The graph represents a network of 1,205 Twitter users whose recent tweets contained "digpharm", 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 12/30/2022 5:00:35 PM. The network was obtained from Twitter on Saturday, 31 December 2022 at 15:09 UTC.
The tweets in the network were tweeted over the 2247-day, 2-hour, 32-minute period from Wednesday, 26 October 2016 at 15:40 UTC to Wednesday, 21 December 2022 at 18:13 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 : 1205
Unique Edges : 1882
Edges With Duplicates : 8172
Total Edges : 10054
Number of Edge Types : 8
Retweet : 2268
MentionsInRetweet : 3764
Tweet : 1139
Mentions : 2448
MentionsInReplyTo : 148
Quote : 109
MentionsInQuote : 62
Replies to : 116
Self-Loops : 1508
Reciprocated Vertex Pair Ratio : 0.11417450535193
Reciprocated Edge Ratio : 0.204949053857351
Connected Components : 41
Single-Vertex Connected Components : 29
Maximum Vertices in a Connected Component : 1146
Maximum Edges in a Connected Component : 9983
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.087612
Graph Density : 0.00236762658358721
Modularity : 0.215555
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,205 Twitter users whose recent tweets contained "digpharm", 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 12/30/2022 5:00:35 PM. The network was obtained from Twitter on Saturday, 31 December 2022 at 15:09 UTC.
The tweets in the network were tweeted over the 2247-day, 2-hour, 32-minute period from Wednesday, 26 October 2016 at 15:40 UTC to Wednesday, 21 December 2022 at 18:13 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 : digpharm
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:
[342] digital,pharma [233] digitalpharma,#digpharm [207] pharma,east [184] #digpharm,east [155] digitalpharma,east [137] #digpharm,digitalpharma [119] #digpharm,west [88] excited,welcome [81] digital,marketing [78] social,media Top Word Pairs in Tweet in G1:
[72] digital,pharma [62] #digpharm,digitalpharma [58] digitalpharma,#digpharm [51] pharma,east [46] #digpharm,east [43] debbemccall,#digpharm [43] digitalpharma,east [38] #digpharm,shwen [31] point,care [31] social,media Top Word Pairs in Tweet in G2:
[174] digital,pharma [118] pharma,east [89] #digpharm,east [72] excited,welcome [55] digitalpharma,east [52] #digpharm,west [47] more,information [46] east,more [44] #digitalpharma,#digpharm [42] partner,digital Top Word Pairs in Tweet in G3:
[84] digitalpharma,#digpharm [42] #digpharm,west [37] digitalpharma,west [36] west,#digpharm [30] digital,pharma [28] #hcmktg,#pharma [25] #digpharm,#hcmktg [25] #pharma,#digitalmarketing [21] #digpharm,east [20] #digitalmarketing,#digitalstrategy Top Word Pairs in Tweet in G4:
[43] #digpharm,digitalpharma [22] digitalpharma,#digpharm [21] digitalpharma,anthill_agency [15] digital,pharma [12] customer,experience [11] paul,reynolds [10] learn,more [10] reynolds,allergan [10] pharma,europe [9] digital,collaboration Top Word Pairs in Tweet in G5:
[10] #digpharm,#mhealth [10] #mhealth,#digitalhealth [10] hca_news,#digpharm [10] jim,o'donoghue [10] o'donoghue,speaks [10] speaks,hca_news [9] s3connectedh,jim [9] debbemccall,#digpharm [7] employees,use [7] discuss,#digpharm Top Word Pairs in Tweet in G6:
[36] digitalpharma,east [27] pharma,reviews [27] latest,pharma [17] digitalpharma,#digpharm [16] #betterconnections,#betteroutcomes [14] reviews,thanks [13] #meddevice,#digpharm [12] #digpharm,#betterconnections [11] look,forward [9] #digpharm,#digitalpharmaeast Top Word Pairs in Tweet in G7:
[19] ethical,framework [19] needs,ethical [19] people,trust [19] trust,fully [19] fully,leverage [19] gain,people [19] framework,gain [19] #artificialintelligence,needs [17] bayerus,#artificialintelligence [7] digital,pharma Top Word Pairs in Tweet in G8:
[13] digitalpharma,europe [10] europe,2019 [9] digital,pharma [9] #digpharm,#rome [7] #pharma,#pharmavoice [6] #pharmavoice,#statnews [6] #statnews,#mmmnews [5] #digpharm,#hcsmeu [5] change,resistant [5] predict,clinical Top Word Pairs in Tweet in G9:
[11] #pharma,#biotech [9] #healthcareinnovation,#hubweek [9] promocode,digital [9] #pharma,summit [9] #biotech,#digitalhealth [9] #innovation,#biotech [9] digital,patient [9] #healthcare,#innovation [9] #digitalpharma,#digpharm [9] #digitalhealth,#healthcareinnovation Top Word Pairs in Tweet in G10:
[10] digital,pharma [8] #digpharm,#digitalpharma [7] click,check [6] innovation,week [6] pharma,innovation [6] registered,digital [6] free,click [5] check,#dpiweek2020 [5] week,free [5] #dpiweek2020,#digpharm Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G9:
Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: