The graph represents a network of 4,970 Twitter users whose tweets in the requested range contained "data visualization", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 02 November 2019 at 02:38 UTC.
The requested start date was Friday, 01 November 2019 at 00:01 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 8-day, 6-hour, 38-minute period from Wednesday, 23 October 2019 at 17:22 UTC to Friday, 01 November 2019 at 00:00 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 : 4970
Unique Edges : 5879
Edges With Duplicates : 1042
Total Edges : 6921
Number of Edge Types : 3
Mentions : 5170
Tweet : 1551
Replies to : 200
Self-Loops : 1551
Reciprocated Vertex Pair Ratio : 0.0271520514883347
Reciprocated Edge Ratio : 0.0528686117094184
Connected Components : 1280
Single-Vertex Connected Components : 700
Maximum Vertices in a Connected Component : 1743
Maximum Edges in a Connected Component : 3057
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 7.631635
Graph Density : 0.000206795208765169
Modularity : 0.774709
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,970 Twitter users whose tweets in the requested range contained "data visualization", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 02 November 2019 at 02:38 UTC.
The requested start date was Friday, 01 November 2019 at 00:01 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 8-day, 6-hour, 38-minute period from Wednesday, 23 October 2019 at 17:22 UTC to Friday, 01 November 2019 at 00:00 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 : data visualization
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 : Followers
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[2706] data,visualization [326] machine,learning [251] mobile,development [251] seo,sem [250] sem,marketing [240] skills,demand [238] tech,skills [238] demand,2019 [235] top,tech [231] learning,mobile Top Word Pairs in Tweet in G1:
[498] data,visualization [49] #data,#visualization [41] data,analysis [28] analysis,visualization [26] natural,language [26] language,interface [26] interface,data [26] visualization,debuts [26] big,data [25] 92,discount Top Word Pairs in Tweet in G2:
[429] data,visualization [84] data,science [79] visualization,python [64] #python,#programming [58] python,matplotlib [58] #bigdata,#analytics [53] matplotlib,#python [48] #analytics,#datascience [42] #datascience,#iot [41] understanding,data Top Word Pairs in Tweet in G3:
[215] data,visualization [214] top,tech [214] tech,skills [214] skills,demand [214] demand,2019 [214] 2019,machine [214] machine,learning [214] learning,mobile [214] mobile,development [214] development,seo Top Word Pairs in Tweet in G4:
[98] data,visualization [42] mavs,currently [42] currently,looking [42] looking,contract [42] contract,company [42] company,individual [42] individual,help [42] help,finish [42] finish,up [42] up,data Top Word Pairs in Tweet in G5:
[98] ago,started [98] started,#afrobits [98] #afrobits,spotify [98] spotify,data [98] data,analytics [98] analytics,visualization [98] visualization,project [98] project,lot [98] lot,people [98] people,found Top Word Pairs in Tweet in G6:
[57] data,visualization [55] over,200 [55] 200,employees [55] employees,tableau [55] tableau,protested [55] protested,data [55] visualization,company [55] company,s [55] s,work [55] work,ice Top Word Pairs in Tweet in G7:
[136] data,visualization [65] visualization,tools [65] tools,miss [65] miss,2019 [64] 9,data [63] samuel_wong_,9 [15] plotly,cufflinks [15] cufflinks,specialized [15] specialized,python [15] python,data Top Word Pairs in Tweet in G8:
[19] data,visualization [13] preparing,data [11] data,journalism [10] data,visualizations [10] visualizations,good [10] good,promote [10] promote,engagement [10] engagement,ideological [10] ideological,work [10] work,privileging Top Word Pairs in Tweet in G9:
[36] data,sets [35] new,article [35] article,wrote [35] wrote,down [35] down,excel [35] excel,techniques [35] techniques,formulas [35] formulas,use [35] use,clean [35] clean,up Top Word Pairs in Tweet in G10:
[35] data,visualization [12] data,analysis [10] new,think [10] think,#cognitivescience [10] #cognitivescience,#dataviz [10] #dataviz,touch [10] touch,points [10] points,talked [10] talked,lacepadilla [10] lacepadilla,meticulous Top Replied-To in Entire Graph:
Top Replied-To in G4:
Top Replied-To in G6:
Top Replied-To in G8:
Top Replied-To in G9:
Top Replied-To in G10:
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: