The graph represents a network of 7,266 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, 28 January 2022 at 15:28 UTC.
The requested start date was Friday, 28 January 2022 at 01:01 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 6-day, 9-hour, 39-minute period from Friday, 21 January 2022 at 15:21 UTC to Friday, 28 January 2022 at 01:01 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 : 7266
Unique Edges : 5955
Edges With Duplicates : 11400
Total Edges : 17355
Number of Edge Types : 5
Tweet : 1944
Mentions : 3520
Replies to : 127
Retweet : 4540
MentionsInRetweet : 7224
Self-Loops : 2036
Reciprocated Vertex Pair Ratio : 0.0433626271970398
Reciprocated Edge Ratio : 0.0831209132217666
Connected Components : 1379
Single-Vertex Connected Components : 550
Maximum Vertices in a Connected Component : 3379
Maximum Edges in a Connected Component : 11061
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.844392
Graph Density : 0.00017093065042494
Modularity : 0.506141
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,266 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, 28 January 2022 at 15:28 UTC.
The requested start date was Friday, 28 January 2022 at 01:01 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 6-day, 9-hour, 39-minute period from Friday, 21 January 2022 at 15:21 UTC to Friday, 28 January 2022 at 01:01 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:
[487] gave,kred [477] kred,#influence [359] eli_krumova,gave [281] #ai,#ml [242] #ml,#iot [222] #iot,#iiot [220] #womenintech,#womeninstem [168] #stem,#stemeducation [164] #womeninstem,#womenintech [151] #stem,talent Top Word Pairs in Tweet in G1:
[34] #stem,#steam [29] #stem,#stemeducation [26] #science,#stem [23] learn,more [15] #stem,#science [12] #steam,#stem [9] moea,2002 [8] science,technology [8] fields,study [8] #stem,fields Top Word Pairs in Tweet in G2:
[486] gave,kred [476] kred,#influence [358] eli_krumova,gave [280] #ai,#ml [241] #ml,#iot [221] #iot,#iiot [217] #womenintech,#womeninstem [161] #womeninstem,#womenintech [150] #influence,#stem [128] #stem,#edtech Top Word Pairs in Tweet in G3:
[35] pdh_scitechnews,#science [31] #stem,#stemeducation [25] ht,letstalkscience [23] #science,#stem [18] #stem,#science [18] well,done [17] #stem,#steam [16] gt,gt [16] #m2mtechbytes,#coding [14] parlem,#dones Top Word Pairs in Tweet in G4:
[109] stem,sampler [109] brown,dog [108] follow,browndoggadgets [107] dog,gadgets [107] gadgets,retweet [107] retweet,follow [65] free,stem [65] stem,supplies [65] supplies,win [65] win,stem Top Word Pairs in Tweet in G5:
[138] #stem,talent [72] biden,harris [72] harris,administration [70] global,#stem [66] international,#stem [65] dhsgov,uscis [61] talent,critical [61] critical,competitiveness [61] competitiveness,innovation [61] innovation,economic Top Word Pairs in Tweet in G6:
[20] black,excellence [16] sponsor,#bestemm2022 [14] pleased,mcgillu [14] mcgillu,sponsor [14] #bestemm2022,first [14] first,virtual [14] virtual,conference [14] conference,highlighting [14] highlighting,black [14] canblacksci,pleased Top Word Pairs in Tweet in G7:
[104] bae,systems [104] systems,set [104] set,recruit [104] recruit,700 [104] 700,apprentices [104] apprentices,graduates [104] graduates,year [104] year,2020 [104] 2020,engineering [104] engineering,giant Top Word Pairs in Tweet in G8:
[3] braincures,morimahmoudi [2] morimahmoudi,academicparity [2] academicparity,proftimnoakes [2] proftimnoakes,drumeshprabhu [2] drumeshprabhu,nicochan33 [2] nicochan33,googleexpertuk [2] googleexpertuk,mingberg [2] mingberg,reddit [2] reddit,marikasboros [2] do_kinder,braincures Top Word Pairs in Tweet in G9:
[10] #ai,#stem [8] imperative,use [8] use,resources [8] resources,platforms [8] platforms,lead [8] lead,example [8] example,create [8] create,opportunities [8] opportunities,foster [8] foster,#innovation Top Word Pairs in Tweet in G10:
[10] science,fair [9] happening,kiwanis [9] kiwanis,southeast [9] southeast,alberta [9] alberta,science [9] fair,again [9] again,virtual [9] virtual,event [9] event,registration [9] registration,opens Top Replied-To in Entire Graph:
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 G8:
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:
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: