The graph represents a network of 2,065 Twitter users whose tweets in the requested range contained "cmswire", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 17 December 2019 at 05:45 UTC.
The requested start date was Monday, 16 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 13-day, 23-hour, 29-minute period from Monday, 02 December 2019 at 01:02 UTC to Monday, 16 December 2019 at 00:31 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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 : 2065
Unique Edges : 2610
Edges With Duplicates : 1938
Total Edges : 4548
Number of Edge Types : 3
Tweet : 1818
Mentions : 2662
Replies to : 68
Self-Loops : 1818
Reciprocated Vertex Pair Ratio : 0.0456412596987677
Reciprocated Edge Ratio : 0.0872981230903536
Connected Components : 610
Single-Vertex Connected Components : 527
Maximum Vertices in a Connected Component : 1319
Maximum Edges in a Connected Component : 3241
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.357341
Graph Density : 0.000537520881431012
Modularity : 0.451218
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 2,065 Twitter users whose tweets in the requested range contained "cmswire", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 17 December 2019 at 05:45 UTC.
The requested start date was Monday, 16 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 13-day, 23-hour, 29-minute period from Monday, 02 December 2019 at 01:02 UTC to Monday, 16 December 2019 at 00:31 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : cmswire
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:
[370] digital,transformation [320] customer,experience [169] driving,digital [114] important,technologies [112] technologies,driving [111] cmswire,highlights [110] automationanywh,cmswire [110] highlights,important [109] transformation,#rpa [109] #rpa,being Top Word Pairs in Tweet in G1:
[91] customer,experience [73] digital,transformation [23] trends,2020 [22] top,10 [22] google,bert [21] driving,digital [21] augmented,reality [20] battered,online [20] online,reputation [20] shift,2020 Top Word Pairs in Tweet in G2:
[140] digital,transformation [118] driving,digital [109] cmswire,highlights [108] automationanywh,cmswire [107] highlights,important [107] important,technologies [107] technologies,driving [107] transformation,#rpa [107] #rpa,being [67] customer,experience Top Word Pairs in Tweet in G3:
[47] customer,experience [38] digital,transformation [25] #customerexperience,#cx [22] #cx,#technology [20] need,combine [17] #digitaltransformation,#customerexperience [15] long,tail [15] tail,legacy [15] jkevinparker,cmswire [14] combine,#digitaltransformation Top Word Pairs in Tweet in G4:
[29] organizations,responding [23] responding,#gdpr [23] #gdpr,need [21] druadh20,cmswire [19] need,#dataprivacy [14] lisamloftis,#cx [14] #cx,#ci [13] companies,ready [13] iot,security [13] security,law Top Word Pairs in Tweet in G5:
[47] digital,transformation [21] transformation,numbers [17] numbers,#digitaltransformation [17] #digitaltransformation,numbers [13] customer,experience [13] analytics,driving [13] numbers,#technologies [13] #technologies,#analytics [13] #analytics,ecm_marketeer [12] balaji_sandiego,#digitaltransformation Top Word Pairs in Tweet in G6:
[16] google,bert [11] architecture,right [11] right,business [10] bert,impact [10] impact,seo [9] top,10 [9] business,kayaismail [8] hyper,personalization [8] seo,marketing [8] blade,runner's Top Word Pairs in Tweet in G7:
[11] domnicastro,cmswire [9] acquisition,cdp [9] cdp,provider [9] provider,agilone [9] beyond,sale [8] acquia's,acquisition [8] customer,experience [7] safeguard,during [7] during,times [7] times,change Top Word Pairs in Tweet in G8:
[13] very,well [13] well,explained [13] explained,step [13] step,#b2b [13] #b2b,#influencermarketing [13] #influencermarketing,program [13] program,iantruscott [12] theinfluencers_,very [9] salesforce,cms [5] cms,trojan Top Word Pairs in Tweet in G9:
[16] customer,experience [8] voice,customer [7] digital,trends [7] trends,stay [7] transform,#customerexperience [6] experience,hierarchy [6] hierarchy,monica1mullen [6] lessons,monica1mullen [5] latest,cmswire [5] cmswire,article Top Word Pairs in Tweet in G10:
[19] rimini,street [17] street,hari [17] hari,candadai [8] riministreet,rimini [8] rip,replace [8] cloud,models [8] #hybridcloud,cmswire [7] research,ensonoit [6] marketing,#analytics [6] ensonoit,forrester Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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