The graph represents a network of 1,198 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 14:09 UTC.
The tweets in the network were tweeted over the 2331-day, 22-hour, 59-minute period from Wednesday, 26 October 2016 at 15:40 UTC to Thursday, 16 March 2023 at 14:40 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 : 1198
Unique Edges : 1873
Edges With Duplicates : 8182
Total Edges : 10055
Number of Edge Types : 8
Retweet : 2265
MentionsInRetweet : 3768
Mentions : 2446
Replies to : 116
MentionsInReplyTo : 148
Tweet : 1141
MentionsInQuote : 62
Quote : 109
Self-Loops : 1510
Reciprocated Vertex Pair Ratio : 0.114359974009097
Reciprocated Edge Ratio : 0.205247813411079
Connected Components : 41
Single-Vertex Connected Components : 29
Maximum Vertices in a Connected Component : 1139
Maximum Edges in a Connected Component : 9984
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.086984
Graph Density : 0.00239190073123822
Modularity : 0.21673
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,198 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 14:09 UTC.
The tweets in the network were tweeted over the 2331-day, 22-hour, 59-minute period from Wednesday, 26 October 2016 at 15:40 UTC to Thursday, 16 March 2023 at 14:40 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:
[343] digital,pharma [233] digitalpharma,#digpharm [208] pharma,east [183] #digpharm,east [153] digitalpharma,east [137] #digpharm,digitalpharma [120] #digpharm,west [87] excited,welcome [79] digital,marketing [78] social,media Top Word Pairs in Tweet in G1:
[57] #digpharm,digitalpharma [47] digital,pharma [46] digitalpharma,#digpharm [46] #digpharm,east [45] digitalpharma,east [38] #digpharm,shwen [36] pharma,east [30] social,media [29] debbemccall,#digpharm [29] #digpharm,blog Top Word Pairs in Tweet in G2:
[177] digital,pharma [121] pharma,east [88] #digpharm,east [84] digitalpharma,east [72] excited,welcome [61] #digpharm,west [55] digitalpharma,#digpharm [47] more,information [47] #digitalpharma,#digpharm [46] east,more Top Word Pairs in Tweet in G3:
[88] digitalpharma,#digpharm [44] digital,pharma [43] #digpharm,west [37] digitalpharma,west [36] west,#digpharm [28] #hcmktg,#pharma [25] #digpharm,#hcmktg [25] #pharma,#digitalmarketing [23] pharma,east [21] #digpharm,east Top Word Pairs in Tweet in G4:
[49] #digpharm,digitalpharma [26] digitalpharma,#digpharm [25] digital,pharma [22] digitalpharma,anthill_agency [15] customer,experience [14] pharma,europe [14] paul,reynolds [12] learn,more [11] day,#digpharm [11] reynolds,allergan Top Word Pairs in Tweet in G5:
[14] debbemccall,#digpharm [10] #mhealth,#digitalhealth [10] jim,o'donoghue [10] speaks,hca_news [10] #digpharm,#mhealth [10] o'donoghue,speaks [10] hca_news,#digpharm [9] s3connectedh,jim [8] discuss,#digpharm [8] hurts,research Top Word Pairs in Tweet in G6:
[13] digitalpharma,europe [10] digital,pharma [10] europe,2019 [9] #digpharm,#rome [8] digital,marketing [7] #pharma,#pharmavoice [6] #pharmavoice,#statnews [6] #statnews,#mmmnews [5] #digpharm,#hcmktg [5] change,resistant Top Word Pairs in Tweet in G7:
[21] gain,people [21] framework,gain [21] needs,ethical [21] ethical,framework [21] #artificialintelligence,needs [21] fully,leverage [21] trust,fully [21] people,trust [19] bayerus,#artificialintelligence [11] digital,pharma Top Word Pairs in Tweet in G8:
[11] #pharma,#biotech [9] promocode,digital [9] summit,promocode [9] #hubweek,#digitalpharma [9] #digitalhealth,#healthcareinnovation [9] digital,patient [9] #pharma,summit [9] patient,#pharma [9] #biotech,#digitalhealth [9] #digitalpharma,#digpharm Top Word Pairs in Tweet in G9:
[10] digital,pharma [8] #digpharm,#digitalpharma [7] click,check [6] innovation,week [6] free,click [6] registered,digital [6] pharma,innovation [5] check,#dpiweek2020 [5] week,free [5] #dpiweek2020,#digpharm Top Word Pairs in Tweet in G10:
[7] life,sciences [7] daily,life [7] feed,thanks [7] latest,daily [7] sciences,feed [6] #digpharm,east [6] #digpharm,west [5] catch,main [5] measure,keep [5] gold,sponsor Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
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 G7:
Top Mentioned in G8:
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: