The graph represents a network of 7,238 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, 09 September 2022 at 13:37 UTC.
The requested start date was Friday, 09 September 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 3-day, 1-hour, 14-minute period from Monday, 05 September 2022 at 22:46 UTC to Friday, 09 September 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 : 7238
Unique Edges : 5111
Edges With Duplicates : 11014
Total Edges : 16125
Number of Edge Types : 5
Retweet : 4517
MentionsInRetweet : 6529
Tweet : 2003
Mentions : 2906
Replies to : 170
Self-Loops : 2133
Reciprocated Vertex Pair Ratio : 0.0409000497265042
Reciprocated Edge Ratio : 0.0785859309685895
Connected Components : 1424
Single-Vertex Connected Components : 605
Maximum Vertices in a Connected Component : 3434
Maximum Edges in a Connected Component : 10034
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.238993
Graph Density : 0.000159846797544915
Modularity : 0.514353
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 7,238 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, 09 September 2022 at 13:37 UTC.
The requested start date was Friday, 09 September 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 3-day, 1-hour, 14-minute period from Monday, 05 September 2022 at 22:46 UTC to Friday, 09 September 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:
[328] school,year [325] back,school [299] school,#giveaway [297] starting,school [294] #giveaway,#contest [294] #contest,thanks [294] thanks,educators [294] educators,librarians [294] librarians,staff [294] staff,starting Top Word Pairs in Tweet in G1:
[192] gave,kred [192] kred,#influence [146] eli_krumova,gave [141] #ai,#ml [107] #ml,#iot [99] #iot,#iiot [80] #womenintech,#womeninstem [69] #iiot,#iotpl [62] #womeninstem,#womenwhocode [61] #stem,#womeninstem Top Word Pairs in Tweet in G2:
[37] #stem,#stemeducation [23] #stem,#steam [21] learn,more [19] #stem,#science [15] #math,#stem [14] #science,#stem [14] #steam,#stem [12] من,يريد [12] يريد,السفر [12] السفر,ايضا Top Word Pairs in Tweet in G3:
[296] school,#giveaway [293] back,school [291] #giveaway,#contest [291] #contest,thanks [291] thanks,educators [291] educators,librarians [291] librarians,staff [291] staff,starting [291] starting,school [291] school,year Top Word Pairs in Tweet in G4:
[15] excited,welcome [15] welcome,nasa [15] nasa,astronaut [15] astronaut,megan [15] megan,mcarthur [15] mcarthur,ph [15] ph,first [15] first,chief [15] chief,science [15] science,officer Top Word Pairs in Tweet in G5:
[90] paper,circuits [90] circuits,cubes [90] cubes,magnetic [90] magnetic,paper [90] paper,cubes [90] cubes,creating [90] creating,simple [90] simple,circuits [90] circuits,leds [90] leds,motors Top Word Pairs in Tweet in G6:
[10] women,#stem [10] #stem,boost [10] boost,knowledge [10] knowledge,economy [10] economy,#womenintech [9] tamaramccleary,women [4] royalsociety,#youngscibooks [3] royalsociety,clarambarker [3] clarambarker,chris0dye [3] chris0dye,profmariafitz Top Word Pairs in Tweet in G7:
[64] grad,school [64] school,apps [64] apps,expensive [64] expensive,#stem [64] #stem,phd [64] phd,programs [64] programs,waived [64] waived,application [64] application,fee [64] fee,year Top Word Pairs in Tweet in G8:
[28] don,need [28] need,#stem [28] #stem,background [27] energy,don [27] background,make [27] make,impact [26] impact,clean [26] clean,energy [26] energy,future [26] future,need Top Word Pairs in Tweet in G9:
[11] #robotics,#technology [10] #engineering,#stem [10] video,source [9] swiss_mile,robot [9] robot,greets [9] greets,president [9] president,switzerland [9] switzerland,video [9] source,leggedrobotics [9] leggedrobotics,#robotics Top Word Pairs in Tweet in G10:
[79] isn,learning [79] learning,stem [79] stem,interesting [79] interesting,#stem [79] #stem,#stemeducation [78] tivstemcenter,isn Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
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:
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:
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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: