyucic [2] nyucic,#data4peace [2] #data4peace,confab [2] confab,pdc_global [2] pdc_global,proud [2] proud,partner [2] partner,salesforceorg [2] salesforceorg,meta Top Word Pairs in Tweet in G10:
[6] social,media [5] marie,smith [4] last,event [4] event,year [4] behind,social [3] jeanne,holm [3] holm,aoa1q [3] data360me,varoon [3] varoon,bashyakarla [3] data,behind Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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: