The graph represents a network of 2,963 Twitter users whose recent tweets contained "#DigitalLearning", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 02:25 UTC.
The tweets in the network were tweeted over the 1154-day, 10-hour, 34-minute period from Monday, 11 November 2019 at 12:25 UTC to Sunday, 08 January 2023 at 23:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 2963
Unique Edges : 2079
Edges With Duplicates : 6656
Total Edges : 8735
Number of Edge Types : 8
Retweet : 1981
MentionsInRetweet : 2673
Tweet : 2191
Mentions : 1355
Quote : 113
Replies to : 190
MentionsInReplyTo : 89
MentionsInQuote : 143
Self-Loops : 2598
Reciprocated Vertex Pair Ratio : 0.0721187025534852
Reciprocated Edge Ratio : 0.1345349211458
Connected Components : 735
Single-Vertex Connected Components : 374
Maximum Vertices in a Connected Component : 907
Maximum Edges in a Connected Component : 3899
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 7.931877
Graph Density : 0.000354017350610261
Modularity : 0.371942
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 2,963 Twitter users whose recent tweets contained "#DigitalLearning", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 02:25 UTC.
The tweets in the network were tweeted over the 1154-day, 10-hour, 34-minute period from Monday, 11 November 2019 at 12:25 UTC to Sunday, 08 January 2023 at 23:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : #DigitalLearning
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:
[310] digital,learning [134] #designing,#landingpage [133] #learn,aspect [133] landing,#learn [133] high,converting [133] converting,landing [133] aspect,#designing [133] creating,high [119] learn,more [107] #elearning,#digitallearning Top Word Pairs in Tweet in G1:
[55] digital,learning [43] visit,website [32] learn,more [30] #digitallearning,#youtube [30] #illinois,#usa [30] #aurora,#illinois [30] #youtube,#onlinelecture [30] #usa,#digitallearning [29] #chicago,#aurora [29] yahoo,630 Top Word Pairs in Tweet in G2:
[45] salon,leader [42] #ltfrance,2023 [42] porte,versailles [41] paris,porte [41] versailles,hall [40] leader,#digitallearning [38] février,paris [37] savoir,plus [35] 2023,février [35] hall,stand Top Word Pairs in Tweet in G3:
[66] #distancelearning,#digitallearning [62] #onlinelearning,#distancelearning [55] #digitallearning,#parenting [52] #parenting,#homeschooling [32] #digitallearning,#distancelearning [31] #onlinelearning,#digitallearning [25] parent,exchange [24] learn,more [22] online,learning [18] #distancelearning,#virtuallearning Top Word Pairs in Tweet in G4:
[13] #onlinelearning,#digitallearning [11] right,online [11] fgcu,edudataorg [11] program,fgcu [11] online,program [11] pick,right [11] factors,help [11] help,pick [11] edudataorg,guide2research [10] tycoonstoryco,factors Top Word Pairs in Tweet in G5:
[21] oeb,2022 [15] #elearning,#digitallearning [14] one,#oeb22 [14] learning,news [13] 23,25 [11] lnwire,oeb [9] day,one [9] learning,technologies [9] learning,leader [9] curious,learning Top Word Pairs in Tweet in G6:
[62] find,job [47] free,training [42] job,advance [42] partnered,openuniversity [42] openuniversity,offer [42] offer,free [42] advance,career [42] help,find [42] tools,help [42] training,tools Top Word Pairs in Tweet in G7:
[38] #techknowledge,#itlearning [32] #atchub,#motivationalquote [31] #motivationalquote,#techknowledge [26] #itlearning,#digitallearning [26] #sofwaredeveloper,#abeokuta [26] #digitallearning,#sofwaredeveloper [25] #abeokuta,#frotend [24] veilles,sont [24] adresse,#digitallearning [24] sont,consultables Top Word Pairs in Tweet in G8:
[10] #postsecondary,#digitallearning [8] nicole,johnson [6] access,success [6] success,#postsecondary [6] digital,learning [6] #digitallearning,more [6] opening,session [5] focus,group [5] better,understand [5] ohiostate,office Top Word Pairs in Tweet in G9:
[13] book,place [13] nawr,book [13] lle,nawr [13] eich,lle [13] arbedwch,eich [9] #digitallearning,#dysgudigidol [8] secondary,11 [8] csc_digilearn,arbedwch [7] place,#digitallearning [7] #dysgudigidol,#digitalcompetence Top Word Pairs in Tweet in G10:
[18] s4,s6 [18] pupils,access [18] scholar,glow [18] access,scholar [18] #digitallearning,#education [18] tile,#digitallearning [18] s6,pupils [18] glow,tile [17] scholaruk,s4 [7] #education,#technology Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
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Top Replied-To in G7:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G6:
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Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G9:
Top Tweeters in G10: