The graph represents a network of 7,162 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, 07 October 2022 at 13:36 UTC.
The requested start date was Friday, 07 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, 16-hour, 11-minute period from Monday, 03 October 2022 at 17:45 UTC to Thursday, 06 October 2022 at 09:57 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 : 7162
Unique Edges : 5647
Edges With Duplicates : 11547
Total Edges : 17194
Number of Edge Types : 5
Mentions : 3423
Retweet : 4599
MentionsInRetweet : 7152
Tweet : 1827
Replies to : 193
Self-Loops : 2015
Reciprocated Vertex Pair Ratio : 0.054240862230553
Reciprocated Edge Ratio : 0.102900322258029
Connected Components : 1326
Single-Vertex Connected Components : 501
Maximum Vertices in a Connected Component : 3251
Maximum Edges in a Connected Component : 10869
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.538604
Graph Density : 0.000175463287226986
Modularity : 0.505196
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 7,162 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, 07 October 2022 at 13:36 UTC.
The requested start date was Friday, 07 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, 16-hour, 11-minute period from Monday, 03 October 2022 at 17:45 UTC to Thursday, 06 October 2022 at 09:57 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:
[253] gave,kred [253] kred,#influence [202] #ai,#ml [185] eli_krumova,gave [172] empowering,girls [170] boundaries,empowering [170] girls,launching [170] launching,futures [169] breaking,boundaries [169] futures,#worldspaceweek Top Word Pairs in Tweet in G1:
[253] gave,kred [253] kred,#influence [202] #ai,#ml [185] eli_krumova,gave [147] #ml,#iot [143] #iot,#iiot [122] #womenintech,#womeninstem [111] #iiot,#iotpl [110] #coding,#design [73] #design,#designthinking Top Word Pairs in Tweet in G2:
[31] high,school [22] welcome,worldspaceweek [22] worldspaceweek,looking [22] looking,blast [22] blast,nasa [22] nasa,find [22] find,cure [22] cure,cancer [22] cancer,help [22] help,protect Top Word Pairs in Tweet in G3:
[36] learn,more [21] #stem,#stemeducation [19] stem,shirt [19] #maxwellalxnders,#etsyseller [16] #etsyseller,co [15] #stem,#maxwellalxnders [15] #stem,#steam [14] 'ʻohana,kilo [14] kilo,hōkū [13] #science,#stem Top Word Pairs in Tweet in G4:
[168] boundaries,empowering [168] empowering,girls [168] girls,launching [168] launching,futures [168] futures,#worldspaceweek [167] breaking,boundaries [166] #worldspaceweek,part [165] part,barbie [164] barbie,joint [164] joint,mission Top Word Pairs in Tweet in G5:
[158] please,help [130] grade,teacher [128] first,year [128] year,first [128] first,grade [125] help,support [125] support,1st [125] 1st,graders [118] graders,first [93] teaching,24 Top Word Pairs in Tweet in G6:
[91] humbled,campaign [91] campaign,raised [91] raised,100 [91] 100,week [91] week,ve [91] ve,put [91] put,bulk [91] bulk,order [91] order,diy [91] diy,filter Top Word Pairs in Tweet in G7:
[17] paper,circuits [14] 2022,#doyourbit [14] #doyourbit,global [14] global,challenge [14] juan,motivated [14] motivated,create [14] create,'early [14] 'early,detection [14] detection,system [14] system,wildfires' Top Word Pairs in Tweet in G8:
[62] sdg,warriors [52] warriors,podcast [46] #stem,sdg [17] podcast,exploring [14] nature,talks [14] talks,podcast [14] podcast,17 [14] 17,need [14] need,insects [14] insects,dr Top Word Pairs in Tweet in G9:
[11] #stem,#workforcedevelopment [7] next,generation [7] manufacturing,day [6] company,inventors [6] inventors,re [6] re,committed [6] committed,nurturing [6] nurturing,next [6] generation,innovators [6] innovators,technologists Top Word Pairs in Tweet in G10:
[18] #msinus,#hr3648 [18] #hr3648,#stem [18] #stem,#intled [18] #intled,#hr5376 [18] #hr5376,#hr4331 [18] ________________,______________ [10] tweet,________________ [8] #hr4331,tweet [6] rise,shine [6] shine,early Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
Top Replied-To in G10:
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: