The graph represents a network of 6,925 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, 29 July 2022 at 13:36 UTC.
The requested start date was Friday, 29 July 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, 22-hour, 38-minute period from Tuesday, 26 July 2022 at 01:22 UTC to Friday, 29 July 2022 at 00:01 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 : 6925
Unique Edges : 5609
Edges With Duplicates : 11086
Total Edges : 16695
Number of Edge Types : 5
Tweet : 1903
Retweet : 4499
MentionsInRetweet : 6872
Replies to : 393
Mentions : 3028
Self-Loops : 2015
Reciprocated Vertex Pair Ratio : 0.0471106985379438
Reciprocated Edge Ratio : 0.0899822695035461
Connected Components : 1177
Single-Vertex Connected Components : 468
Maximum Vertices in a Connected Component : 3280
Maximum Edges in a Connected Component : 10381
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.235885
Graph Density : 0.000188201139968341
Modularity : 0.525063
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,925 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, 29 July 2022 at 13:36 UTC.
The requested start date was Friday, 29 July 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, 22-hour, 38-minute period from Tuesday, 26 July 2022 at 01:22 UTC to Friday, 29 July 2022 at 00:01 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:
[256] llegando,mí [256] mí,tierra [256] tierra,celebrar [256] celebrar,201 [256] 201,nuestra [256] nuestra,independencia [256] independencia,arriba [256] arriba,perú [256] perú,#aqn [256] #aqn,#aracelyenperú Top Word Pairs in Tweet in G1:
[50] #stem,#stemeducation [26] #stem,#steam [20] learn,more [13] moea,2002 [12] #science,#stem [10] #stem,#science [9] #stem,#research [9] #stem,#education [9] #kids,#kidscience [9] #kidscience,#science Top Word Pairs in Tweet in G2:
[18] #stem,#stemeducation [13] #,# [12] #wearewayne,#bpeknights [12] #bpeknights,#ramzland [12] #stem,#steam [11] #science,#stem [11] learn,more [10] plymouth,science [10] science,partnership [10] partnership,launches Top Word Pairs in Tweet in G3:
[104] donorschoose,projects [94] second,grade [89] grade,teacher [85] thanks,opportunity [84] 2x,match [82] teacher,pa [79] 16th,year [76] starting,16th [71] see,movement [69] #stem,focused Top Word Pairs in Tweet in G4:
[255] llegando,mí [255] mí,tierra [255] tierra,celebrar [255] celebrar,201 [255] 201,nuestra [255] nuestra,independencia [255] independencia,arriba [255] arriba,perú [255] perú,#aqn [255] #aqn,#aracelyenperú Top Word Pairs in Tweet in G5:
[27] #iot,#iiot [24] #coding,#programming [21] #ai,#machinelearning [19] learn,#python [17] #iiot,#iotpl [17] #bigdata,#analytics [17] #iotpl,#iotcl [17] eli_krumova,learn [16] #futureofwork,#metaverse [15] #ai,#ml Top Word Pairs in Tweet in G6:
[24] ryoko,scientist [24] #science,#scientist [24] #stem,#picturebook [24] oct,2022 [23] excited,share [23] share,cover [23] cover,#stem [23] #picturebook,peachtreepub [23] peachtreepub,oct [23] 2022,meet Top Word Pairs in Tweet in G7:
[20] #sel,#edtech [20] #education,#edchat [19] #edtech,#science [18] #edtech,#k12 [17] #stem,#edchat [17] #edutwitter,#teachertwitter [16] free,virtual [15] impressed,groups [15] groups,used [15] used,microbit_edu Top Word Pairs in Tweet in G8:
[20] integrate,science [20] science,language [20] language,computational [20] computational,thinking [20] thinking,elementary [20] elementary,classroom [20] classroom,instruction [20] instruction,students [20] students,including [19] okheelee_,integrate Top Word Pairs in Tweet in G9:
[30] #m2mtechbytes,#coding [27] well,done [20] #coding,#design [18] #business,#entrepreneurs [18] using,python [13] #amazing,#future [13] #future,#business [11] #design,#designthinking [11] mosmanhs,student [11] student,turned Top Word Pairs in Tweet in G10:
[16] find,more [13] work,thalesuk [12] calling,primary [12] primary,secondary [12] secondary,schools [12] schools,uk [12] uk,participate [12] participate,european [12] european,research [12] research,project 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: