The graph represents a network of 2,939 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 02:55 UTC.
The tweets in the network were tweeted over the 1161-day, 7-hour, 36-minute period from Monday, 11 November 2019 at 12:25 UTC to Sunday, 15 January 2023 at 20:01 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 : 2939
Unique Edges : 2087
Edges With Duplicates : 6570
Total Edges : 8657
Number of Edge Types : 8
Retweet : 1940
MentionsInRetweet : 2604
Tweet : 2251
Replies to : 198
Mentions : 1313
MentionsInReplyTo : 102
MentionsInQuote : 137
Quote : 112
Self-Loops : 2670
Reciprocated Vertex Pair Ratio : 0.0728616684266103
Reciprocated Edge Ratio : 0.135826771653543
Connected Components : 753
Single-Vertex Connected Components : 389
Maximum Vertices in a Connected Component : 886
Maximum Edges in a Connected Component : 3727
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 7.389723
Graph Density : 0.000352990961439443
Modularity : 0.368798
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 2,939 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 02:55 UTC.
The tweets in the network were tweeted over the 1161-day, 7-hour, 36-minute period from Monday, 11 November 2019 at 12:25 UTC to Sunday, 15 January 2023 at 20:01 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:
[301] digital,learning [139] #designing,#landingpage [138] #learn,aspect [138] landing,#learn [138] high,converting [138] converting,landing [138] aspect,#designing [138] creating,high [116] #elearning,#digitallearning [115] learn,more Top Word Pairs in Tweet in G1:
[58] digital,learning [49] visit,website [37] #elearning,#digitallearning [34] learn,more [33] #digitallearning,#youtube [33] #illinois,#usa [33] #aurora,#illinois [33] #youtube,#onlinelecture [33] #usa,#digitallearning [32] #chicago,#aurora Top Word Pairs in Tweet in G2:
[67] #distancelearning,#digitallearning [60] #onlinelearning,#distancelearning [53] #digitallearning,#parenting [50] #parenting,#homeschooling [41] #education,#edtech [39] #onlinelearning,#digitallearning [35] #digitallearning,#distancelearning [30] #edtech,#notebook [30] #notebook,#digitallearning [28] parent,exchange Top Word Pairs in Tweet in G3:
[46] salon,leader [45] #ltfrance,2023 [43] porte,versailles [42] paris,porte [41] leader,#digitallearning [41] versailles,hall [38] savoir,plus [38] février,paris [36] 2023,février [36] #digitallearning,#ltfrance Top Word Pairs in Tweet in G4:
[21] oeb,2022 [15] #elearning,#digitallearning [14] one,#oeb22 [14] learning,news [13] 23,25 [11] find,more [11] lnwire,oeb [10] #digitallearning,#elearning [9] oeb,curious [9] day,one Top Word Pairs in Tweet in G5:
[38] #techknowledge,#itlearning [32] #atchub,#motivationalquote [31] #motivationalquote,#techknowledge [26] #digitallearning,#sofwaredeveloper [26] #itlearning,#digitallearning [26] #sofwaredeveloper,#abeokuta [25] #abeokuta,#frotend [21] veilles,sont [21] #digitallearning,#bureautique [21] #frotend,#backend Top Word Pairs in Tweet in G6:
[12] higher,education [10] digital,transformation [10] #postsecondary,#digitallearning [9] digital,learning [8] #highered,#edtech [8] motion,digital [8] digital,cultural [8] transformations,ahead [8] #education,#highered [8] #edtech,#digitallearning Top Word Pairs in Tweet in G7:
[9] book,place [9] nawr,book [9] lle,nawr [9] eich,lle [9] arbedwch,eich [8] secondary,11 [7] #digitallearning,#dysgudigidol [6] place,cscjes [6] csc_digilearn,arbedwch [5] 11,english Top Word Pairs in Tweet in G8:
[63] find,job [48] free,training [43] advance,career [43] partnered,openuniversity [43] training,tools [43] help,find [43] offer,free [43] dwp,partnered [43] tools,help [43] job,advance Top Word Pairs in Tweet in G9:
[10] #academictwitter,#academiclife [10] #digitalskills,#digitallearning [10] #digitalliteracy,#digitalskills [9] #digitallearning,#education [9] #academiclife,#edchat [8] #education,#technology [7] #edutech,#digitalliteracy [6] #edchat,#edutech [4] marrcolofficial,celebrating [4] great,afternoon 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] stop,motion Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G7:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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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: