The graph represents a network of 4,564 Twitter users whose recent tweets contained "#rstats", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 02 August 2022 at 17:32 UTC.
The tweets in the network were tweeted over the 2-day, 18-hour, 19-minute period from Saturday, 30 July 2022 at 21:52 UTC to Tuesday, 02 August 2022 at 16:11 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 : 4564
Unique Edges : 9271
Edges With Duplicates : 13671
Total Edges : 22942
Number of Edge Types : 5
Retweet : 16354
Tweet : 1801
MentionsInRetweet : 3804
Replies to : 247
Mentions : 736
Self-Loops : 1987
Reciprocated Vertex Pair Ratio : 0.00745492371705964
Reciprocated Edge Ratio : 0.0147995181552229
Connected Components : 30
Single-Vertex Connected Components : 2
Maximum Vertices in a Connected Component : 4467
Maximum Edges in a Connected Component : 22806
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.846549
Graph Density : 0.000558064975242889
Modularity : 0.376149
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 4,564 Twitter users whose recent tweets contained "#rstats", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 02 August 2022 at 17:32 UTC.
The tweets in the network were tweeted over the 2-day, 18-hour, 19-minute period from Saturday, 30 July 2022 at 21:52 UTC to Tuesday, 02 August 2022 at 16:11 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 : TwitterSearch
Graph Term : #rstats
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 Color : In-Degree
Vertex Radius : In-Degree
Vertex Alpha : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[8275] #bigdata,#analytics [7904] #python,#rstats [7595] #rstats,#tensorflow [7476] #javascript,#reactjs [7373] #programming,#coding [6745] #coding,#100daysofcode [6073] #datascientist,#linux [5872] #reactjs,#cloudcomputing [5867] #iot,#iiot [5663] #iiot,#python Top Word Pairs in Tweet in G1:
[6960] #bigdata,#analytics [6726] #python,#rstats [6276] #rstats,#tensorflow [6201] #javascript,#reactjs [6126] #programming,#coding [5577] #coding,#100daysofcode [4988] #reactjs,#cloudcomputing [4911] #datascientist,#linux [4825] #iiot,#python [4652] #iot,#iiot Top Word Pairs in Tweet in G2:
[177] #tidyverse,#rstats [139] #rstats,#datascience [110] #rstats,#python [106] #rstats,#dataviz [100] data,science [80] #datascience,#machinelearning [73] blog,post [66] #rstats,#rstudio [61] datacamp,pay [61] pay,59 Top Word Pairs in Tweet in G3:
[704] #bigdata,#analytics [690] #rstats,#tensorflow [660] #javascript,#reactjs [654] #datascientist,#linux [652] #ml,#datascience [634] #programming,#coding [632] #iot,#iiot [627] #serverless,#datascientist [613] #cloudcomputing,#serverless [585] #python,#rstats Top Word Pairs in Tweet in G4:
[487] think,message [487] message,#datascience [487] #datascience,believe [487] believe,read [469] read,#rstats [23] #python,#iot [22] #python,#rstats [22] #rstats,#tensorflow [21] #bigdata,#analytics [21] #ai,#iiot Top Word Pairs in Tweet in G5:
[490] #dataviz,#rstats [313] google,measures [313] measures,phones [313] phones,'places [313] 'places,work' [313] work',france [313] france,germany [313] germany,italy [313] italy,sweden [313] sweden,dip Top Word Pairs in Tweet in G6:
[183] #tidyverse,#rstats [171] #data,#dataviz [155] #datascience,#data [141] los,mejores [139] #rstats,#datascience [127] #datamining,#bigdata [101] #dataviz,#datavisualization [87] today's,#rstats [86] #rstats,cheatsheet [86] download,contribute Top Word Pairs in Tweet in G7:
[521] #rstats,#tensorflow [519] #programming,#coding [517] #javascript,#reactjs [508] #coding,#100daysofcode [503] #bigdata,#analytics [503] #cloudcomputing,#serverless [501] #iot,#iiot [489] #python,#rstats [473] #serverless,#datascientist [453] #analytics,#datascience Top Word Pairs in Tweet in G8:
[44] #rstats,#datascience [44] #dataviz,#maps [38] #datascience,#dataviz [36] map,shows [36] shows,median [36] median,age [36] age,women [36] women,childbirth [36] childbirth,pandemic [36] pandemic,europe Top Word Pairs in Tweet in G9:
[32] #openscience,#rstats [15] long,covid [15] covid,associated [15] associated,attention [15] attention,deficit [15] deficit,cognitive [15] cognitive,impirment [15] impirment,impairments [15] impairments,executive [15] executive,functions Top Word Pairs in Tweet in G10:
[34] #rstats,#phytools [28] lineage,time [23] stochastic,mapping [17] mapping,#rstats [17] time,plot [12] discrete,character [11] tweet,creating [11] creating,lineage [11] plot,stochastically [11] stochastically,mapped Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G6:
Top Mentioned in G7:
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: