The graph represents a network of 4,221 Twitter users whose tweets in the requested range contained ""data science" OR #datascience", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 17 December 2022 at 00:18 UTC.
The requested start date was Friday, 16 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 3-hour, 4-minute period from Tuesday, 13 December 2022 at 21:55 UTC to Friday, 16 December 2022 at 01:00 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 : 4221
Unique Edges : 2713
Edges With Duplicates : 15226
Total Edges : 17939
Number of Edge Types : 5
Retweet : 5813
MentionsInRetweet : 7058
Tweet : 2637
Replies to : 137
Mentions : 2294
Self-Loops : 3125
Reciprocated Vertex Pair Ratio : 0.0116724738675958
Reciprocated Edge Ratio : 0.0230755984157052
Connected Components : 697
Single-Vertex Connected Components : 342
Maximum Vertices in a Connected Component : 2630
Maximum Edges in a Connected Component : 15526
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.360868
Graph Density : 0.000326004821300853
Modularity : 0.284518
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,221 Twitter users whose tweets in the requested range contained "%22data science%22 OR #datascience", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 17 December 2022 at 00:18 UTC.
The requested start date was Friday, 16 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 3-hour, 4-minute period from Tuesday, 13 December 2022 at 21:55 UTC to Friday, 16 December 2022 at 01:00 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 : %22data science%22 OR #datascience
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:
[1801] #bigdata,#analytics [1749] data,science [1258] #ai,#machinelearning [1079] #iot,#iiot [1056] #datascience,#ai [1037] #python,#rstats [1013] #analytics,#datascience [798] #machinelearning,#iot [791] #ai,#ml [768] #analytics,#ai Top Word Pairs in Tweet in G1:
[1451] #bigdata,#analytics [928] #ai,#machinelearning [899] #analytics,#datascience [850] #datascience,#ai [776] #python,#rstats [682] #iot,#iiot [676] #machinelearning,#iot [531] #machinelearning,#datascience [514] #rstats,#tensorflow [498] #iiot,#python Top Word Pairs in Tweet in G2:
[248] data,science [31] machine,learning [20] #python,#programming [19] #webdevelopment,#datascience [18] #programming,#codenewbies [18] #music,#javascript [18] #onlineclass,#essayhelp [18] #codenewbies,#100daysofcode [18] #essaydue,#essaywrite [18] #assignments,#calculus Top Word Pairs in Tweet in G3:
[90] data,science [65] libraries,frameworks [65] #python,#datascience [65] python,libraries [56] mathematics,3blue1brown [56] blue,ms [56] science,mathematics [56] schafer,sql [56] sql,joey [56] joey,blue Top Word Pairs in Tweet in G4:
[59] course,#machinelearning [49] data,science [48] #datascience,#datascientist [48] #ai,#machinelearning [46] #datascientist,#datascientist [46] #machinelearning,#deeplearning [43] #deeplearning,#datascience [43] #bigdata,#datascience [42] #learning,#course [42] #course,#courses Top Word Pairs in Tweet in G5:
[183] development,data [183] resources,help [183] land,job [183] knowing,sql [183] sql,mandatory [183] mandatory,land [183] free,resources [183] backend,development [183] science,free [183] data,science Top Word Pairs in Tweet in G6:
[371] #iot,#iiot [320] #iiot,#iotpl [305] #ai,#ml [180] #programming,#coding [169] #datascience,#analytics [168] #iotpl,#iotcl [157] #bigdata,#analytics [154] #ml,#machinelearning [149] #analytics,#ai [146] #ai,#machinelearning Top Word Pairs in Tweet in G7:
[126] rtutor,co [126] xraomairbt,generate [126] code,chatting [126] co,xraomairbt [126] amazing,look [126] generate,test [126] test,code [126] look,rtutor [125] physacourses,amazing [31] data,science Top Word Pairs in Tweet in G8:
[133] data,science [77] free,data [76] science,course [76] course,using [76] using,python [75] clcoding,free [32] youtube,channels [25] #bigdata,#analytics [22] data,scientist [22] ml,building Top Word Pairs in Tweet in G9:
[94] data,science [67] announcement,math [67] make,learning [67] learning,data [67] math,machine [67] math,easy [67] course,announcement [67] learning,ai's [67] machine,learning [67] ai's,math Top Word Pairs in Tweet in G10:
[126] #bigdata,#analytics [118] #cybersecurity,#bigdata [117] #ai,#iiot [117] #analytics,#ai [110] #sql,#cybersecurity [109] #datascience,#sql [103] #iiot,#python [100] #rstats,#tensorflow [100] #python,#rstats [96] #machinelearning,#datascience Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G4:
Top Replied-To in G6:
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: