ngss, Twitter, 10/26/2019 12:34:12 AM, 214323


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ngss_2019-10-25_17-07-51.xlsx
ngss_2019-10-25_17-07-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 26, 2019
Short Description:
ngss via NodeXL http://bit.ly/2NcyzBD
@ngss_tweeps
@ngssphenomena
@officialngss
@mysterysci
@stemteachtools
@philiplbell
@flipgrid
@mrlindsey_ngss
@bkd204sci
@cascience

Top hashtags:
#ngss
#ngsschat
#cascience19
#staycurious
#stem
#scied
#science
#iqwst
#cangss

Description:
Description
The graph represents a network of 3,211 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 Saturday, 26 October 2019 at 00:09 UTC.

The requested start date was Wednesday, 23 October 2019 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 16-day, 4-hour, 0-minute period from Sunday, 06 October 2019 at 20:00 UTC to Wednesday, 23 October 2019 at 00:00 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 : 3211
Unique Edges : 5042
Edges With Duplicates : 3303
Total Edges : 8345
Number of Edge Types : 3
Tweet : 1153
Mentions : 6523
Replies to : 669
Self-Loops : 1153
Reciprocated Vertex Pair Ratio : 0.0775332143565338
Reciprocated Edge Ratio : 0.143908722856091
Connected Components : 447
Single-Vertex Connected Components : 221
Maximum Vertices in a Connected Component : 1972
Maximum Edges in a Connected Component : 6704
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.495883
Graph Density : 0.00052719865803978
Modularity : 0.519087
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 3,211 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 Saturday, 26 October 2019 at 00:09 UTC.

The requested start date was Wednesday, 23 October 2019 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 16-day, 4-hour, 0-minute period from Sunday, 06 October 2019 at 20:00 UTC to Wednesday, 23 October 2019 at 00:00 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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[107] https://twitter.com/socialm85897394/status/1183787843702923266
[26] https://twitter.com/daviddomoney/status/1183355138523709448
[22] http://www.ngsnavigators.com/blog/ngssresources
[18] https://twitter.com/scottories/status/1185162414238633984
[18] https://twitter.com/interestingsci1/status/1180906657783668736
[14] http://stemteachingtools.org/brief/28
[14] http://stemteachingtools.org/brief/20
[13] http://stemteachingtools.org/brief/43
[13] https://twitter.com/sebastianepayne/status/1185275087710236675
[12] http://stemteachingtools.org/brief/17

Top URLs in Tweet in G1:
[20] http://www.ngsnavigators.com/blog/ngssresources
[7] https://www.openscied.org/
[6] http://www.ngsnavigators.com/podcast
[5] http://stemteachingtools.org/brief/20
[5] http://stemteachingtools.org/brief/28
[5] http://stemteachingtools.org/brief/35
[5] http://stemteachingtools.org/brief/43
[5] https://twitter.com/OfficialNGSS/status/1177282250980974592
[5] http://stemteachingtools.org/brief/17
[5] https://twitter.com/daviddomoney/status/1183355138523709448

Top URLs in Tweet in G2:
[2] http://campaign.r20.constantcontact.com/render?m=1101326098121&ca=7e2b0ae1-8882-41c4-be9d-494878798448
[2] http://www.exploratorium.edu/education/ngss-stem/2020
[1] https://thoughtbestt.blogspot.com/server7.php?asin=0815383371
[1] https://twitter.com/i/web/status/1180960385815347200
[1] https://thejournal.com/articles/2019/09/23/openscied-releases-oer-ms-science-curriculum.aspx?m=1
[1] https://twitter.com/i/web/status/1181000890611851265
[1] https://twitter.com/i/web/status/1181153312575492098
[1] https://twitter.com/i/web/status/1181199809169915905
[1] https://twitter.com/i/web/status/1181213022838083584
[1] https://fornewsmedia.blogspot.com/server6.php?asin=B07BK8MSJJ

Top URLs in Tweet in G3:
[3] https://conference.cascience.org/events-and-workshops/short-courses
[3] https://ngss.sdcoe.net/
[2] http://stemteachingtools.org/brief/43
[2] https://twitter.com/TraceySchalnat/status/1182771766399123456
[2] https://twitter.com/snapgse/status/1184236106914512896
[2] https://www.wested.org/wested_event/wested-at-the-2019-california-science-education-conference/
[2] https://twitter.com/cascience/status/1179940214086619137
[2] https://twitter.com/SarahMackAttack/status/1182690795788394502
[2] https://bmckinney-ngss.blogspot.com/
[2] http://theconversation.com/climate-explained-how-much-of-climate-change-is-natural-how-much-is-man-made-123604?utm_source=twitter&utm_medium=twitterbutton

Top URLs in Tweet in G4:
[7] http://stemteachingtools.org/brief/20
[6] http://stemteachingtools.org/brief/28
[5] http://stemteachingtools.org/brief/17
[5] https://serc.carleton.edu/getspatial/activities/grand_canyon_lab.html
[5] https://ilscience.org/
[5] https://lab-aids.com/blog/assessment-support-student-learning
[4] http://stemteachingtools.org/brief/21
[4] http://stemteachingtools.org/brief/29
[4] http://stemteachingtools.org/brief/35
[4] http://stemteachingtools.org/brief/43

Top URLs in Tweet in G5:
[107] https://twitter.com/socialm85897394/status/1183787843702923266
[18] https://twitter.com/scottories/status/1185162414238633984
[13] https://twitter.com/sebastianepayne/status/1185275087710236675
[9] https://twitter.com/yougov/status/1186583730850324480
[7] https://twitter.com/AngusRobertson/status/1185213234766401538
[5] https://twitter.com/britainelects/status/1181590070110904321
[4] https://twitter.com/fankledoose/status/1185114083604992000
[4] https://twitter.com/paul_utv/status/1186347058036461568
[4] https://twitter.com/eucopresident/status/1186737952313004032
[3] https://twitter.com/nickeardleybbc/status/1180876489048412160

Top URLs in Tweet in G6:
[17] https://twitter.com/daviddomoney/status/1183355138523709448
[14] https://twitter.com/interestingsci1/status/1180906657783668736
[4] https://twitter.com/michaelgalanin/status/1180142242532659200
[2] https://twitter.com/wonderofscience/status/1173576649322852352
[2] http://stemteachingtools.org/brief/43
[2] http://stemteachingtools.org/brief/17
[2] https://twitter.com/MsVanhala/status/1173736112021540867
[1] https://twitter.com/fabphysics/status/1185221932758814720
[1] https://twitter.com/mashable/status/1180595264991580164
[1] https://www.youtube.com/watch?v=Uwbf9UsLE_Y&feature=youtu.be


Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1184340699908431876
[1] https://twitter.com/lisalista73/status/1184160008696553473
[1] https://twitter.com/mtholfsen/status/1181238800279732224
[1] https://twitter.com/buncee/status/1182085275528450048
[1] https://twitter.com/buncee/status/1182086620205518848
[1] https://twitter.com/buncee/status/1182088623824523264
[1] https://twitter.com/teachantoun/status/1182090618052337664
[1] https://twitter.com/buncee/status/1182092717607784450
[1] https://twitter.com/kristinoropeza/status/1182128870301949953
[1] https://twitter.com/filibuster3/status/1182130128526163970

Top URLs in Tweet in G8:
[3] http://mysteryscience.com/ecosystems/3?r
[2] https://mys.ci/trending/11?r=59710574
[2] http://mysteryscience.com/body/1?r=7719529
[2] http://mysteryscience.com/powers/3?r=3408392
[1] https://mys.ci/flowers/1?r=59055199
[1] https://mys.ci/body/1?r=57279385
[1] https://mys.ci/trending/11?r=7565873
[1] https://mys.ci/trending/18?r=17285458
[1] https://mys.ci/trending/1?r=12284510
[1] https://twitter.com/i/web/status/1181947289482350592

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1173735909445001216
[1] https://twitter.com/i/web/status/1183891598297518080
[1] https://twitter.com/i/web/status/1186353986737184769
[1] http://activatelearning.com/activate-learning-prime/
[1] http://activatelearning.com/iqwst-integrated-edition/
[1] https://twitter.com/i/web/status/1181793789486104576
[1] https://activatelearning.com/uchicago-stem-education-partners-with-activate-learning-on-new-k-5-science-curriculum/?fbclid=IwAR3-9N7wjEeGG5oLChAbZpD-WAgql8n2AQ6gpQ-E7VecxeSdAZhI6sc9UiA
[1] https://twitter.com/i/web/status/1184958644040810496
[1] https://twitter.com/i/web/status/1184702848820568064
[1] https://twitter.com/michaelgalanin/status/1180142242532659200

Top URLs in Tweet in G10:
[1] https://teachchemistry.org/news/new-england-association-of-chemistry-teachers-fall-meeting
[1] https://twitter.com/AshleySBloch/status/1182454060701630464
[1] https://twitter.com/i/web/status/1182086503989727232
[1] https://twitter.com/i/web/status/1181312222573813762
[1] https://twitter.com/i/web/status/1184464861381779456
[1] https://twitter.com/i/web/status/1184095447234863104
[1] https://twitter.com/i/web/status/1184922993484546049
[1] https://twitter.com/i/web/status/1186397305978662912
[1] https://twitter.com/i/web/status/1184240228363657218
[1] https://twitter.com/i/web/status/1182369816562282499

Top Domains
Top Domains in Tweet in Entire Graph:
[1226] twitter.com
[117] stemteachingtools.org
[63] mysteryscience.com
[54] ngsnavigators.com
[36] mys.ci
[17] youtube.com
[12] blogspot.com
[11] instagram.com
[11] google.com
[11] openscied.org

Top Domains in Tweet in G1:
[244] twitter.com
[47] ngsnavigators.com
[45] stemteachingtools.org
[10] openscied.org
[6] nextgenscience.org
[5] google.com
[5] ambitiousscienceteaching.org
[4] nsta.org
[3] youtube.com
[3] hechingerreport.org

Top Domains in Tweet in G2:
[129] twitter.com
[9] blogspot.com
[4] ngsnavigators.com
[4] pinterest.com
[3] instagram.com
[3] youtube.com
[2] constantcontact.com
[2] jjthetutor.com
[2] exploratorium.edu
[2] groovylabinabox.com

Top Domains in Tweet in G3:
[107] twitter.com
[6] stemteachingtools.org
[4] cascience.org
[3] blogspot.com
[3] sdcoe.net
[2] wested.org
[2] theconversation.com
[1] instagram.com
[1] k12oms.org
[1] edweek.org

Top Domains in Tweet in G4:
[56] stemteachingtools.org
[53] twitter.com
[6] carleton.edu
[5] ilscience.org
[5] lab-aids.com
[4] microsoft.com
[3] csta-us.org
[3] google.com
[2] ngsnavigators.com
[2] nextgenscience.org

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

Top Domains in Tweet in G6:
[69] twitter.com
[7] stemteachingtools.org
[3] youtube.com
[2] njctl.org
[1] carleton.edu
[1] csta-us.org
[1] nsta.org
[1] tweetedtimes.com

Top Domains in Tweet in G7:
[31] twitter.com
[1] google.com
[1] edweek.org
[1] youtube.com
[1] reddit.com

Top Domains in Tweet in G8:
[61] mysteryscience.com
[36] mys.ci
[18] twitter.com

Top Domains in Tweet in G9:
[9] twitter.com
[3] activatelearning.com

Top Domains in Tweet in G10:
[27] twitter.com
[1] teachchemistry.org
[1] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1638] ngss
[307] ngsschat
[176] cascience19
[100] staycurious
[94] stem
[86] scied
[79] science
[68] iqwst
[55] cangss
[48] earthscienceweek



Top Hashtags in Tweet in G1:
[381] ngss
[125] ngsschat
[40] scied
[18] nsta19
[17] openscied
[17] cascience19
[16] earthscienceweek
[11] science
[9] questuc
[9] phenomenon

Top Hashtags in Tweet in G2:
[84] ngss
[15] science
[7] stem
[6] clmsproud
[6] croslex
[5] stemeducation
[4] steam
[4] cascience
[4] cascience19
[4] 6thgrade

Top Hashtags in Tweet in G3:
[144] ngss
[121] cascience19
[45] cangss
[14] ngsschat
[13] alisalstrong
[10] science
[8] cascience18
[8] alisalfuerte
[6] climatechange
[5] sbg

Top Hashtags in Tweet in G4:
[173] ngss
[56] ngsschat
[29] scied
[18] earthscienceweek
[16] map
[9] earthscienceliteracy
[7] questuc
[6] students
[6] maps
[6] drawdownlearn

Top Hashtags in Tweet in G5:
[1] aberdeen
[1] orkney
[1] shetland

Top Hashtags in Tweet in G6:
[127] ngss
[76] ngsschat
[10] sciencects
[9] nsta
[4] nsta19
[3] msiedu
[2] phenomena
[2] scied
[2] solarovens
[2] smoreenergy

Top Hashtags in Tweet in G7:
[24] ngss
[16] sparkempathy
[15] bunceechat
[11] msfteduchat
[9] spedtechchat
[7] fallcue
[5] 1coolthing
[4] miee
[4] wearecue
[3] phenomena

Top Hashtags in Tweet in G8:
[108] ngss
[94] staycurious
[2] ngsschat
[2] bookcreator
[2] mysteryscience
[2] thisisrusd
[2] smileyknights
[2] firstgrade
[2] camouflage
[2] adaptation

Top Hashtags in Tweet in G9:
[59] iqwst
[17] ngss
[7] ngsschat
[4] doingscienceislearningscience
[2] howwillitmove
[1] equity
[1] iqwstintegrated
[1] stem

Top Hashtags in Tweet in G10:
[13] ngss
[6] stanyschat
[6] phenomenon
[4] nyssls
[4] peqsummit
[3] 5emodel
[3] learnisb
[2] teach180
[1] chemchat
[1] 9/2/2019 12:00:00 AM

Top Words
Top Words in Tweet in Entire Graph:
[3667] Words in Sentiment List#1: Positive
[727] Words in Sentiment List#2: Negative
[17] Words in Sentiment List#3: Angry/Violent
[98577] Non-categorized Words
[102971] Total Words
[1638] #ngss
[916] science
[698] ngss
[552] students
[514] ngss_tweeps

Top Words in Tweet in G1:
[408] ngss_tweeps
[381] #ngss
[276] science
[187] students
[170] ngss
[169] ngsnavigators
[128] out
[125] #ngsschat
[115] officialngss
[107] ss

Top Words in Tweet in G2:
[113] ngss
[84] #ngss
[53] science
[40] students
[22] s
[19] out
[18] learning
[17] 2
[15] #science
[14] 12

Top Words in Tweet in G3:
[144] #ngss
[121] #cascience19
[113] ngss
[111] science
[90] cascience
[53] students
[51] learning
[51] flabellinajg
[49] teachers
[48] chienforstem

Top Words in Tweet in G4:
[173] #ngss
[86] stemteachtools
[65] new
[56] #ngsschat
[43] science
[36] cross
[35] students
[35] pls
[33] out
[32] subject

Top Words in Tweet in G5:
[188] wingsscotland
[107] please
[107] leave
[18] christ
[18] face
[18] gammon
[18] personified
[15] note
[15] timescale
[15] here

Top Words in Tweet in G6:
[133] ngssphenomena
[127] #ngss
[76] #ngsschat
[49] students
[43] water
[41] leaves
[41] top
[40] something
[39] changing
[39] valley

Top Words in Tweet in G7:
[39] mrlindsey_ngss
[24] students
[24] #ngss
[23] science
[16] #sparkempathy
[15] #bunceechat
[13] space
[12] one
[12] love
[12] s

Top Words in Tweet in G8:
[108] #ngss
[107] mysterysci
[102] lesson
[94] #staycurious
[85] terrific
[54] science
[37] teaching
[36] never
[27] trending
[20] students

Top Words in Tweet in G9:
[62] bkd204sci
[61] today
[60] force
[59] #iqwst
[57] 3
[56] friction
[56] #howwillitmov
[55] relationship
[55] boys
[54] between

Top Words in Tweet in G10:
[41] ss
[40] ngss
[28] s
[25] grade
[21] googleforedu
[15] sammonsteam
[14] using
[13] #ngss
[12] evanseaglessoar
[12] working

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[152] check,out
[135] #ngss,#ngsschat
[107] please,leave
[106] wingsscotland,please
[93] #staycurious,#ngss
[85] lesson,terrific
[65] #iqwst,#howwillitmov
[62] relationship,between
[59] middle,school
[59] between,friction

Top Word Pairs in Tweet in G1:
[57] check,out
[53] ngsnavigators,podcast
[46] ngss_tweeps,ngsssfocus
[32] ngsssfocus,ngsschat
[31] #ngss,#ngsschat
[30] middle,school
[30] ngss_tweeps,ngsnavigators
[29] sartoristem,ngss_tweeps
[27] science,education
[26] ngsnavigators,czem

Top Word Pairs in Tweet in G2:
[9] inquiry,based
[9] based,science
[9] science,activities
[9] activities,grades
[9] grades,6
[9] 6,12
[9] 12,meeting
[9] meeting,ngss
[9] ngss,gt
[9] warung,makan

Top Word Pairs in Tweet in G3:
[32] check,out
[28] san,jose
[19] climate,summit
[18] matt,steitz
[15] science,educators
[15] middle,school
[14] learn,more
[14] ca,science
[14] love,love
[13] #cangss,#ngss

Top Word Pairs in Tweet in G4:
[31] philiplbell,pls
[31] pls,#ngsschat
[31] #ngsschat,published
[31] published,fabulous
[31] fabulous,new
[31] new,stemteachtools
[31] stemteachtools,approach
[31] approach,cross
[31] cross,subject
[31] subject,integration

Top Word Pairs in Tweet in G5:
[107] please,leave
[106] wingsscotland,please
[18] christ,face
[18] face,gammon
[18] gammon,personified
[17] wingsscotland,christ
[15] note,timescale
[15] timescale,here
[15] here,six
[15] six,months

Top Word Pairs in Tweet in G6:
[71] #ngss,#ngsschat
[39] leaves,changing
[39] changing,valley
[39] top,mountains
[39] mountains,water
[39] water,something
[38] valley,top
[37] ngssphenomena,leaves
[35] ngssphenomena,#ngss
[29] phenomenon,students

Top Word Pairs in Tweet in G7:
[15] #bunceechat,#sparkempathy
[6] lisalista73,missmoeteaches
[6] missmoeteaches,paidinappls
[5] one,another
[5] 8th,grade
[5] amilversted,mrlindsey_ngss
[5] mrlindsey_ngss,lisalista73
[4] personal,favorite
[4] filibuster3,amilversted
[4] amilversted,lisalista73

Top Word Pairs in Tweet in G8:
[91] #staycurious,#ngss
[85] lesson,terrific
[36] teaching,science
[36] science,never
[27] terrific,teaching
[27] mysterysci,trending
[27] trending,lesson
[17] never,easy
[17] easy,#staycurious
[11] terrific,kids

Top Word Pairs in Tweet in G9:
[56] #iqwst,#howwillitmov
[54] relationship,between
[54] between,friction
[54] friction,force
[54] force,3
[54] 3,shoeless
[54] shoeless,boys
[54] boys,humbled
[54] humbled,results
[54] results,today

Top Word Pairs in Tweet in G10:
[12] s,ss
[12] ss,evanseaglessoar
[8] marchese,s
[7] s,morey
[7] morey,k
[7] k,marchese
[7] sammonsteam,grade
[7] googleforedu,sites
[7] grade,5
[7] wonderful,morning

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@mrlindsey_ngss
@thinksci
@rn_ngss
@bmsscienceteach
@jp_ngss
@haschweingruber
@krenaep
@ngssfresno
@bkd204sci

Top Replied-To in G1:
@ngss_tweeps
@thinksci
@bmsscienceteach
@haschweingruber
@krenaep
@richbacolor
@openscied
@heatherarich
@curiousdaffodil
@digitaltidepool

Top Replied-To in G3:
@ngss_tweeps
@cascience
@keithpiccard
@ngssfresno
@explojulie
@ngsssfocus
@alliebbogart
@stem4real
@alamedacoe
@jyoung1219

Top Replied-To in G4:
@ngss_tweeps
@melanygronski
@ctscience
@orscitchr
@oliviajune82
@jessesemeyn
@wstasci
@bmsscienceteach
@stemuclaytion
@beyondbenign

Top Replied-To in G5:
@wingsscotland
@wesstreeting
@iainmacwhirter
@frewdog
@mikemca_fife
@teh_klev
@jeremy_tjx

Top Replied-To in G6:
@ngss_tweeps
@bhs_berlin_ct
@krenaep
@sparta_schools

Top Replied-To in G7:
@mrlindsey_ngss
@filibuster3
@kerszi
@valanglemyer70
@skypeclassroom
@microsoftteams
@victoriathetech
@nicholasferroni
@wakelet
@suethotz

Top Replied-To in G8:
@bkd204sci
@mysterysci

Top Replied-To in G9:
@bkd204sci
@alby
@elemscitchr
@ngss_tweeps
@ngsnavigators

Top Replied-To in G10:
@mischtracy
@dora_kastel
@badams117

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@stemteachtools
@ngssphenomena
@wingsscotland
@officialngss
@ngsnavigators
@mysterysci
@cascience
@philiplbell
@thinksci

Top Mentioned in G1:
@ngss_tweeps
@ngsnavigators
@officialngss
@stemteachtools
@thinksci
@ngsschat
@ngsssfocus
@sartoristem
@nsta
@philiplbell

Top Mentioned in G2:
@kimlepre
@middleweb
@aeltschkner
@terraceviewes

Top Mentioned in G3:
@cascience
@flabellinajg
@chienforstem
@ngssmademedoit
@earlyimplement
@k12alliance
@exploratorium
@vistangss
@officialngss
@ngss_tweeps

Top Mentioned in G4:
@stemteachtools
@philiplbell
@nesta_us
@tjscience
@snapgse
@quest_lc
@dtcampbe
@uconnneag
@nsta
@fossscience

Top Mentioned in G5:
@wingsscotland
@wesstreeting
@frewdog
@davidjfhalliday
@iainmacwhirter
@weehalfpintt
@roncorrie
@ajst777

Top Mentioned in G6:
@ngssphenomena
@ctskeeley
@stemteachtools
@mrslavelle
@joebird1000
@chesapeakehs
@bcpssci
@officialngss
@thinksci
@burnsscicoach

Top Mentioned in G7:
@mrlindsey_ngss
@amilversted
@lisalista73
@chinoedtech
@playcraftlearn
@missmoeteaches
@mo_physics
@filibuster3
@paidinappls
@raefearing

Top Mentioned in G8:
@mysterysci
@mrseatonell
@bookcreatorapp
@concordiash
@ssdpepperdrive
@plugable
@foothillgriffin
@corriegarner
@tdawngrogan
@d

Top Mentioned in G9:
@bkd204sci
@ngsssfocus
@activatescience
@ngss_tweeps
@ngssphenomena
@arundquist
@evnautilus
@activatedavid
@digitaltidepool
@ted_nsta

Top Mentioned in G10:
@googleforedu
@sammonsteam
@evanseaglessoar
@paulandersen
@koehlertara
@aschout10
@stanysorg
@hkis
@dora_kastel
@phetsims

Top Tweeters
Top Tweeters in Entire Graph:
@askmenfess
@alicmurray
@susan_bell1212
@lesleygsmith3
@wwf
@sovereignannie
@issaboveyou
@wingsscotland
@passarelliallan
@stillyesscot

Top Tweeters in G1:
@korytellers
@flipgrid
@ricardo_ik_ahau
@bflamel
@kolie_yola
@topcybernews
@lowellroemer
@allhamia
@stevebloom55
@worldprofessor

Top Tweeters in G2:
@liese_mueller
@egghat
@orbitnayeon
@sassy_commits
@urnpso20v0v
@tiniwinibithi
@davidhuntsmith
@crfgabizada
@jjthetutor
@eclair_sifa

Top Tweeters in G3:
@google
@phosphoria31
@edtechspec
@principalkafele
@scifri
@jyoung1219
@montereyaq
@cogswell_ben
@tc_africa
@princetonupress

Top Tweeters in G4:
@wwf
@bbsutton
@globalecoguy
@stracma
@maliniw90th
@skypeclassroom
@min_wahab
@mary_churchill
@kevinmslee
@sharks4kids

Top Tweeters in G5:
@alicmurray
@susan_bell1212
@lesleygsmith3
@sovereignannie
@wingsscotland
@stillyesscot
@1gkh
@gracebrodie
@wimthetim
@weneedindynow

Top Tweeters in G6:
@imsouthern
@seesaw
@laurakomos
@saralmarino
@baltcops
@heidi_paterson
@heidimjj72
@trenhester
@nefuniversity
@bcpsoutdoorsci

Top Tweeters in G7:
@jcorippo
@teacher2teacher
@nicholasferroni
@mr_isaacs
@buncee
@irvspanish
@solutiontree
@microsoftedu
@archerjoe
@mtholfsen

Top Tweeters in G8:
@cajonvalleyusd
@mtdiablousd
@bookcreatorapp
@storiestoldinsf
@patrickleeteach
@maryronerusd
@poohmbie
@brianmathiscsc
@learnswithzeal
@d

Top Tweeters in G9:
@kjm01sh522
@irruh_
@orzelc
@alby
@thaza_kun
@tessamcinnis
@dcpsmoss
@arundquist
@spark_radio_chi
@sicatnip

Top Tweeters in G10:
@jess
@r
@wcsdempowers
@dassel
@mmiller112
@peardeck
@phetsims
@rightquestion
@googleforedu
@nysmtp


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