The graph represents a network of 2,161 Twitter users whose tweets in the requested range contained "Marketingcloud", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 19 February 2019 at 04:51 UTC.
The requested start date was Tuesday, 19 February 2019 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.
The tweets in the network were tweeted over the 79-day, 20-hour, 27-minute period from Saturday, 01 December 2018 at 00:00 UTC to Monday, 18 February 2019 at 20:28 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 : 2161
Unique Edges : 3222
Edges With Duplicates : 3912
Total Edges : 7134
Number of Edge Types : 3
Mentions : 5096
Replies to : 269
Tweet : 1769
Self-Loops : 1769
Reciprocated Vertex Pair Ratio : 0.0292035398230088
Reciprocated Edge Ratio : 0.056749785038693
Connected Components : 380
Single-Vertex Connected Components : 301
Maximum Vertices in a Connected Component : 1631
Maximum Edges in a Connected Component : 6060
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.61256
Graph Density : 0.000747467736130392
Modularity : 0.390639
NodeXL Version : 1.0.1.408
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[342] salesforce,marketingcloud [287] marketing,cloud [272] social,media [215] 4,100 [198] 100,marketers [187] marketers,weighed [173] weighed,s [170] s,working [170] working,s [164] marketingcloud,4 Top Word Pairs in Tweet in G1:
[177] 4,100 [175] 100,marketers [170] marketers,weighed [162] weighed,s [160] s,working [160] working,s [152] marketingcloud,4 [50] salesforce,marketingcloud [43] marketing,cloud [19] cross,channel Top Word Pairs in Tweet in G2:
[81] social,media [54] ai,data [47] read,more [46] data,oraclemktgcloud [30] find,out [28] contentmarketing,info [27] learn,more [26] mobile,marketing [25] marketing,automation [25] oraclemktgcloud,modernmarketing Top Word Pairs in Tweet in G3:
[91] cmo,job [91] job,ready [91] ready,marketing [91] marketing,development [91] re,never [91] never,allowed [91] allowed,stand [91] stand,still [91] still,moment [91] moment,something Top Word Pairs in Tweet in G4:
[77] mistakes,avoid [76] salesforce,development [72] salesforce,dreamforce [72] dreamforce,benioff [72] benioff,marketingcloud [72] marketingcloud,kaifulee [67] salesforce,marketingcloud [64] marketing,cloud [54] pardot,marketingcloud [48] find,out Top Word Pairs in Tweet in G5:
[98] salesforce,marketingcloud [51] marketing,cloud [46] excited,announce [38] datorama,innovations [35] marketingcloud,now [33] new,datorama [31] marketing,analytics [30] check,out [30] audience,sharing [29] analytics,new Top Word Pairs in Tweet in G6:
[29] eharmony,vday [29] vday,ai [29] ai,oracle [27] promo,code [27] code,oracle [26] 10,plan [26] behind,eharmony [26] eharmony,oracle [26] oracle,playing [26] playing,cupid Top Word Pairs in Tweet in G7:
[47] social,media [42] digitalmarketing,marketing [40] marketing,automation [29] contentmarketing,growthhacking [22] integrating,internet [22] internet,things [22] things,iot [22] iot,marketing [22] automation,platforms [19] platforms,internetofthings Top Word Pairs in Tweet in G8:
[60] salesforce,marketingcloud [29] marketingautomation,salesforce [28] marketingcloud,salesforce [22] marketingcloud,marketingautomation [21] salesforce,marketingautomation [20] marketing,cloud [19] salesforce_labs,arkusinc [19] arkusinc,elementscloud [18] elementscloud,sforganizerext [18] sforganizerext,ownbackup Top Word Pairs in Tweet in G9:
[12] first,successful [12] successful,event [12] lwc,marketingcloud [8] awesome,start [8] start,special [8] special,thanks [8] thanks,speakers [8] speakers,shared [8] shared,knowledge [8] knowledge,team Top Word Pairs in Tweet in G10:
[2] salesforce,marketing [2] marketing,cloud [2] cloud,launches [2] launches,new [2] new,analytics [2] analytics,tools [2] tools,powered [2] powered,datorama [2] datorama,marketingland [2] marketingland,saleforce 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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