The graph represents a network of 238 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 Tuesday, 17 November 2020 at 16:54 UTC.
The requested start date was Monday, 16 November 2020 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 13-day, 10-hour, 8-minute period from Monday, 02 November 2020 at 07:27 UTC to Sunday, 15 November 2020 at 17:35 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 : 238
Unique Edges : 167
Edges With Duplicates : 509
Total Edges : 676
Number of Edge Types : 5
Retweet : 191
MentionsInRetweet : 284
Tweet : 66
Mentions : 131
Replies to : 4
Self-Loops : 67
Reciprocated Vertex Pair Ratio : 0.0586319218241042
Reciprocated Edge Ratio : 0.110769230769231
Connected Components : 30
Single-Vertex Connected Components : 12
Maximum Vertices in a Connected Component : 156
Maximum Edges in a Connected Component : 524
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.665451
Graph Density : 0.00576179839024217
Modularity : 0.409199
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 238 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 Tuesday, 17 November 2020 at 16:54 UTC.
The requested start date was Monday, 16 November 2020 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 13-day, 10-hour, 8-minute period from Monday, 02 November 2020 at 07:27 UTC to Sunday, 15 November 2020 at 17:35 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:
[19] going,give [19] give,short [19] short,tutorial [19] tutorial,tools [19] tools,used [19] used,build [19] build,modularized [19] modularized,#shiny [19] #shiny,app [19] app,won Top Word Pairs in Tweet in G1:
[12] #bigdata,#datascience [10] social,good [9] #datascience,#ai [9] wisconsin,utility [9] utility,turns [9] turns,#ai [9] #ai,reduce [9] reduce,wasted [9] wasted,power [9] power,#bigdata Top Word Pairs in Tweet in G2:
[8] #data,#analytics [7] hey,data [7] data,gooders [7] gooders,re [7] re,looking [7] looking,technical [7] technical,lead [7] lead,responsible [7] responsible,overseeing [7] overseeing,portfolio Top Word Pairs in Tweet in G3:
[5] correlaid,conference [5] protect,personal [5] personal,sensitive [5] sensitive,information [5] information,take [5] take,converged [5] converged,approach [5] approach,analytics [5] analytics,data [5] data,sharing Top Word Pairs in Tweet in G4:
[5] kirkdborne,curiosity [5] curiosity,coding [5] coding,kids [5] kids,sassoftware [5] sassoftware,ceo [5] ceo,jim [5] jim,goodnight [5] goodnight,#kids [5] #kids,kids [5] kids,#datascience Top Word Pairs in Tweet in G5:
[15] data,science [15] science,lead [15] lead,dulcievousden [15] dulcievousden,volunteer [15] volunteer,a_campello_jr [15] a_campello_jr,giving [15] giving,joint [15] joint,talk [9] friday,data [8] datakinduk,friday Top Word Pairs in Tweet in G6:
[17] going,give [17] give,short [17] short,tutorial [17] tutorial,tools [17] tools,used [17] used,build [17] build,modularized [17] modularized,#shiny [17] #shiny,app [17] app,won Top Word Pairs in Tweet in G7:
[3] machine,learning [2] nov,'20 [2] #prediction,dems [2] #data4good,#anthropologyinsights [2] #anthropologyinsights,#election2020 [2] one,latest [2] latest,#data4good [2] #data4good,projects [2] projects,durham [2] durham,public Top Word Pairs in Tweet in G8:
[17] #ai,#machinelearning [8] #wildlife,#conservation [7] #data4good,#wildlife [5] #ai,#data4good [5] grizzly,bear [5] bear,facial [5] facial,recognition [5] recognition,promises [5] promises,revolutionize [5] revolutionize,wildlife Top Word Pairs in Tweet in G9:
[7] personal,growth [7] growth,financial [7] financial,literacy [7] literacy,found [7] found,purpose [7] purpose,finmango [7] finmango,uday [7] uday,patel [7] patel,#finlit [7] #finlit,#finclusion Top Word Pairs in Tweet in G10:
[3] ray,cheung [3] cheung,smartairla [3] smartairla,shares [3] shares,insights [3] insights,community [3] community,data [3] data,protect [3] protect,people [3] people,dataconla [3] equity,ethics Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
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 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: