#NCTMSD19, Twitter, 4/5/2019 6:13:45 PM, 192726


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#NCTMSD19_2019-04-05_10-46-05.xlsx
#NCTMSD19_2019-04-05_10-46-05.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
April 05, 2019
Short Description:
#NCTMSD19 via NodeXL http://bit.ly/2Uzx9H8
@nctm
@mburnsmath
@profnikfar
@mfannie
@mikeflynn55
@ddmeyer
@nhoskee
@ilana_horn
@christinamluce
@robertqberry

Top hashtags:
#nctmsd19
#nctmsd2019
#ncsm19
#nctm
#nctmannual
#mtbos
#iteachmath
#nctm19
#nctm2019
#shadowcon19

Description:
Description
The graph represents a network of 850 Twitter users whose recent tweets contained "#NCTMSD19", 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 18:01 UTC.

The tweets in the network were tweeted over the 9-day, 16-hour, 37-minute period from Wednesday, 27 March 2019 at 01:22 UTC to Friday, 05 April 2019 at 17:59 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


Overall Graph Metrics
Vertices : 850
Unique Edges : 1361
Edges With Duplicates : 453
Total Edges : 1814
Self-Loops : 245
Reciprocated Vertex Pair Ratio : 0.0524316109422492
Reciprocated Edge Ratio : 0.0996389891696751
Connected Components : 98
Single-Vertex Connected Components : 51
Maximum Vertices in a Connected Component : 643
Maximum Edges in a Connected Component : 1508
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.455929
Graph Density : 0.00191921291484792
Modularity : 0.590552
NodeXL Version : 1.0.1.410

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[9] https://twitter.com/steve_leinwand/status/1112857470911754240
[8] https://docs.google.com/forms/d/e/1FAIpQLSfjcOuwRmiu9inmc_KsxIEVGSPwWvNsiP6wSEgoqZuoOGp5NA/viewform
[3] https://twitter.com/msd_atlcsd/status/1113917372589469696
[3] https://twitter.com/_inherlane/status/1112046946418651136
[2] https://liverpool.ensemble.cnyric.org/hapi/v1/contents/permalinks/Ej76Web2/view
[2] http://www.baobabeducation.com/products.html
[2] https://twitter.com/janetdnuzzie/status/1113983037253898240
[2] https://twitter.com/gregtangmath/status/1113996799931367425
[2] https://go.bfwpub.com/2019-NCTM-Attending.html
[2] https://twitter.com/jreulbach/status/1113909061366337536

Top URLs in Tweet in G1:
[2] https://twitter.com/NCTM/status/663733188947279872
[1] https://twitter.com/googletipsfacts/status/1113332818262859776
[1] https://twitter.com/CAEducateAll/status/1113462514833137669
[1] https://twitter.com/steve_leinwand/status/1112857470911754240
[1] https://www.vox.com/first-person/2019/3/22/18276408/new-york-city-stuyvesant-high-school-brooklyn-tech-science
[1] https://docs.google.com/forms/d/e/1FAIpQLSfjcOuwRmiu9inmc_KsxIEVGSPwWvNsiP6wSEgoqZuoOGp5NA/viewform
[1] https://twitter.com/DoDEA_OTHS/status/1089920423976976386

Top URLs in Tweet in G2:
[5] https://docs.google.com/forms/d/e/1FAIpQLSfjcOuwRmiu9inmc_KsxIEVGSPwWvNsiP6wSEgoqZuoOGp5NA/viewform
[2] https://twitter.com/janetdnuzzie/status/1113983037253898240
[1] https://saravanderwerf.com/2018/04/27/my-favorite-question-i-ask-strangers-at-conferences/
[1] https://www.amazon.com/Culturally-Responsive-Teaching-Brain-Linguistically/dp/1483308014
[1] https://twitter.com/AlyMichStevens/status/1102069327942111232
[1] https://twitter.com/arsinoepi/status/1113530120847773696
[1] https://onlinelibrary.wiley.com/action/downloadSupplement?doi=10.1111%2Fssm.12320&file=ssm12320-sup-0001-Supinfo.pdf

Top URLs in Tweet in G3:
[2] https://twitter.com/jreulbach/status/1113909061366337536
[1] https://twitter.com/steve_leinwand/status/1112857470911754240
[1] https://www.kickstarter.com/projects/thegatekeeper/the-gatekeeper-math-in-america
[1] https://twitter.com/dandersod/status/1114190457909571590
[1] https://twitter.com/kassiaowedekind/status/1111067774703538182

Top URLs in Tweet in G4:
[2] https://docs.google.com/forms/d/e/1FAIpQLSfjcOuwRmiu9inmc_KsxIEVGSPwWvNsiP6wSEgoqZuoOGp5NA/viewform
[1] https://twitter.com/NCTM/status/1111629363852820481
[1] https://twitter.com/g3gemschi/status/1113847681301078016
[1] https://mypearsontraining.com/
[1] https://twitter.com/alineabassian/status/1113213199346585600

Top URLs in Tweet in G5:
[7] https://twitter.com/steve_leinwand/status/1112857470911754240
[1] https://twitter.com/joboaler/status/1112409195075166208

Top URLs in Tweet in G6:
[2] http://www.baobabeducation.com/products.html
[1] https://twitter.com/NCTM/status/1110894813342248960
[1] https://www.facebook.com/Diana.Kennedy.Mindspark/posts/2078885262216898
[1] https://twitter.com/cl_marissa/status/1113561993980592128
[1] https://twitter.com/MNmMath/status/1113818524332503040
[1] https://twitter.com/dhabecker/status/1113505848402120704
[1] https://store.fourpines.com/collections/frontpage/products/galton-board
[1] http://www.teacherpreptech.com/
[1] https://store.lonestarlearning.com/
[1] https://twitter.com/saravdwerf/status/1113601193832411136

Top URLs in Tweet in G7:
[3] https://twitter.com/msd_atlcsd/status/1113917372589469696
[2] https://liverpool.ensemble.cnyric.org/hapi/v1/contents/permalinks/Ej76Web2/view
[1] https://twitter.com/ms_coach_scott/status/1113607772812144641
[1] https://twitter.com/lynnebursch/status/1114058759066669056

Top URLs in Tweet in G8:
[1] https://twitter.com/mdsteele47/status/1112840862419972096
[1] https://www.sciencefriday.com/articles/the-language-of-calculus/
[1] https://twitter.com/joboaler/status/1112713434884300800

Top URLs in Tweet in G10:
[1] https://twitter.com/magieoconnor/status/1113155452521463808
[1] https://twitter.com/CorwinPress/status/1108495452565954560

Top Domains
Top Domains in Tweet in Entire Graph:
[53] twitter.com
[8] google.com
[2] cnyric.org
[2] baobabeducation.com
[2] bfwpub.com
[2] greatminds.org
[1] lonestarlearning.com
[1] vox.com
[1] eduvaites.org
[1] amazon.com

Top Domains in Tweet in G1:
[6] twitter.com
[1] vox.com
[1] google.com

Top Domains in Tweet in G2:
[5] google.com
[4] twitter.com
[1] saravanderwerf.com
[1] amazon.com
[1] wiley.com

Top Domains in Tweet in G3:
[5] twitter.com
[1] kickstarter.com

Top Domains in Tweet in G4:
[3] twitter.com
[2] google.com
[1] mypearsontraining.com

Top Domains in Tweet in G5:
[8] twitter.com

Top Domains in Tweet in G6:
[7] twitter.com
[2] baobabeducation.com
[1] facebook.com
[1] fourpines.com
[1] teacherpreptech.com
[1] lonestarlearning.com

Top Domains in Tweet in G7:
[5] twitter.com
[2] cnyric.org

Top Domains in Tweet in G8:
[2] twitter.com
[1] sciencefriday.com

Top Domains in Tweet in G10:
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[902] nctmsd19
[109] nctmsd2019
[81] ncsm19
[45] nctm
[44] nctmannual
[43] mtbos
[36] iteachmath
[31] nctm19
[30] nctm2019
[28] shadowcon19



Top Hashtags in Tweet in G1:
[110] nctmsd19
[9] glb
[8] ncsm19
[8] nctmannual
[6] nctmsd2019
[3] amtnys
[3] octmconnects
[3] shadowcon19
[2] nctm2019
[2] mathequity

Top Hashtags in Tweet in G2:
[116] nctmsd19
[30] ncsm19
[27] nctmannual
[17] shadowcon19
[12] mtbos
[11] iteachmath
[4] nctm2019
[4] nctmsd2019
[3] jealousycamp
[2] wearerusd

Top Hashtags in Tweet in G3:
[127] nctmsd19
[7] gisdlearning
[7] stenhousemath
[5] handsdownconvo
[4] nctmsd2019
[4] mathisnotaworksheet
[4] debatemath
[2] nctmgamenight
[2] nctmannual
[2] lessonstudy

Top Hashtags in Tweet in G4:
[90] nctmsd19
[23] mtbos
[20] iteachmath
[8] nctmsd2019
[6] nctm
[5] nctmresearch
[3] ncsm19
[3] nctm2019
[3] mindsets
[3] beliefs

Top Hashtags in Tweet in G5:
[51] nctmsd19
[9] nctmsd2019
[8] ncsm19
[6] inspiremathculture
[2] gisdlearning
[2] earlylearning
[2] reggioemilia
[2] earlychildhood
[2] earlyyears
[2] vted

Top Hashtags in Tweet in G6:
[73] nctmsd19
[8] math
[7] nctm
[6] nctmsd2019
[5] nctm2019
[3] nctm19
[3] esl
[3] science
[2] ncsm19
[2] nctmannual

Top Hashtags in Tweet in G7:
[48] nctmsd19
[11] nctmsd2019
[3] liverpoolleads
[3] rethinkthescript
[2] present40times
[2] practicepracticepractice
[2] nctm2019
[2] nctm19
[2] nctm
[2] shadowcon19

Top Hashtags in Tweet in G8:
[21] nctmsd19
[3] ncsm19
[1] becomingtheteacheryouwishyouhad
[1] educ66670_6671
[1] educ6670_6671
[1] nctmsd2019
[1] nctmannual

Top Hashtags in Tweet in G9:
[46] nctmsd19
[26] nctmsd2019
[21] nctm
[11] nctm19
[6] nctmsd
[6] elemmathchat
[5] r7mathforall
[3] nctm2019
[1] mathematics
[1] math

Top Hashtags in Tweet in G10:
[14] nctmsd19
[7] onyourfeetguides
[5] nctmsd2019
[5] ncsm19
[2] assm19
[2] nctm19
[2] 5practices
[1] shadowcon19
[1] nctm2019
[1] vlmath

Top Words
Top Words in Tweet in Entire Graph:
[990] Words in Sentiment List#1: Positive
[332] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[22292] Non-categorized Words
[23614] Total Words
[902] #nctmsd19
[250] math
[145] nctm
[109] #nctmsd2019
[108] mathematics

Top Words in Tweet in G1:
[110] #nctmsd19
[83] nctm
[31] mathematics
[26] math
[26] robertqberry
[22] education
[19] bkobett
[17] 4
[14] mburnsmath
[14] love

Top Words in Tweet in G2:
[116] #nctmsd19
[46] math
[32] photo
[32] need
[31] out
[30] #ncsm19
[27] teachers
[27] #nctmannual
[26] mfannie
[26] hotel

Top Words in Tweet in G3:
[127] #nctmsd19
[48] mikeflynn55
[28] deborah_ball
[25] understand
[25] day
[24] 1
[23] here's
[23] fail
[23] both
[23] incredibly

Top Words in Tweet in G4:
[90] #nctmsd19
[24] desmos
[23] #mtbos
[20] #iteachmath
[17] math
[14] ddmeyer
[11] out
[11] s
[11] see
[10] endearing

Top Words in Tweet in G5:
[51] #nctmsd19
[37] mburnsmath
[29] 8
[27] excited
[25] talk
[24] ready
[23] friday
[23] thinking
[22] center
[21] convention

Top Words in Tweet in G6:
[73] #nctmsd19
[15] math
[8] #math
[7] #nctm
[6] out
[6] san
[6] teachers
[6] come
[6] #nctmsd2019
[5] #nctm2019

Top Words in Tweet in G7:
[48] #nctmsd19
[13] math
[11] #nctmsd2019
[10] change
[9] day
[9] robertkaplinsky
[9] s
[8] learning
[8] thank
[8] teaching

Top Words in Tweet in G8:
[31] mathematics
[25] ilana_horn
[21] #nctmsd19
[21] teach
[21] difficult
[21] lot
[20] nothing
[20] inherently
[20] school
[20] makes

Top Words in Tweet in G9:
[46] #nctmsd19
[35] els
[26] #nctmsd2019
[23] session
[21] #nctm
[18] ewinglearning
[18] ewing
[14] thursday
[13] math
[11] #nctm19

Top Words in Tweet in G10:
[19] s
[18] erinnull1
[14] #nctmsd19
[9] achievement
[8] gap
[8] opportunity
[8] myth
[8] predominantly
[8] white
[8] classrooms

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[52] check,out
[41] #nctmsd2019,#nctmsd19
[41] math,teachers
[40] san,diego
[36] mathematics,education
[36] #nctmannual,#nctmsd19
[34] #ncsm19,#nctmannual
[33] case,math
[33] teachers,#ncsm19
[33] #nctmsd19,need

Top Word Pairs in Tweet in G1:
[20] mathematics,education
[18] nctm,#nctmsd19
[12] timed,tests
[12] four,snakes
[12] nctm,annual
[11] tests,birth
[11] birth,death
[11] death,marilyn
[11] marilyn,burns
[11] burns,mburnsmath

Top Word Pairs in Tweet in G2:
[26] math,teachers
[25] case,math
[25] teachers,#ncsm19
[25] #ncsm19,#nctmannual
[25] #nctmannual,#nctmsd19
[25] #nctmsd19,need
[25] need,good
[25] good,photo
[25] photo,op
[25] op,check

Top Word Pairs in Tweet in G3:
[24] day,1
[23] here's,fail
[23] fail,understand
[23] understand,day
[23] 1,#nctmsd19
[23] #nctmsd19,both
[23] both,mikeflynn55
[23] mikeflynn55,deborah_ball
[23] deborah_ball,incredibly
[22] steve_leinwand,here's

Top Word Pairs in Tweet in G4:
[10] endearing,slide
[10] slide,roknowsmath
[10] roknowsmath,pcoemath
[10] pcoemath,#nctmsd19
[9] ddmeyer,endearing
[7] #nctmsd19,#iteachmath
[7] math,trivia
[6] #iteachmath,#mtbos
[6] check,out
[6] #mtbos,#iteachmath

Top Word Pairs in Tweet in G5:
[21] ready,friday
[21] friday,talk
[21] talk,8
[21] 8,convention
[21] convention,center
[21] center,exhibit
[21] exhibit,hall
[21] hall,e
[21] e,excited
[21] excited,share

Top Word Pairs in Tweet in G6:
[5] san,diego
[3] #nctm2019,#nctmsd19
[3] math,classroom
[3] #nctmsd19,#nctm
[3] #nctmsd19,#nctm19
[3] #nctm,#nctmsd19
[2] check,out
[2] #nctmannual,#nctmsd19
[2] out,math
[2] #nctmsd19,#nctm2019

Top Word Pairs in Tweet in G7:
[6] #nctmsd2019,#nctmsd19
[5] mind,blown
[5] blown,teaching
[5] teaching,concept
[5] concept,harder
[5] harder,smarter
[5] smarter,never
[5] never,again
[5] again,thank
[5] #nctmsd19,#nctmsd2019

Top Word Pairs in Tweet in G8:
[20] nothing,inherently
[20] inherently,difficult
[20] difficult,school
[20] school,mathematics
[20] mathematics,lot
[20] lot,teach
[20] teach,makes
[19] ilana_horn,nothing
[19] makes,diff
[7] without,sense

Top Word Pairs in Tweet in G9:
[14] els,session
[11] #nctmsd2019,#nctm19
[11] #nctm19,#nctm
[11] math,els
[11] session,#268
[10] #nctm,#nctmsd19
[9] 2,6
[9] 6,8
[9] 8,appreciate
[9] appreciate,ewing

Top Word Pairs in Tweet in G10:
[8] s,achievement
[8] achievement,gap
[8] gap,s
[8] s,opportunity
[8] opportunity,myth
[8] myth,predominantly
[8] predominantly,white
[8] white,classrooms
[8] classrooms,3
[8] 3,6x

Top Replied-To
Top Replied-To in Entire Graph:
@robertqberry
@nctm
@park_star
@stevewyborney
@thejlv
@tcboe
@magieoconnor
@thestatsmedic
@lindagojak
@mathstudio_usha

Top Replied-To in G1:
@robertqberry
@nctm
@magieoconnor
@gwaddellnvhs
@dr_kreisberg

Top Replied-To in G2:
@sophgermain
@rbahena83
@park_star
@gjladson
@dionnedance
@amylillingworth
@mrsnewell22
@claireverti
@dcrescitelli
@lbmathemagician

Top Replied-To in G3:
@bterry38
@kassiaowedekind
@stenhousepub

Top Replied-To in G4:
@desmos
@cnusd

Top Replied-To in G5:
@teedjvt

Top Replied-To in G7:
@thejlv
@mr_davis_math
@park_star
@mathteach_bew
@mathscieditor
@iankerr_math
@drburrismath
@woodrowwilsontf

Top Replied-To in G9:
@lindagojak

Top Replied-To in G10:
@mathstudio_usha

Top Mentioned
Top Mentioned in Entire Graph:
@nctm
@mburnsmath
@mikeflynn55
@robertqberry
@deborah_ball
@mfannie
@ilana_horn
@steve_leinwand
@gjladson
@desmos

Top Mentioned in G1:
@nctm
@robertqberry
@bkobett
@mburnsmath
@gjladson
@stevensonu
@jonathanwray
@kmorrowleong
@camathcouncil
@mathedleaders

Top Mentioned in G2:
@mfannie
@nctm
@park_star
@nhoskee
@lbmathemagician
@robertqberry
@dionnedance
@dingleteach
@mrsjohnsonca
@vaslona

Top Mentioned in G3:
@mikeflynn55
@deborah_ball
@steve_leinwand
@buildmathminds
@numberflex
@cluzniak
@johnberray
@msschwappach
@mathmandi
@mburnsmath

Top Mentioned in G4:
@desmos
@ddmeyer
@roknowsmath
@pcoemath
@mathteach_bew
@yundagunda
@jenny_wales
@nctm
@msschwappach
@rilesblue

Top Mentioned in G5:
@mburnsmath
@bblankephd
@sueoconnellmath
@teedjvt
@dr_john_4_math
@suechapmanlearn
@math_solutions
@heinemannpub
@lindad_bpsmath
@kimclayton1968

Top Mentioned in G6:
@camats10
@ticalculators
@boxcarseduc
@teacherpreptech

Top Mentioned in G7:
@robertkaplinsky
@vontoure_math
@dhabecker
@mburnsmath
@ms_coach_scott
@mseutsler117
@msd_atlcsd
@mrsmassamath
@christinamluce

Top Mentioned in G8:
@ilana_horn
@gjladson
@lynseymathed
@crstn85
@stevenstrogatz
@stephan48605492
@dayleytara
@alohacory
@spencer_fdn
@nctm

Top Mentioned in G9:
@ewinglearning
@jbaywilliams
@fact_fluencygal
@missbaker114
@beth_3041
@todosmath
@ackbealcps
@joannbarnett
@colleendorsey88
@dh11235

Top Mentioned in G10:
@erinnull1
@skipfennell
@corwinpress
@miriamsherin
@magieoconnor
@dionnedance
@saradelanomoore
@park_star
@nctm
@cifonellimel

Top Tweeters
Top Tweeters in Entire Graph:
@alicekeeler
@thejlv
@jennbinis
@thembaletumbang
@gcouros
@epousteflante
@tonysinanis
@trianglemancsd
@cajonvalleyusd
@mathhombre

Top Tweeters in G1:
@matthewoldridge
@kdking97
@approx_normal
@aacountyschools
@tracyzager
@brit_ariel13
@corwinpress
@mrhonner
@gwaddellnvhs
@nilsheadley

Top Tweeters in G2:
@jennbinis
@park_star
@mrkitmath
@iteachmathall
@itabn_andrew
@dingleteach
@hkhodai
@natbanting
@amylillingworth
@brandon_edu

Top Tweeters in G3:
@mobarbieri1
@mathcoachcorner
@jstevens009
@mathminds
@mtholyoke
@geoffkrall
@redhdteacher
@bobloch
@mmidam
@curriculumassoc

Top Tweeters in G4:
@trianglemancsd
@cajonvalleyusd
@jreulbach
@fawnpnguyen
@ddmeyer
@desmos
@kathyhen_
@rphillipsmath
@balernews
@mjfenton

Top Tweeters in G5:
@heinemannpub
@heidifessenden
@gadfly1974
@math_solutions
@drmaims
@lancek17
@metamorphtlc
@jenniferjolsen
@diana_kenney
@seanmoreau

Top Tweeters in G6:
@mathhombre
@bedtimemath
@mnmmath
@ticalculators
@literacygurl
@laura_wagenman
@zakchamp
@drnickimath
@eduevolved
@teacherdbk

Top Tweeters in G7:
@thejlv
@tonysinanis
@delta_dc
@zidaya
@lisameade23
@christinamluce
@joshgiesbrecht
@mathletepearce
@billselak
@robertkaplinsky

Top Tweeters in G8:
@epousteflante
@dontworryteach
@ilana_horn
@crstn85
@sophgermain
@stevenstrogatz
@sarahlouwou
@tyamada1093
@bridgetdunbar
@clover_88

Top Tweeters in G9:
@ottensam
@asalyssac
@todosmath
@cvcit
@eric_larison
@dh11235
@ewinglearning
@missbaker114
@missrhernandez
@jbaywilliams

Top Tweeters in G10:
@arielkcurry
@drgregorysand
@mathstudio_usha
@stemeducator
@imathination
@sbrownmrt
@mathematize4all
@sarabara13
@julieconradvt
@skipfennell


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