The graph represents a network of 3,807 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 Friday, 14 October 2022 at 23:14 UTC.
The requested start date was Friday, 14 October 2022 at 00:01 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, 22-hour, 22-minute period from Tuesday, 11 October 2022 at 01:38 UTC to Friday, 14 October 2022 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 : 3807
Unique Edges : 1867
Edges With Duplicates : 14781
Total Edges : 16648
Number of Edge Types : 5
Retweet : 6439
MentionsInRetweet : 7189
Tweet : 1770
Mentions : 1137
Replies to : 113
Self-Loops : 1890
Reciprocated Vertex Pair Ratio : 0.00526962936940102
Reciprocated Edge Ratio : 0.0104840118818801
Connected Components : 385
Single-Vertex Connected Components : 155
Maximum Vertices in a Connected Component : 2868
Maximum Edges in a Connected Component : 15258
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.840828
Graph Density : 0.000394977253092286
Modularity : 0.304029
NodeXL Version : 1.0.1.506
Data Import : The graph represents a network of 3,807 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 Friday, 14 October 2022 at 23:14 UTC.
The requested start date was Friday, 14 October 2022 at 00:01 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, 22-hour, 22-minute period from Tuesday, 11 October 2022 at 01:38 UTC to Friday, 14 October 2022 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 : %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:
[2365] data,science [1097] #bigdata,#analytics [775] data,scientist [741] #ai,#datascience [732] #machinelearning,#datascience [731] free,certification [731] courses,data [731] certification,courses [724] google,certified [724] certified,data Top Word Pairs in Tweet in G1:
[730] data,science [652] courses,data [652] free,certification [652] science,using [652] certification,courses [652] using,python [647] google,certified [647] scientist,spending [647] data,scientist [647] spending,free Top Word Pairs in Tweet in G2:
[931] #bigdata,#analytics [683] #ai,#datascience [676] #100daysofcode,#nodejs [604] #womenwhocode,#100daysofcode [603] #econometrics,#python [602] #nodejs,#econometrics [595] #psychology,#womenwhocode [590] #machado,#ai [590] #python,#machado [576] #machinelearning,#datascience Top Word Pairs in Tweet in G3:
[123] #bigdata,#analytics [123] #machinelearning,#datascience [122] #ai,#machinelearning [117] #datascience,#ai [85] #iot,#iiot [83] #analytics,#datascience [59] data,science [58] #ai,#ml [55] #python,#rstats [52] machine,learning Top Word Pairs in Tweet in G4:
[215] data,science [179] machine,learning [179] science,machine [124] money,study [124] ridiculous,amount [124] study,python [124] amount,money [124] python,data [124] learn,courses [124] pay,ridiculous Top Word Pairs in Tweet in G5:
[149] data,science [14] machine,learning [9] online,degrees [9] help,supported [9] #ai,#machinelearning [9] fields,economics [9] management,data [9] economics,business [9] ansys,autocad [9] software,works Top Word Pairs in Tweet in G6:
[97] data,science [86] alert,data [86] practitioners,wanting [86] analysis,data [86] scholarship,alert [86] ml,newbies [86] newbies,practitioners [86] science,ml [86] data,analysis [85] _promise_nonso,scholarship Top Word Pairs in Tweet in G7:
[31] #data,#dataviz [24] data,science [19] #datascience,#data [17] #rstats,#datascience [16] rosanaferrero,cómo [14] machine,learning [14] tus,datos [13] ciencia,datos [13] rosanaferrero,quieres [12] operaciones,frecuentes Top Word Pairs in Tweet in G8:
[103] data,science [64] libraries,built [64] top,python [64] science,extensive [64] language,data [64] extensive,libraries [64] popular,programming [64] programming,language [64] python,popular [64] built,top Top Word Pairs in Tweet in G9:
[97] data,science [57] interested,python [57] advice,follow [57] hi,interested [57] python,data [57] planning,using [57] using,twitter [57] science,career [57] follow,planning [57] career,advice Top Word Pairs in Tweet in G10:
[44] data,science [40] #python,#datascience [22] useful,cheatsheet [22] python,#python [22] #datascience,#cheatsheet [22] cheatsheet,python [21] datasciencedojo,useful [13] #datascience,#dsdojo [13] packages,data [13] science,#python Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G6:
Top Replied-To in G9:
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: