The graph represents a network of 7,819 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 01 April 2022 at 14:23 UTC.
The requested start date was Friday, 01 April 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, 9-hour, 33-minute period from Tuesday, 29 March 2022 at 14:27 UTC to Friday, 01 April 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 : 7819
Unique Edges : 6484
Edges With Duplicates : 11010
Total Edges : 17494
Number of Edge Types : 5
Retweet : 4424
MentionsInRetweet : 7232
Tweet : 1859
Mentions : 3838
Replies to : 141
Self-Loops : 1990
Reciprocated Vertex Pair Ratio : 0.0537413494809689
Reciprocated Edge Ratio : 0.102001026167265
Connected Components : 1501
Single-Vertex Connected Components : 542
Maximum Vertices in a Connected Component : 3384
Maximum Edges in a Connected Component : 10316
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.782105
Graph Density : 0.00015941712192565
Modularity : 0.538975
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,819 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 01 April 2022 at 14:23 UTC.
The requested start date was Friday, 01 April 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, 9-hour, 33-minute period from Tuesday, 29 March 2022 at 14:27 UTC to Friday, 01 April 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 : #stem
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:
[381] gave,kred [381] kred,#influence [256] eli_krumova,gave [231] #ml,#iot [220] #ai,#ml [205] #womenintech,#womeninstem [151] #stem,#stemeducation [138] learn,more [132] #iot,#iiot [116] #womeninstem,#womenintech Top Word Pairs in Tweet in G1:
[378] gave,kred [378] kred,#influence [253] eli_krumova,gave [226] #ml,#iot [216] #ai,#ml [201] #womenintech,#womeninstem [128] #iot,#iiot [114] #womeninstem,#womenintech [92] #influence,#stem [79] #iot,#iotpl Top Word Pairs in Tweet in G2:
[30] mini,#science [30] #science,centre [28] #stem,learning's [28] learning's,mini [28] centre,exhibits [28] exhibits,being [28] being,used [26] #science,#stem [24] ht,letstalkscience [22] #math,#stem Top Word Pairs in Tweet in G3:
[31] #stem,#stemeducation [27] #stem,#steam [23] learn,more [19] #stem,#science [13] #steam,#stem [10] #science,#stem [10] deja,fav [10] fav,conocer [10] conocer,nuevo [10] nuevo,#stem Top Word Pairs in Tweet in G4:
[25] #donorschoose,project [19] really,help [19] help,#stem [19] #stem,project [19] project,#donorschoose [13] steam,superheroes [13] superheroes,need [13] need,supplies [13] supplies,camp [13] camp,help Top Word Pairs in Tweet in G5:
[90] find,courses [90] courses,topic [90] topic,opencourseware [90] opencourseware,free [90] free,online [90] online,course [90] course,materials [89] kirkdborne,find [89] materials,mitocw [87] mitocw,#highereduc Top Word Pairs in Tweet in G6:
[3] #womeninstem,#womeninscience [2] academicparity,braincures [2] braincures,videos [2] videos,academicparity's [2] academicparity's,stem [2] stem,bullying [2] bullying,conference [2] conference,opening [2] opening,statement [2] statement,dr Top Word Pairs in Tweet in G7:
[5] grade,renaissance [5] makey,makey [5] stem,challenge [5] amazing,job [5] help,make [5] make,#stem [5] 2022,stem [5] stem,discovery [5] discovery,campaign [4] code,makey Top Word Pairs in Tweet in G8:
[34] trans,gender [34] gender,non [34] non,conforming [34] working,#stem [31] #tdov,voices [31] voices,series [31] series,trans [31] conforming,people [31] people,working [20] cellrepmed,#tdov Top Word Pairs in Tweet in G9:
[13] love,seeing [13] seeing,youyou's [13] youyou's,discovery [13] discovery,fabulous [13] fabulous,lineup [13] lineup,#womenshistorymonth [13] #womenshistorymonth,thank [11] songjudaemicke,love [10] thank,maistorybooklibrary [9] kids',stem Top Word Pairs in Tweet in G10:
[7] #stem,club [6] lcsdofficial,liverpoolcsdny [6] online,workshop [5] #stem,#stemeducation [5] getting,started [5] started,#stem [5] club,sure [5] sure,begin [5] begin,join [5] join,online Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G6:
Top Mentioned in G7:
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Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G10: