The graph represents a network of 4,651 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, 03 December 2022 at 00:17 UTC.
The requested start date was Friday, 02 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, 51-minute period from Tuesday, 29 November 2022 at 21:08 UTC to Friday, 02 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 : 4651
Unique Edges : 2957
Edges With Duplicates : 14399
Total Edges : 17356
Number of Edge Types : 5
Retweet : 5573
MentionsInRetweet : 6803
Mentions : 2643
Tweet : 2167
Replies to : 170
Self-Loops : 2817
Reciprocated Vertex Pair Ratio : 0.0202435552743951
Reciprocated Edge Ratio : 0.039683769958146
Connected Components : 795
Single-Vertex Connected Components : 394
Maximum Vertices in a Connected Component : 2833
Maximum Edges in a Connected Component : 14762
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.377881
Graph Density : 0.000298282482897654
Modularity : 0.322615
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,651 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, 03 December 2022 at 00:17 UTC.
The requested start date was Friday, 02 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, 51-minute period from Tuesday, 29 November 2022 at 21:08 UTC to Friday, 02 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:
[2060] data,science [1085] #bigdata,#analytics [757] #ai,#machinelearning [650] #datascience,#ai [584] #analytics,#datascience [565] #machinelearning,#datascience [542] #iot,#iiot [541] #python,#rstats [431] #ai,#ml [419] #machinelearning,#iot Top Word Pairs in Tweet in G1:
[855] #bigdata,#analytics [550] #ai,#machinelearning [472] #iot,#iiot [461] #datascience,#ai [456] #machinelearning,#datascience [443] #python,#rstats [428] #analytics,#datascience [370] #ai,#ml [335] #machinelearning,#iot [301] #datascience,#bigdata Top Word Pairs in Tweet in G2:
[302] data,science [33] machine,learning [28] #assignment,due [27] handle,english [27] algebra,homework [27] pay,handle [26] english,#essaypay [25] chem,#assignment [25] math,chem [25] #essaypay,math Top Word Pairs in Tweet in G3:
[84] #rstats,#datascience [73] download,pdf [59] #dataviz,#stats [58] #datascience,#dataviz [53] wish,taught [53] everyone,lays [53] school,download [53] learning,graduate [53] information,way [53] graduate,school Top Word Pairs in Tweet in G4:
[106] #bigdata,#datascience [50] #datascience,#ai [47] data,science [39] #abdsc,#bigdata [24] #datascience,#machinelearning [24] projects,python [24] programming,skill [24] #python,projects [24] designed,build [24] tiny,#python Top Word Pairs in Tweet in G5:
[114] #ai,#machinelearning [89] #bigdata,#analytics [86] data,science [70] #bigdata,#datascience [64] #analytics,#datascience [60] #machinelearning,#datajobs [60] #datascience,#ai [58] #datajobs,#jobsearch [58] #jobsearch,#mljobs [56] #mljobs,#bigdata Top Word Pairs in Tweet in G6:
[95] online,courses [89] free,online [84] tut_ml,learn [82] #100daysofcode,#ai [79] #machinelearning,#100daysofcode [79] #ai,#iot [69] learn,sql [67] courses,co [67] sql,free [67] co,9b3m9jx4q0 Top Word Pairs in Tweet in G7:
[213] data,science [127] data,analysis [120] data,wrangling [113] feature,engineering [112] gt,data [112] calculus,gt [112] eda,gt [112] gt,stats [112] stats,gt [112] science,skill Top Word Pairs in Tweet in G8:
[73] data,science [72] data,analysis [71] pandas,data [70] library,used [70] free,python [70] used,heavily [70] pandas,free [70] #60daysofmachinelearning,pandas [70] 30,#60daysofmachinelearning [70] day,30 Top Word Pairs in Tweet in G9:
[134] data,science [112] science,central [42] machine,learning [26] algorithms,data [22] #bigdata,#analytics [21] learning,algorithms [20] learn,more [20] #ai,#bigdata [18] #science,#it [18] #blockchain,#innovation Top Word Pairs in Tweet in G10:
[110] introduction,programming [109] data,science [70] protopapas,online [70] online,course [70] introduction,data [70] python,join [70] science,python [70] join,harvard [70] instructor,pavlos [70] harvard,university Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: