ngss, Twitter, 2/12/2020 2:56:20 AM, 220960


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ngss_2020-02-11_18-09-12.xlsx
ngss_2020-02-11_18-09-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 12, 2020
Short Description:
ngss via NodeXL http://bit.ly/2uD1KZp
@ngss_tweeps
@ngssphenomena
@nsta
@mysterysci
@msanti3steban
@stemteachtools
@sbottasullivan
@ngsnavigators
@stem_ai
@pnawledge

Top hashtags:
#ngss
#ngsschat
#stem
#staycurious
#science
#ccss
#nvacs
#メンテの日なのでssを貼る

Description:
Description
The graph represents a network of 3,178 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 Wednesday, 12 February 2020 at 02:10 UTC.

The requested start date was Wednesday, 12 February 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 20-day, 12-hour, 8-minute period from Wednesday, 22 January 2020 at 12:50 UTC to Wednesday, 12 February 2020 at 00:59 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 : 3178
Unique Edges : 4484
Edges With Duplicates : 3552
Total Edges : 8036
Number of Edge Types : 4
Mentions : 2579
MentionsInRetweet : 3343
Tweet : 1159
Replies to : 955
Self-Loops : 1159
Reciprocated Vertex Pair Ratio : 0.0966022651565623
Reciprocated Edge Ratio : 0.176184690157959
Connected Components : 510
Single-Vertex Connected Components : 239
Maximum Vertices in a Connected Component : 1938
Maximum Edges in a Connected Component : 6369
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.612951
Graph Density : 0.000489080083743822
Modularity : 0.496043
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 3,178 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 Wednesday, 12 February 2020 at 02:10 UTC.

The requested start date was Wednesday, 12 February 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 20-day, 12-hour, 8-minute period from Wednesday, 22 January 2020 at 12:50 UTC to Wednesday, 12 February 2020 at 00:59 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".

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 Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[48] http://STEMteachingtools.org/link/PDFcollection/
[13] http://stemteachingtools.org/brief/65
[13] http://readingandwritingproject.org/services/institutes/tc-spring-institutes/climate-symposium
[9] http://stemteachingtools.org/brief/53
[8] https://www.researchgate.net/publication/338332697_A_Responsive_Methodological_Construct_for_Supporting_Learners'_Developing_Modeling_Competence_in_Modeling-Based_Learning_Environments
[7] https://www.ngsnavigators.com/blog/QuickTipTuesday3
[7] https://nagt.org/nagt/profdev/workshops/ngss_summit/feb2020/index.html
[7] https://www.ngsnavigators.com/winter-workshop-how-to-create-an-ngss-3-dimensional-single-point-rubric
[5] https://mailchi.mp/1daa58f25c21/psta-dont-miss-out-register-for-our-january-webinar-on-ngss-445465
[5] https://www.youtube.com/watch?v=FJ_XTd-ngSs&feature=youtu.be&a


Top URLs in Tweet in G1:
[44] http://STEMteachingtools.org/link/PDFcollection/
[9] http://stemteachingtools.org/brief/65
[8] https://www.researchgate.net/publication/338332697_A_Responsive_Methodological_Construct_for_Supporting_Learners'_Developing_Modeling_Competence_in_Modeling-Based_Learning_Environments
[7] https://www.ngsnavigators.com/winter-workshop-how-to-create-an-ngss-3-dimensional-single-point-rubric
[7] http://stemteachingtools.org/brief/53
[5] https://www.ngsnavigators.com/blog/QuickTipTuesday3
[5] https://www.ngsnavigators.com/blog/058
[5] https://www.researchgate.net/publication/338557856_Mapping_Networks_to_Help_Education_Leaders_Gain_Insights_Into_Complex_Educational_Systems
[4] http://www.ngsnavigators.com/
[3] https://www.ngsnavigators.com/blog/049

Top URLs in Tweet in G2:
[2] http://cognitiverigor.blogspot.com/2017/08/infusing-science-lab-with-guided-inquiry.html?view=magazine
[1] https://twitter.com/i/web/status/1219990001552785408
[1] https://twitter.com/ngss_tweeps/status/1219724767525105665
[1] https://twitter.com/i/web/status/1220051659411165184
[1] https://www.thewheeledu.com/project-based-learning-bushfires-australia-freebie-ngss-biomimicry-2412.html
[1] http://resourcesandcourses.com/the-wheel-edu/
[1] https://twitter.com/i/web/status/1220110095599702017
[1] https://www.onatlas.com/blog/ngss-storylines
[1] https://twitter.com/i/web/status/1220141891867631617
[1] https://twitter.com/i/web/status/1220137790970761217

Top URLs in Tweet in G3:
[2] https://twitter.com/page_eco/status/1165230849081495554
[2] https://www.creosityspace.com/decoding-ngss.html
[2] https://twitter.com/AngelineDukes/status/1223627936172888065
[1] https://twitter.com/whoainteresting/status/1222856318765039616
[1] https://twitter.com/i/web/status/1220492361236611074
[1] https://twitter.com/i/web/status/1222709074426580992
[1] https://www.scmp.com/news/asia/australasia/article/2182381/its-been-hell-temperatures-australian-towns-soar-nearly-50
[1] https://twitter.com/nasa/status/1226342961597812736
[1] https://twitter.com/i/web/status/1226849413345099776
[1] https://twitter.com/i/web/status/1227321672346284034

Top URLs in Tweet in G4:
[3] https://mys.ci/animals/1?r=5803027
[2] https://mys.ci/materials/5?r=42371617
[2] https://mys.ci/animals/4?r=54381067
[2] https://mys.ci/animals/4?r=41116012
[1] https://mys.ci/trending/3?r=15854050
[1] https://mys.ci/biodiversity/2?r=30681
[1] https://mys.ci/trending/4?r=8942159
[1] https://mys.ci/trending/4?r=14651188
[1] https://mys.ci/biodiversity/3?r=11174593
[1] https://mys.ci/trending/4?r=8157830

Top URLs in Tweet in G5:
[3] http://www.bitwixt.com/jsite/atomsmith-online/video-tutorials#molLibraryNGSS
[2] https://www.wested.org/resources/rural-stem-education-promising-strategies/?mkt_tok=eyJpIjoiWlRVeFkyUmxORGN6TnpGaSIsInQiOiJFMzZvcDM4c0MyalVEUU9CZUZHR2VUa2IrSW1RbGw2WFNXanhrWnVEY0QrcXpnb2tuU0dzdFdwd05nN3Rwc3hmWHh2d2V0TTFrYnl2NitiNno1bDRVQT09In0%3D
[2] https://www.wested.org/resources/administrators-matter-in-ngss-implementation-2019/?mkt_tok=eyJpIjoiWlRVeFkyUmxORGN6TnpGaSIsInQiOiJFMzZvcDM4c0MyalVEUU9CZUZHR2VUa2IrSW1RbGw2WFNXanhrWnVEY0QrcXpnb2tuU0dzdFdwd05nN3Rwc3hmWHh2d2V0TTFrYnl2NitiNno1bDRVQT09In0%3D
[1] https://twitter.com/i/web/status/1222262355419000833
[1] https://twitter.com/i/web/status/1222653927453122560
[1] https://twitter.com/i/web/status/1227392066231009280
[1] https://twitter.com/i/web/status/1222925146878398466
[1] https://twitter.com/i/web/status/1223293059783254021
[1] https://twitter.com/i/web/status/1222356357845639168
[1] https://twitter.com/i/web/status/1223116295668822016

Top URLs in Tweet in G6:
[5] https://nagt.org/nagt/profdev/workshops/ngss_summit/feb2020/index.html
[1] https://twitter.com/i/web/status/1227310118913675264
[1] https://twitter.com/i/web/status/1208915212105113600
[1] https://twitter.com/i/web/status/1222285766174347264
[1] https://twitter.com/i/web/status/1222599067366318083
[1] https://twitter.com/i/web/status/1222961462345457664
[1] https://twitter.com/i/web/status/1226516126169026563
[1] https://twitter.com/wandabryant/status/1225542534442733568
[1] https://nagt.org/nagt/profdev/workshops/ngss_summit/mar262020/index.html
[1] https://twitter.com/i/web/status/1226041681021218818

Top URLs in Tweet in G7:
[3] http://nextgenscience.org
[2] http://STEMteachingtools.org/link/PDFcollection/
[2] http://stemteachingtools.org/brief/53
[2] https://www.nextgenscience.org/overview-dci
[1] https://twitter.com/i/web/status/1222915465246396424
[1] https://twitter.com/i/web/status/1220456232533876737
[1] https://twitter.com/KRScienceLady/status/1218665439334731776
[1] https://twitter.com/i/web/status/1220535161105854467
[1] https://twitter.com/i/web/status/1221883632731787266
[1] https://www.nextgenscience.org/parentguides

Top URLs in Tweet in G8:
[13] http://readingandwritingproject.org/services/institutes/tc-spring-institutes/climate-symposium
[2] http://350.org
[1] https://twitter.com/i/web/status/1227288339197263872
[1] https://twitter.com/i/web/status/1223021029448212481
[1] https://twitter.com/i/web/status/1226940475619201024
[1] https://twitter.com/interestingsci1/status/1224830975324180480
[1] https://twitter.com/nkucinsam/status/1225078250088648705
[1] https://twitter.com/SanDiegoCOE/status/1226915013782384641
[1] https://www.acornnaturalists.com/blog/
[1] https://nagt.org/nagt/profdev/workshops/ngss_summit/webinars.html

Top URLs in Tweet in G9:
[3] https://www.legendsoflearning.com/
[2] https://www.middleweb.com/42240/help-students-get-the-most-out-of-infographics/
[1] https://twitter.com/i/web/status/1221944736753311744
[1] https://twitter.com/i/web/status/1220753126325673987
[1] https://nwea.us/316ljFt
[1] https://nwea.us/2RJVV5j
[1] https://nwea.us/3aPGVdw
[1] https://nwea.us/318wLAc
[1] https://nwea.us/39cNcy8
[1] https://nwea.us/377EEr5

Top URLs in Tweet in G10:
[2] https://music.apple.com/us/album/be-great-feat-bj-the-chicago-kid-remix/1444895512?i=1182073575
[1] https://twitter.com/i/web/status/1219755456622542848
[1] https://twitter.com/i/web/status/1219179737513201666
[1] https://twitter.com/i/web/status/1218365117026332673
[1] https://twitter.com/CNBC/status/1218042792301203456
[1] https://www.youtube.com/watch?v=uPfIIn5V_LQ&feature=youtu.be

[1] https://twitter.com/i/web/status/1217597409896747009
[1] https://twitter.com/i/web/status/1217590433536102401
[1] https://twitter.com/i/web/status/1215015356109971457
[1] https://twitter.com/CowlesR/status/1217576914493136898

Top Domains
Top Domains in Tweet in Entire Graph:
[841] twitter.com
[101] mys.ci
[81] stemteachingtools.org
[56] ngsnavigators.com
[30] youtube.com
[29] nsta.org
[13] google.com
[13] readingandwritingproject.org
[13] researchgate.net
[11] nagt.org

Top Domains in Tweet in G1:
[305] twitter.com
[71] stemteachingtools.org
[53] ngsnavigators.com
[19] nsta.org
[13] researchgate.net
[9] ber.org
[7] nap.edu
[5] youtube.com
[5] google.com
[4] nextgenscience.org

Top Domains in Tweet in G2:
[98] twitter.com
[8] blogspot.com
[4] instagram.com
[4] wonderville.org
[3] youtube.com
[2] groovylabinabox.com
[2] nsta.org
[2] google.com
[2] dryerase.com
[1] thewheeledu.com

Top Domains in Tweet in G3:
[16] twitter.com
[2] creosityspace.com
[1] scmp.com
[1] ngsnavigators.com
[1] thewonderofscience.com
[1] forbes.com
[1] stemteachingtools.org

Top Domains in Tweet in G4:
[101] mys.ci
[3] mysteryscience.com
[2] twitter.com
[1] tuvalabs.com

Top Domains in Tweet in G5:
[37] twitter.com
[4] wested.org
[3] bitwixt.com
[1] windows.net
[1] nagt.org
[1] sdcoe.net
[1] stemteachingtools.org
[1] ecologyproject.org

Top Domains in Tweet in G6:
[23] twitter.com
[6] nagt.org
[1] nsta.org

Top Domains in Tweet in G7:
[11] twitter.com
[6] nextgenscience.org
[5] stemteachingtools.org
[1] ngsnavigators.com
[1] google.com

Top Domains in Tweet in G8:
[16] twitter.com
[13] readingandwritingproject.org
[2] nagt.org
[2] 350.org
[1] acornnaturalists.com
[1] mailchi.mp
[1] thewonderofscience.com
[1] teachengineering.org

Top Domains in Tweet in G9:
[13] twitter.com
[7] nwea.us
[3] middleweb.com
[3] legendsoflearning.com
[1] workbencheducation.com
[1] healthline.com
[1] si.edu
[1] bigdealbook.com

Top Domains in Tweet in G10:
[26] twitter.com
[4] apple.com
[2] tiktok.com
[1] youtube.com
[1] linkedin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1599] ngss
[260] ngsschat
[103] stem
[103] staycurious
[97] science
[59] ccss
[53] nvacs
[46] メンテの日なのでssを貼る
[46] フォロワーのアークスがrtしてくれてまだ見ぬアークスと繋がりたい
[46] pso2



Top Hashtags in Tweet in G1:
[589] ngss
[214] ngsschat
[25] phenomenon
[24] science
[21] elemngss
[19] scied
[18] nsta
[14] stem
[11] satchat
[10] nsta20

Top Hashtags in Tweet in G2:
[102] ngss
[12] stem
[12] edchat
[10] science
[6] ngsschat
[4] wonderville
[4] stemeducation
[4] remotejobs
[4] edujobs
[3] steam

Top Hashtags in Tweet in G3:
[22] ngss
[9] ngsschat
[6] science
[4] mashearthscience
[3] stemed
[3] nebraskaconnections
[3] earthscience
[2] masdproud
[2] phenomenon
[2] elementary

Top Hashtags in Tweet in G4:
[126] ngss
[103] staycurious
[6] studentscientists
[5] steam
[3] computerscience
[2] 3vheat
[2] datatliteracy
[2] proudtobelbusd
[2] engineers
[2] scientists

Top Hashtags in Tweet in G5:
[62] ngss
[20] cangss
[14] pd
[8] stem
[8] oceanliteracy
[8] science
[7] scienceeducation
[7] ngsschat
[5] carlsbadtidepools
[4] eusdtweets

Top Hashtags in Tweet in G6:
[51] ngss
[15] stem
[4] science
[4] rubegoldberg
[3] pbl
[3] elementary
[3] googlers
[3] femineers
[3] nbscoltpride
[3] thinkcritically

Top Hashtags in Tweet in G7:
[24] ngss
[7] nsta19
[6] dcngss
[4] ngsschat
[3] bmpvschool
[3] ecorise
[2] peqpantherpride
[2] pequannockpantherpd
[1] dqb
[1] pd

Top Hashtags in Tweet in G8:
[32] ngss
[12] tcrwp
[8] stem
[5] webinar
[4] nextgenerationstemclassroom
[3] edchat
[3] nature
[3] kagan
[2] cangss
[2] handsonmindson

Top Hashtags in Tweet in G9:
[25] ngss
[14] scichat
[12] mschat
[12] elachat
[12] engchat
[12] sschat
[12] educoach
[9] literacy
[5] ngsschat
[2] scied

Top Hashtags in Tweet in G10:
[67] ngss
[54] ccss
[53] nvacs
[45] e320ngss
[40] e320hiphopscience
[33] e320data
[33] e320analytics
[31] e320culture
[27] e320effectsize
[26] e320ecosystems

Top Words
Top Words in Tweet in Entire Graph:
[3900] Words in Sentiment List#1: Positive
[731] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[105818] Non-categorized Words
[110449] Total Words
[1595] #ngss
[1153] science
[928] ngss
[772] ngss_tweeps
[632] students

Top Words in Tweet in G1:
[618] ngss_tweeps
[588] #ngss
[548] science
[266] ngss
[249] students
[228] ngsnavigators
[183] #ngsschat
[177] stemteachtools
[167] ss
[164] learning

Top Words in Tweet in G2:
[104] ngss
[101] #ngss
[90] ø
[78] science
[61] ù
[36] students
[26] teachers
[23] great
[18] grade
[13] standards

Top Words in Tweet in G3:
[130] ngssphenomena
[93] put
[93] best
[92] beekeeper
[92] forgot
[92] frame
[92] hive
[92] bees
[92] freestyled
[92] building

Top Words in Tweet in G4:
[126] #ngss
[117] mysterysci
[110] lesson
[103] #staycurious
[99] terrific
[47] science
[36] teaching
[35] never
[21] easy
[20] loved

Top Words in Tweet in G5:
[66] ngss
[62] #ngss
[35] k12alliance
[32] montereyaq
[31] science
[30] students
[25] grade
[25] chienforstem
[24] standards
[22] vistangss

Top Words in Tweet in G6:
[51] #ngss
[28] ngss
[27] students
[22] webinar
[20] ss
[19] seismology
[19] 13
[19] free
[16] iris_epo
[16] 2020

Top Words in Tweet in G7:
[51] ngss
[37] science
[36] officialngss
[25] one
[24] #ngss
[18] ossedc
[16] topic
[15] question
[14] stem
[14] something

Top Words in Tweet in G8:
[41] science
[32] #ngss
[22] ngss
[13] climate
[13] change
[13] speakers
[13] kc
[13] golden
[13] sheila_ro1
[12] students

Top Words in Tweet in G9:
[88] science
[67] help
[63] learning
[62] teachers
[62] ngss
[58] need
[57] take
[56] better
[55] building
[54] assessments

Top Words in Tweet in G10:
[67] #ngss
[54] #ccss
[53] #nvacs
[45] #e320ngss
[40] #e320hiphopscience
[33] #e320data
[33] #e320analytics
[31] #e320culture
[27] pnawledge
[27] #e320effectsize

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[120] #ngss,#ngsschat
[115] structure,best
[112] beekeeper,forgot
[112] forgot,put
[112] put,frame
[112] frame,hive
[112] hive,bees
[112] bees,freestyled
[112] freestyled,building
[112] building,structure

Top Word Pairs in Tweet in G1:
[84] #ngss,#ngsschat
[72] ngsnavigators,podcast
[54] crosscutting,concepts
[50] 3d,assessment
[50] #ngss,standards
[44] download,pdfs
[44] pdfs,tools
[44] tools,google
[44] google,drive
[44] drive,folder

Top Word Pairs in Tweet in G2:
[38] ø,ø
[25] ø,ù
[24] ù,ø
[21] ù,ù
[6] science,teachers
[5] great,way
[5] 1st,grade
[5] science,standards
[5] earth,science
[5] science,lab

Top Word Pairs in Tweet in G3:
[92] beekeeper,forgot
[92] forgot,put
[92] put,frame
[92] frame,hive
[92] hive,bees
[92] bees,freestyled
[92] freestyled,building
[92] building,structure
[91] ngssphenomena,beekeeper
[91] structure,best

Top Word Pairs in Tweet in G4:
[103] #staycurious,#ngss
[98] lesson,terrific
[35] teaching,science
[35] science,never
[30] terrific,teaching
[21] never,easy
[21] easy,#staycurious
[19] mysterysci,animals
[19] animals,lesson
[16] mysterysci,trending

Top Word Pairs in Tweet in G5:
[18] ngss,collaborative
[18] collaborative,network
[16] #ngss,standards
[15] mid,year
[15] mcoe,presents
[15] presents,south
[15] south,county
[15] county,ngss
[15] network,wednesday
[15] wednesday,february

Top Word Pairs in Tweet in G6:
[14] webinar,beyond
[14] locations,modern
[14] modern,seismology
[14] seismology,ngss
[14] ngss,classroom
[14] 13,2020
[13] feb,13
[12] beyond,earthquake
[12] earthquake,locations
[10] classroom,feb

Top Word Pairs in Tweet in G7:
[13] common,question
[13] question,something
[13] something,find
[13] find,super
[13] super,specific
[13] specific,science
[13] science,topic
[13] topic,ngss
[13] ngss,one
[12] officialngss,common

Top Word Pairs in Tweet in G8:
[13] kc,golden
[12] science,education
[12] education,climate
[12] climate,change
[12] change,symposium
[12] symposium,speakers
[12] speakers,include
[12] include,kc
[11] #tcrwp,science
[9] tcrwp,#tcrwp

Top Word Pairs in Tweet in G9:
[61] science,teachers
[56] learning,take
[54] need,help
[54] help,building
[54] building,better
[54] better,assessments
[53] take,survey
[52] assessments,ngss
[47] nwea,science
[43] ngss,learning

Top Word Pairs in Tweet in G10:
[31] #e320data,#e320analytics
[27] #e320ngss,#e320hiphopscience
[25] #ngss,#ccss
[24] #ccss,#ngss
[23] #e320analytics,#ccss
[20] #e320hiphopscience,#e320ecosystems
[20] #ngss,#nvacs
[19] #ccss,#nvacs
[17] #nvacs,#e320ngss
[14] #nvacs,#ngss

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@richbacolor
@jp_ngss
@vogelwendi
@krenaep
@dionysosduswag
@sbottasullivan
@davidenorman
@jeansciqueen
@awesomebiota

Top Replied-To in G1:
@ngss_tweeps
@richbacolor
@vogelwendi
@krenaep
@sbottasullivan
@jeansciqueen
@davidenorman
@philiplbell
@drloriandersen
@kmgill135

Top Replied-To in G2:

Top Replied-To in G3:
@ngss_tweeps
@jenniferbandura
@gosciencego
@jenkinschem
@eposthuma

Top Replied-To in G4:
@mysterysci

Top Replied-To in G5:
@ngss_tweeps
@barondana
@misterhirmas
@cnusd
@tayshark01
@mwhite1991
@twnklstrr
@msgoodinscience
@sdngss
@kmishmael

Top Replied-To in G6:
@kylejwilke
@arcadiaunified
@ngss_tweeps
@doinktweets
@mrsvesam

Top Replied-To in G7:
@ngss_tweeps
@caahayes
@officialngss
@mdpublicschools
@hbosc_pgcps
@jonterlee

Top Replied-To in G8:
@paulandersen
@petehennigar
@mrsmainero
@jscanga

Top Replied-To in G9:
@ngss_tweeps
@raazzerah
@fcpsteachsci
@mrsnewcfisd

Top Replied-To in G10:
@supremeko_
@allstate
@sadietnresist
@chronlaw
@mtholfsen
@melaninmotiv8er
@nyumcsilver
@marclacey
@rebeinstein
@fastcrayon

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@stemteachtools
@ngsnavigators
@ngssphenomena
@nsta
@mysterysci
@richbacolor
@philiplbell
@ngsschat
@openscied

Top Mentioned in G1:
@ngss_tweeps
@stemteachtools
@ngsnavigators
@nsta
@richbacolor
@philiplbell
@ngsschat
@krsciencelady
@dtcampbe
@openscied

Top Mentioned in G2:
@eusdinnovates

Top Mentioned in G3:
@ngssphenomena
@ngss_tweeps
@ngsssfocus
@vernierst
@creosityspace
@jenniferbandura
@ngsnavigators
@ops_sciences
@ngsschat
@omahapubschool

Top Mentioned in G4:
@mysterysci
@whittierlbusd
@msanti3steban
@romanowskicras
@scratch
@cgabler
@etsinsights
@firstgrade21
@kindermonster2
@cra_bulldogs

Top Mentioned in G5:
@k12alliance
@montereyaq
@chienforstem
@vistangss
@earlyimplement
@williamfranzell
@shelleystem
@wested
@edustaton
@ngssfresno

Top Mentioned in G6:
@iris_epo
@arcadiaunified
@reneecostarella
@nagtgeo
@robzook1
@kispride
@classvr
@definedlearning
@jwilliamsausd
@stacyktweets

Top Mentioned in G7:
@officialngss
@ossedc
@3dscinceguy
@stemteachtools
@ngss_tweeps
@realtimespectra
@learningforward
@mdpublicschools
@ngsnavigators
@jonterlee

Top Mentioned in G8:
@sheila_ro1
@tcrwp
@cynthiaevans05
@tenstrands
@exploratorium
@palm_ia
@ellabowling
@agi_updates
@maryehrenworth
@tdav8

Top Mentioned in G9:
@nwea
@middleweb
@nsta
@fcpsteachsci
@legendlearning
@pps_dr_steam
@ppsconnect
@ngssphenomena
@ppsscience_team
@officialngss

Top Mentioned in G10:
@pnawledge
@gop
@dnc
@nipseyhussle
@djkhaled
@govsisolak
@potus
@vp
@drkatrinaadkins
@powerpoint

Top Tweeters
Top Tweeters in Entire Graph:
@cas_2050001283
@southwestair
@business
@peta
@nytimes
@femtech_
@adekleine
@chronlaw
@drewonline
@usatoday

Top Tweeters in G1:
@business
@nyfarmer
@nkdarkdrgmailc1
@elleallever
@megloops
@_open_science_
@cirquelar
@meg_gruber
@eswillwalker
@nytscience

Top Tweeters in G2:
@cas_2050001283
@jimmyroybloom
@1000millimeter
@niceskrrt
@religionprof
@gabriel08780473
@erich13
@formyjisung
@praypjy
@iteachphysics

Top Tweeters in G3:
@drewonline
@freespeak3
@charlenegapeach
@joeyfotofr
@tamraraven
@thefebrilemuse
@freewimin
@pamjwo
@tybeetv
@gmukunda

Top Tweeters in G4:
@scratch
@soiziccontin2
@susannellane
@fts_ndickstein
@etsinsights
@sequoia524
@johnsontimes
@ctryfan28
@rcsdwildcats
@palomareshawks

Top Tweeters in G5:
@rightq
@bbsutton
@beartrust
@markj_ohnson
@kmishmael
@montereyaq
@cogswell_ben
@amylillingworth
@_rebeccajackson
@brandon_edu

Top Tweeters in G6:
@mahanthanut
@designthinkbot
@volcanowatching
@osirisdleon
@google
@bcwildfirewkly
@responder_news
@doinktweets
@kdmiller4
@sprintbaseb

Top Tweeters in G7:
@12bravogran
@mrtallerjerry
@birdgirl31
@rmhsmustangs
@pgcps
@mcgrawhillk12
@mdpublicschools
@dr___white
@a
@mrjtweeter

Top Tweeters in G8:
@tcrwp
@jaygreenlinger
@agi_updates
@globalready
@amandalah
@exploratorium
@hawk
@clemenkat
@boone_county
@ftissuper

Top Tweeters in G9:
@bar_zie
@hlthiskrieger
@larryferlazzo
@blocht574
@naomiharm
@lrobbteacher
@marciamentor
@kfelicello
@middleweb
@jffdougan

Top Tweeters in G10:
@chronlaw
@usatoday
@ap
@zerlinamaxwell
@ynb
@jennycohn1
@theroot
@melaninmotiv8er
@djkhaled
@mrchuckd


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