The graph represents a network of 3,398 Twitter users whose recent tweets contained "ngss", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/9/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 10 January 2023 at 07:23 UTC.
The tweets in the network were tweeted over the 1839-day, 7-hour, 1-minute period from Wednesday, 27 December 2017 at 16:33 UTC to Monday, 09 January 2023 at 23:35 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 3398
Unique Edges : 2511
Edges With Duplicates : 8832
Total Edges : 11343
Number of Edge Types : 9
Retweet : 2456
MentionsInRetweet : 3216
Quote : 183
MentionsInQuote : 160
Mentions : 1381
Replies to : 903
MentionsInReplyTo : 1604
Tweet : 1421
MentionsInQuoteReply : 19
Self-Loops : 1745
Reciprocated Vertex Pair Ratio : 0.0879695672848312
Reciprocated Edge Ratio : 0.161713286713287
Connected Components : 654
Single-Vertex Connected Components : 380
Maximum Vertices in a Connected Component : 1672
Maximum Edges in a Connected Component : 7508
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.419331
Graph Density : 0.000396430531180526
Modularity : 0.361138
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,398 Twitter users whose recent tweets contained "ngss", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/9/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 10 January 2023 at 07:23 UTC.
The tweets in the network were tweeted over the 1839-day, 7-hour, 1-minute period from Wednesday, 27 December 2017 at 16:33 UTC to Monday, 09 January 2023 at 23:35 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[163] ngss,ms [125] #stem,#ngss [122] science,engineering [111] engineering,practices [110] science,teachers [109] two,possible [108] making,balloons [108] balloons,pop [108] white,balloon [108] light,heat Top Word Pairs in Tweet in G1:
[78] philiplbell,pls [76] #ngsschat,#ngss [44] help,students [41] part,time [39] openscied,elementary [36] #ngss,#ngsschat [33] pls,#ngsschat [33] full,time [32] crosscutting,concepts [32] position,below Top Word Pairs in Tweet in G2:
[157] ngss,ms [64] ms,ls4 [56] ms,ps2 [51] ms,ps4 [51] activity,ngss [42] test,assessment [28] ls4,ms [28] digital,signals [28] ps2,ms [28] analog,digital Top Word Pairs in Tweet in G3:
[97] two,possible [96] doesn,work [96] heat,doesn [96] white,balloon [96] making,balloons [96] work,white [96] light,heat [96] balloon,two [96] pop,light [96] balloons,pop Top Word Pairs in Tweet in G4:
[98] #staycurious,#ngss [90] lesson,terrific [25] mysterysci,trending [25] trending,lesson [13] terrific,students [12] science,never [12] teaching,science [10] terrific,teaching [10] terrific,kids [9] mysterysci,rocks Top Word Pairs in Tweet in G5:
[83] #الكيمياء,#stem [83] #صباح_الخير,#التحصيلي [83] سننطلق,بمشيئة [83] نماذج,من [83] بمشيئة,الله [83] الله,في [83] من,أسئلة [83] #ngss,سننطلق [83] #stem,#ngss [83] طرح,نماذج Top Word Pairs in Tweet in G6:
[52] quarter,science [52] regularly,use [52] materials,developed [52] nearly,quarter [52] teachers,regularly [52] use,materials [52] developed,before [52] before,#ngss [52] science,teachers [52] #ngss,42 Top Word Pairs in Tweet in G7:
[52] engineering,practices [52] toward,more [52] journey,toward [52] science,engineering [48] more,#authentic [47] #authentic,#stem [45] support,journey [40] #stem,classroom [40] classroom,practices [14] science,teachers Top Word Pairs in Tweet in G8:
[43] #メンテの日なのでssを貼る,#キャストはいいぞ [41] 試作型超跳躍ユニット装備のキャス子,スリークな上半身とメッカメカな下半身のコントラストがイチオシポイントです [41] スリークな上半身とメッカメカな下半身のコントラストがイチオシポイントです,#メンテの日なのでssを貼る [40] ac_ngss,試作型超跳躍ユニット装備のキャス子 [10] エステ無料だから挑戦してみた一夜漬けシルフィー,#メンテの日なのでssを貼る [9] ac_ngss,エステ無料だから挑戦してみた一夜漬けシルフィー [7] 今年最後のメンテすっすは青の洞窟から,1月のアプデでまた [7] 1月のアプデでまた,に幽閉される日々が始まる [7] メカ頭サイボーグはいつか作ろうと思ってたネタの一つなので消化できてよかった,#メンテの日なのでssを貼る [7] に幽閉される日々が始まる,#メンテの日なのでssを貼る Top Word Pairs in Tweet in G9:
[11] experiments,dealing [11] law,motion [11] review,great [11] #stem,#ngss [11] great,experiments [11] motion,lesson [11] let's,review [10] dealing,#coyote's [10] #coyote's,law [7] #earthscience,#phenomenon Top Word Pairs in Tweet in G10:
[20] #edtech,#ngss [9] g3,ss [8] participating,#bearisland [8] observations,questions [8] questions,exclamations [8] #vr,learning [8] reflected,observations [8] learning,experience [8] ss,reflected [8] experience,g3 Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G5:
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: