The graph represents a network of 2,030 Twitter users whose recent tweets contained "#cisco", 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 3/15/2023 5:00:36 PM. The network was obtained from Twitter on Thursday, 16 March 2023 at 11:50 UTC.
The tweets in the network were tweeted over the 1410-day, 2-hour, 40-minute period from Sunday, 05 May 2019 at 21:00 UTC to Wednesday, 15 March 2023 at 23:41 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 : 2030
Unique Edges : 1204
Edges With Duplicates : 6318
Total Edges : 7522
Number of Edge Types : 8
Retweet : 1722
MentionsInRetweet : 1914
Tweet : 2972
Mentions : 703
Quote : 44
Replies to : 90
MentionsInReplyTo : 49
MentionsInQuote : 28
Self-Loops : 3362
Reciprocated Vertex Pair Ratio : 0.0257948410317936
Reciprocated Edge Ratio : 0.0502923976608187
Connected Components : 750
Single-Vertex Connected Components : 568
Maximum Vertices in a Connected Component : 803
Maximum Edges in a Connected Component : 3247
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.155087
Graph Density : 0.000415162411049633
Modularity : 0.263036
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,030 Twitter users whose recent tweets contained "#cisco", 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 3/15/2023 5:00:36 PM. The network was obtained from Twitter on Thursday, 16 March 2023 at 11:50 UTC.
The tweets in the network were tweeted over the 1410-day, 2-hour, 40-minute period from Sunday, 05 May 2019 at 21:00 UTC to Wednesday, 15 March 2023 at 23:41 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 : #cisco
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:
[589] #cisco,#circulareconomy [437] #circulareconomy,#forsale [353] #forsale,#forsale [236] #digitalmarketing,#devopsjobs [236] #devopsjobs,#linux [236] #gcp,#datascience [236] #awscertified,#gcp [236] #linux,#onlineexam [236] #datascience,#digitalmarketing [236] #cloudcomputing,#awscertified Top Word Pairs in Tweet in G1:
[173] learn,more [76] #スイッチ,#ルーター [76] #pc周辺機器,#cisco [76] #ルーター,#システム統合 [76] #サーバ,#スイッチ [76] #システム統合,#ネットワーク管理 [76] #cisco,#サーバ [73] sd,wan [70] #lan,#pc周辺機器 [70] にて販売中,#lan Top Word Pairs in Tweet in G2:
[24] #cisco,learning [23] learning,network [23] network,store [20] video,#sponsoredbycisco [20] youtube,video [19] save,25 [19] 24,hours [19] 25,select [16] cisco,live [14] sd,wan Top Word Pairs in Tweet in G3:
[10] sd,wan [10] partnership,cisco [8] private,5g [8] cisco,#thestudio [7] see,more [6] buy,startup [6] business,kindly [6] 5g,network [6] promote,yourself [6] #nonprofittechnology,#cisco Top Word Pairs in Tweet in G4:
[99] بالعربي,لـ [94] شرح,بالعربي [83] free4arab1,شرح [70] #free4arab,#cisco [61] لينك,الشرح [60] امتحانات,سيسكو [60] اسئلة,امتحانات [59] موقع,مجاني [59] عليه,اسئلة [59] الموقع,#free4arab Top Word Pairs in Tweet in G5:
[180] please,retweet [164] retweet,#ccna [159] #ccna,#cisconetworking [151] #cisconetworking,#cisco [70] course,please [52] ccnp,encor [51] ip_cisco,cisco [43] #cisco,#networkengineer [43] 350,401 [43] encor,350 Top Word Pairs in Tweet in G6:
[36] business,#cisco [36] #cxcloud,help [36] help,modernize [36] modernize,business [36] guided,resources [36] ciscocx,ciscoinsider [36] ready,learn [36] check,guided [36] #cisco,check [36] learn,#cxcloud Top Word Pairs in Tweet in G7:
[36] security,advisory [36] #cisco,released [36] released,security [34] cisacyber,#cisco [22] routers,remote [22] affecting,ios [22] ios,xr [22] advisory,vulnerability [22] xr,software [22] vulnerability,affecting Top Word Pairs in Tweet in G8:
[72] #ccna,#cisco [58] cisco,ccna [40] mymindsmadness,#dailyccnaquestion [36] #cisco,#ciscocert [30] #cisco,#ccna [23] #ciscocert,#networking [21] #networking,#neteng [14] ccna,tutorial [13] tutorial,ll [11] eigrp,gets Top Word Pairs in Tweet in G9:
[39] mussels,#lakemichigan [39] thanks,mussels [39] native,zooplankton [39] #cisco,hungry [39] #greatlakes,thanks [39] declining,native [39] hungry,declining [39] zooplankton,#greatlakes [38] #lakemichigan,ci [38] alltooclearfilm,#cisco Top Word Pairs in Tweet in G10:
[34] backup,profile [34] between,devil [34] picture,one [34] devil,angel [34] suits,better [34] one,think [34] profile,picture [34] decide,between [34] think,suits [34] cisco,backup Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
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 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: