The graph represents a network of 4,088 Twitter users whose tweets in the requested range contained "ngss", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 29 November 2022 at 07:30 UTC.
The requested start date was Tuesday, 29 November 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 88-day, 4-hour, 26-minute period from Thursday, 01 September 2022 at 19:57 UTC to Tuesday, 29 November 2022 at 00:24 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 : 4088
Unique Edges : 3306
Edges With Duplicates : 13554
Total Edges : 16860
Number of Edge Types : 5
Retweet : 4679
MentionsInRetweet : 5560
Tweet : 3808
Mentions : 1987
Replies to : 826
Self-Loops : 3834
Reciprocated Vertex Pair Ratio : 0.0652173913043478
Reciprocated Edge Ratio : 0.122448979591837
Connected Components : 627
Single-Vertex Connected Components : 334
Maximum Vertices in a Connected Component : 1581
Maximum Edges in a Connected Component : 6723
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.539404
Graph Density : 0.000313808232585109
Modularity : 0.310237
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,088 Twitter users whose tweets in the requested range contained "ngss", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 29 November 2022 at 07:30 UTC.
The requested start date was Tuesday, 29 November 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 88-day, 4-hour, 26-minute period from Thursday, 01 September 2022 at 19:57 UTC to Tuesday, 29 November 2022 at 00:24 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 : ngss
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:
[1145] ø,ø [1008] ì,ì [761] ãƒ,ム[674] ù,ø [641] ë,ë [605] ø,ù [548] ì,ë [548] ù,ù [501] ë,ì [451] ì,í Top Word Pairs in Tweet in G1:
[67] philiplbell,pls [53] help,students [49] #ngss,#ngsschat [43] #ngsschat,#ngss [39] #scied,#scienceed [35] science,instruction [34] response,#climatechange [34] #ngsschat,wanting [34] pls,share [34] action,response Top Word Pairs in Tweet in G2:
[80] ngss,ms [29] ms,ps4 [26] ms,ps2 [25] ãƒ,ム[24] activity,ngss [22] ms,ls4 [20] test,assessment [16] digital,signals [16] analog,digital [15] ngss,aligned Top Word Pairs in Tweet in G3:
[1007] ì,ì [641] ë,ë [548] ì,ë [501] ë,ì [451] ì,í [407] í,ì [270] ê,ì [259] ë,ê [220] ë,ˆë [217] ë,œë Top Word Pairs in Tweet in G4:
[575] ãƒ,ム[401] æ,æ [201] ç,æ [171] æ,ç [167] œã,æ [99] ç,ç [95] æ,œã [93] æ,çµ [92] æ,šã [92] æ,ªã Top Word Pairs in Tweet in G5:
[57] human,blood [56] iron,fe [56] blood,similar [56] element,iron [56] except,central [56] molecular,structure [56] central,element [56] structure,except [56] chlorophyll,human [56] similar,molecular Top Word Pairs in Tweet in G6:
[767] ø,ø [452] ù,ø [452] ù,ù [407] ø,ù [139] #stem,#ngss [137] _ø,ù [136] #ø,ù [94] #نظام_المقررات,#الاختبار_ [94] #صباح_الخير,#التحصيلي [94] rufaidia,#صباح_الخير Top Word Pairs in Tweet in G7:
[10] chainsaw,man [6] âš,âš [4] jp_ngss,leacpasmoi [4] elden,ring [4] mais,quâ [4] gt,gt [4] hironori,tanaka [4] mob,psycho [4] bleach,tybw [4] quâ,ce Top Word Pairs in Tweet in G8:
[78] inch,fuck [78] give,less [78] suffering,having [78] couldn,give [78] less,inch [78] fuck,men [78] listen,couldn [78] having,sex [78] men,suffering [77] keatingssixth,listen Top Word Pairs in Tweet in G9:
[68] quarter,science [68] regularly,use [68] materials,developed [68] nearly,quarter [68] teachers,regularly [68] use,materials [68] developed,before [68] before,#ngss [68] science,teachers [68] #ngss,42 Top Word Pairs in Tweet in G10:
[62] #staycurious,#ngss [57] lesson,terrific [15] mysterysci,trending [15] trending,lesson [11] terrific,students [9] science,never [9] teaching,science [7] biodiversity,lesson [7] mysterysci,biodiversity [7] easy,#staycurious 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: