The graph represents a network of 7,719 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, 16 April 2021 at 14:27 UTC.
The requested start date was Friday, 16 April 2021 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, 8-hour, 50-minute period from Tuesday, 13 April 2021 at 15:10 UTC to Friday, 16 April 2021 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 : 7719
Unique Edges : 6055
Edges With Duplicates : 10953
Total Edges : 17008
Number of Edge Types : 5
Retweet : 4566
MentionsInRetweet : 6531
Replies to : 190
Tweet : 2010
Mentions : 3711
Self-Loops : 2136
Reciprocated Vertex Pair Ratio : 0.0465012295998211
Reciprocated Edge Ratio : 0.0888698995941038
Connected Components : 1310
Single-Vertex Connected Components : 518
Maximum Vertices in a Connected Component : 4022
Maximum Edges in a Connected Component : 11139
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.896917
Graph Density : 0.000157145815706464
Modularity : 0.530467
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 7,719 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, 16 April 2021 at 14:27 UTC.
The requested start date was Friday, 16 April 2021 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, 8-hour, 50-minute period from Tuesday, 13 April 2021 at 15:10 UTC to Friday, 16 April 2021 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:
[181] #science,#stem [168] women,#stem [147] #stem,#steam [143] learn,more [123] gt,gt [111] #stem,#stemeducation [108] including,women [101] hit,many [100] pandemic,hit [100] one,those Top Word Pairs in Tweet in G1:
[48] #100daysofcode,#python [48] #python,#data [47] #diversity,#experience [47] #experience,#tech [45] black,women [45] artificial,intelligence [43] women,artificial [42] #tech,#artificialintelligence [41] science,success [41] success,#diversity Top Word Pairs in Tweet in G2:
[78] #science,#stem [68] #math,#science [68] #alostartsproject,#math [66] #stem,#stitch [24] #stem,#steam [18] #stem,#science [18] #stem,#stemeducation [14] learn,more [11] #steam,#stem [10] #stem,education Top Word Pairs in Tweet in G3:
[17] #science,#stem [14] #stem,#steam [13] #stem,careers [13] ht,letstalkscience [12] make,sure [12] cancer,research [11] long,left [11] left,make [11] sure,register [11] register,#bricsysstayconnected Top Word Pairs in Tweet in G4:
[9] thank,eurochambres [9] eurochambres,insightful [9] insightful,meeting [9] meeting,vet [9] vet,education [9] education,#erasmusplus [9] #erasmusplus,#erasmusplus [9] #erasmusplus,mobility [8] gabrielmariya,thank [5] art,back Top Word Pairs in Tweet in G5:
[13] #stem,#steam [12] showed,students [12] looking,contributing [12] contributing,author [12] author,upcoming [12] upcoming,book [12] book,amplify [12] amplify,learning [12] learning,global [12] global,collaborative Top Word Pairs in Tweet in G6:
[96] gt,gt [71] #education,#kids [68] #kids,#goals [53] #k12,#autism [52] #autism,#stem [50] #goals,#research [49] #facts,#edtech [46] #research,#k12 [45] #stem,#data [45] #edtech,#science Top Word Pairs in Tweet in G7:
[103] women,#stem [97] pandemic,hit [97] hit,many [97] many,groups [97] groups,people [97] people,particularly [97] particularly,hard [97] hard,one [97] one,those [97] those,women Top Word Pairs in Tweet in G8:
[11] secondary,#stem [11] #stem,teachers [11] teachers,take [11] take,10 [11] 10,minute [11] minute,survey [11] survey,influence [11] influence,development [11] development,initiatives [11] initiatives,resources Top Word Pairs in Tweet in G9:
[10] such,wonderful [10] wonderful,conversation [10] conversation,loved [10] loved,working [10] working,natasha [10] natasha,carol [10] carol,whole [10] whole,lernerbooks [10] lernerbooks,team [10] team,wado Top Word Pairs in Tweet in G10:
[6] tvanews,#stem [6] 5k,grant [5] #stem,grant [5] thankful,celebrate [5] celebrate,#stem [5] #stem,education [5] education,recognize [5] recognize,cosbyeagles [5] cosbyeagles,winning [5] winning,5k Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: