The graph represents a network of 4,250 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, 27 December 2022 at 07:31 UTC.
The requested start date was Tuesday, 27 December 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 87-day, 8-hour, 30-minute period from Friday, 30 September 2022 at 15:58 UTC to Tuesday, 27 December 2022 at 00:28 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 : 4250
Unique Edges : 3146
Edges With Duplicates : 13699
Total Edges : 16845
Number of Edge Types : 5
Retweet : 4761
MentionsInRetweet : 5504
Tweet : 3969
Mentions : 1692
Replies to : 919
Self-Loops : 3996
Reciprocated Vertex Pair Ratio : 0.0598130841121495
Reciprocated Edge Ratio : 0.112874779541446
Connected Components : 639
Single-Vertex Connected Components : 353
Maximum Vertices in a Connected Component : 1257
Maximum Edges in a Connected Component : 5412
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.049567
Graph Density : 0.000282585521852893
Modularity : 0.312784
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,250 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, 27 December 2022 at 07:31 UTC.
The requested start date was Tuesday, 27 December 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 87-day, 8-hour, 30-minute period from Friday, 30 September 2022 at 15:58 UTC to Tuesday, 27 December 2022 at 00:28 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:
[1609] ì,ì [1329] ø,ø [1033] ë,ë [945] ì,ë [875] ë,ì [800] ù,ø [753] ø,ù [702] ãƒ,ム[601] ù,ù [591] ì,í Top Word Pairs in Tweet in G1:
[67] #ngsschat,#ngss [56] philiplbell,pls [40] part,time [37] openscied,elementary [33] high,school [32] full,time [31] crosscutting,concepts [31] position,below [31] looking,hire [31] time,link Top Word Pairs in Tweet in G2:
[1609] ì,ì [1033] ë,ë [945] ì,ë [875] ë,ì [591] ì,í [512] í,ì [427] ê,ì [385] ë,ê [355] í,ë [309] ì,ê Top Word Pairs in Tweet in G3:
[105] ngss,ms [50] ø,ø [48] ù,ø [47] ø,ù [39] ms,ls4 [35] activity,ngss [34] ms,ps4 [32] ms,ps2 [27] ù,ù [27] test,assessment Top Word Pairs in Tweet in G4:
[535] ãƒ,ム[317] æ,æ [186] ç,æ [120] æ,ç [120] œã,æ [90] æ,œã [89] ç,ç [86] ªã,æ [70] ÿã,œã [70] œã,ªã Top Word Pairs in Tweet in G5:
[295] zahlt,bußgelder [295] aufgrund,rechtswidrigen [295] bayern,zahlt [295] ausgangssperre,zurück [295] die,lockdownmaßnahmen [295] lockdownmaßnahmen,weithin [295] rechtswidrigen,ausgangssperre [295] zurück,die [295] bußgelder,aufgrund [294] shomburg,bayern Top Word Pairs in Tweet in G6:
[58] human,blood [57] similar,molecular [57] iron,fe [57] element,iron [57] structure,except [57] molecular,structure [57] except,central [57] blood,similar [57] central,element [57] chlorophyll,human Top Word Pairs in Tweet in G7:
[18] chainsaw,man [10] ma,pute [8] pute,ma [5] comme,ça [4] manga,panel [4] jp_ngss,leacpasmoi [4] elden,ring [4] comment,pouvez [4] alors,qu [4] fights,naruto 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:
[43] quarter,science [43] regularly,use [43] materials,developed [43] nearly,quarter [43] teachers,regularly [43] use,materials [43] developed,before [43] before,#ngss [43] science,teachers [43] #ngss,42 Top Word Pairs in Tweet in G10:
[83] engineering,practices [83] science,engineering [79] journey,toward [78] toward,more [71] support,journey [69] more,#authentic [66] #authentic,#stem [56] classroom,practices [55] #stem,classroom [16] investigations,support 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 G6:
Top Replied-To in G7:
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: