The graph represents a network of 1,201 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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 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 : 1201
Unique Edges : 1880
Edges With Duplicates : 8180
Total Edges : 10060
Number of Edge Types : 8
Retweet : 2267
MentionsInRetweet : 3768
Tweet : 1140
Mentions : 2450
MentionsInReplyTo : 148
Quote : 109
MentionsInQuote : 62
Replies to : 116
Self-Loops : 1509
Reciprocated Vertex Pair Ratio : 0.114285714285714
Reciprocated Edge Ratio : 0.205128205128205
Connected Components : 41
Single-Vertex Connected Components : 29
Maximum Vertices in a Connected Component : 1142
Maximum Edges in a Connected Component : 9989
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.085062
Graph Density : 0.00238134887593672
Modularity : 0.21691
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,201 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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 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:
[341] digital,pharma [233] digitalpharma,#digpharm [206] pharma,east [182] #digpharm,east [153] digitalpharma,east [137] #digpharm,digitalpharma [120] #digpharm,west [87] excited,welcome [79] debbemccall,#digpharm [79] digital,marketing Top Word Pairs in Tweet in G1:
[69] digital,pharma [62] #digpharm,digitalpharma [60] digitalpharma,#digpharm [51] debbemccall,#digpharm [48] pharma,east [42] #digpharm,east [38] digitalpharma,east [38] #digpharm,shwen [31] point,care [31] social,media Top Word Pairs in Tweet in G2:
[180] digital,pharma [123] pharma,east [87] #digpharm,east [72] excited,welcome [55] digitalpharma,east [52] #digpharm,west [47] more,information [46] east,more [44] #digitalpharma,#digpharm [43] digitalpharma,#digpharm Top Word Pairs in Tweet in G3:
[84] digitalpharma,#digpharm [44] #digpharm,west [37] digitalpharma,west [36] west,#digpharm [32] digital,pharma [28] #hcmktg,#pharma [25] #digpharm,#hcmktg [25] #pharma,#digitalmarketing [23] #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] pharma,europe [10] learn,more [10] reynolds,allergan [9] digital,collaboration Top Word Pairs in Tweet in G5:
[40] digitalpharma,east [27] latest,pharma [27] pharma,reviews [17] digitalpharma,#digpharm [16] #betterconnections,#betteroutcomes [14] reviews,thanks [13] #meddevice,#digpharm [12] #digpharm,#betterconnections [12] #digpharm,#digitalpharmaeast [11] look,forward Top Word Pairs in Tweet in G6:
[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] everything,old Top Word Pairs in Tweet in G7:
[13] digitalpharma,europe [11] digital,pharma [10] europe,2019 [9] digital,marketing [9] #digpharm,#rome [9] #pharma,#pharmavoice [7] #pharmavoice,#statnews [7] #statnews,#mmmnews [5] #digpharm,#hcmktg [5] change,resistant Top Word Pairs in Tweet in G8:
[11] #pharma,#biotech [9] summit,promocode [9] #biotech,#pharma [9] #pharma,summit [9] #innovation,#biotech [9] #healthcare,#innovation [9] #hubweek,#digitalpharma [9] digital,patient [9] #digitalhealth,#healthcareinnovation [9] #biotech,#digitalhealth 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] latest,daily [7] sciences,feed [7] daily,life [7] feed,thanks [6] #digpharm,east [6] #digpharm,west [5] proud,gold [5] sponsor,#digpharm [5] event,learn 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: