The graph represents a network of 1,428 Twitter users whose recent tweets contained "#ncsm2019", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 05 April 2019 at 17:30 UTC.
The tweets in the network were tweeted over the 9-day, 13-hour, 1-minute period from Wednesday, 27 March 2019 at 04:02 UTC to Friday, 05 April 2019 at 17:04 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 : 1428
Unique Edges : 3040
Edges With Duplicates : 1443
Total Edges : 4483
Self-Loops : 373
Reciprocated Vertex Pair Ratio : 0.0510624801776086
Reciprocated Edge Ratio : 0.0971635485817743
Connected Components : 72
Single-Vertex Connected Components : 47
Maximum Vertices in a Connected Component : 1307
Maximum Edges in a Connected Component : 4327
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.885946
Graph Density : 0.00162629873252735
Modularity : 0.510457
NodeXL Version : 1.0.1.410
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[266] mic,drop [252] mikeflynn55,#ncsm2019 [249] drop,mikeflynn55 [248] robertkaplinsky,mic [228] #ncsm19,#ncsm2019 [85] #mtbos,#iteachmath [84] #ncsm2019,#mtbos [82] mathedleaders,#ncsm2019 [72] san,diego [72] #ncsm2019,mathedleaders Top Word Pairs in Tweet in G1:
[127] #ncsm19,#ncsm2019 [47] #ncsm2019,mathedleaders [27] #iteachmath,#mtbos [26] mathedleaders,#ncsm2019 [25] san,diego [24] virtuouscm,#ncsm19 [22] don,t [21] #ncsm2019,#iteachmath [19] #mtbos,#iteachmath [18] #ncsm2019,#ncsmsd19 Top Word Pairs in Tweet in G2:
[209] mic,drop [209] drop,mikeflynn55 [209] mikeflynn55,#ncsm2019 [208] robertkaplinsky,mic [11] want,students [11] students,think [11] think,math [11] math,memorization [11] memorization,correct [11] correct,answers Top Word Pairs in Tweet in G3:
[25] #ncsm19,#ncsm2019 [18] wow,wow [18] #ncsm2019,#ncsm19 [17] friends,colleagues [16] quick,reminder [16] reminder,friends [16] colleagues,presenting [16] presenting,#ncsm2019 [16] #ncsm2019,#nctmrc19 [16] #nctmrc19,using Top Word Pairs in Tweet in G4:
[53] #ncsm2019,#mtbos [53] #mtbos,#iteachmath [41] dr_kreisberg,#ncsm2019 [37] math,practices [37] practices,computers [37] computers,aren [37] aren,t [37] t,dr_kreisberg [36] math_m_addicts,math [28] #ncsm19,#ncsm2019 Top Word Pairs in Tweet in G5:
[28] mathedleaders,#ncsm2019 [22] #ncsm2019,#yrdsbmath [16] bold,leaders [14] professional,learning [9] drcathybruce,taracflynn [9] session,really [8] alright,#ncsm2019 [8] #ncsm2019,wanna [8] wanna,fun [8] fun,here Top Word Pairs in Tweet in G6:
[21] #ncsm19,#ncsm2019 [21] math_solutions,lempp5 [14] san,diego [13] lempp5,#ncsm2019 [12] lbush11,lamacgirl [12] keys,equity [12] equity,stem [10] math_solutions,#ncsm2019 [10] ready,#ncsm2019 [10] #ncsm2019,san Top Word Pairs in Tweet in G7:
[18] spread,word [18] word,end [18] end,key [18] key,word [18] word,strategy [18] strategy,#ncsm2019 [17] mstrhand,spread [7] #ncsm2019,htt [5] hey,#teamdcs [5] #teamdcs,8th Top Word Pairs in Tweet in G8:
[3] #butterflyeffect,#socialbutterfly [3] #socialbutterfly,#ncsm2019 [3] #socialbutterfly,#butterflyeffect [3] #butterflyeffect,#ncsm2019 [3] #ncsm19,#ncsm2019 [3] #ncsm2019,#sanjacintodifference [2] #nctmsd2019,#ncsm2019 [2] change,want [2] want,see [2] #ncsm2019,full Top Word Pairs in Tweet in G9:
[6] build,people [6] people,takes [6] takes,time [6] time,makes [6] makes,difference [6] difference,improving [6] improving,instruction [6] instruction,programs [5] amstiuah,build [5] programs,#ncsm2 Top Word Pairs in Tweet in G10:
[25] differentiation,shouldn [25] shouldn,t [25] t,rob [25] rob,students [25] students,mathematical [25] mathematical,experience [25] experience,teach [25] teach,highest [25] highest,student [25] student,scaffold 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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