The graph represents a network of 7,533 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, 20 May 2022 at 13:39 UTC.
The requested start date was Friday, 20 May 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, 17-hour, 47-minute period from Tuesday, 17 May 2022 at 06:13 UTC to Friday, 20 May 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 : 7533
Unique Edges : 5824
Edges With Duplicates : 10317
Total Edges : 16141
Number of Edge Types : 5
Retweet : 4096
MentionsInRetweet : 6172
Tweet : 2156
Mentions : 3574
Replies to : 143
Self-Loops : 2253
Reciprocated Vertex Pair Ratio : 0.0600832109642682
Reciprocated Edge Ratio : 0.113355650467505
Connected Components : 1610
Single-Vertex Connected Components : 650
Maximum Vertices in a Connected Component : 2910
Maximum Edges in a Connected Component : 8283
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.866738
Graph Density : 0.000152682771835082
Modularity : 0.531745
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,533 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, 20 May 2022 at 13:39 UTC.
The requested start date was Friday, 20 May 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, 17-hour, 47-minute period from Tuesday, 17 May 2022 at 06:13 UTC to Friday, 20 May 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:
[163] gave,kred [163] kred,#influence [160] #stem,#stemeducation [142] #stem,#steam [140] learn,more [112] eli_krumova,gave [112] high,school [80] #stem,#education [80] #science,#stem [80] #stem,#science Top Word Pairs in Tweet in G1:
[36] #stem,#stemeducation [27] #stem,#steam [24] #stem,#science [23] learn,more [23] #math,#stem [18] #science,#stem [18] entered,win [18] win,#discoverygift [18] #discoverygift,games [18] games,#holidayshopping Top Word Pairs in Tweet in G2:
[162] gave,kred [162] kred,#influence [111] eli_krumova,gave [74] #iot,#iiot [70] #ai,#ml [55] #ml,#iot [54] #m2mtechbytes,#coding [54] #coding,#design [52] #iiot,#iotpl [46] #womenintech,#womeninstem Top Word Pairs in Tweet in G3:
[17] #stem,#scicomm [14] #stem,#womeninstem [14] #junioreinsteins,london [14] london,slime [14] slime,explosions [14] explosions,potions [14] potions,more [14] more,#london [14] #london,#stanmore [14] #stanmore,#ealing Top Word Pairs in Tweet in G4:
[20] #stem,#stemeducation [14] #stemeducation,#dapstertoys [9] students,#stem [9] cómo,aumentar [9] aumentar,interés [9] interés,chicas [9] chicas,mundo [9] mundo,#tech [9] #tech,mujeres [9] mujeres,#stem Top Word Pairs in Tweet in G5:
[23] #stem,#education [18] #pbl,#stem [16] #k12,#stem [15] #sel,#edtech [15] steam,academy [13] thank,generous [13] generous,#contribution [13] #contribution,towards [13] towards,#csr [13] #csr,#stem Top Word Pairs in Tweet in G6:
[22] sat,21 [20] 21,memorial [20] memorial,gardens [18] gardens,#crawley [16] #steminthepark22,sat [15] regional,#stemlearningawards22 [15] free,#stem [14] #stem,inspiration [13] #crawley,meet [13] meet,exhibitors Top Word Pairs in Tweet in G7:
[9] #robotics,#stem [8] #glide,girls [8] learn,student [8] student,used [8] used,matlab [8] matlab,#deeplearning [8] #deeplearning,rover_challenge [8] rover_challenge,#space [8] #space,#robotics [7] #stem,#robotics Top Word Pairs in Tweet in G8:
[18] floating,sinking [15] check,instructables [15] instructables,learn [15] learn,calculate [15] calculate,height [15] height,school [15] school,building [15] building,using [15] using,microbit_edu [14] molinaayuso,check Top Word Pairs in Tweet in G9:
[20] mars,society [19] high,school [18] society,hold [18] hold,international [18] international,high [18] school,student [18] student,mars [18] mars,mission [18] mission,design [18] design,class Top Word Pairs in Tweet in G10:
[12] #stem,#steam [9] retweet,seeking [9] seeking,queer [9] queer,lgbtqiasb [9] lgbtqiasb,identifying [9] identifying,stem [9] stem,students [9] students,stem [9] stem,faculty [9] faculty,share Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G10:
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: