ngss, Twitter, 4/21/2020 10:21:37 PM, 225338


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ngss_2020-04-20_23-10-12.xlsx
ngss_2020-04-20_23-10-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 21, 2020
Short Description:
ngss via NodeXL https://bit.ly/3eH59IU
@ngss_tweeps
@nesta_us
@officialngss
@mysterysci
@ngssphenomena
@tdishelton
@stemteachtools
@nsta
@stem_ai
@thinksci

Top hashtags:
#ngss
#ngsschat
#stem
#distancelearning
#staycurious
#science
#nsta
#steam
#earthscience
#scied

Description:
Description
The graph represents a network of 2,885 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, 21 April 2020 at 06:11 UTC.

The requested start date was Tuesday, 21 April 2020 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 32-day, 7-hour, 49-minute period from Thursday, 19 March 2020 at 15:03 UTC to Monday, 20 April 2020 at 22:52 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 : 2885
Unique Edges : 2753
Edges With Duplicates : 7674
Total Edges : 10427
Number of Edge Types : 5
Retweet : 2480
MentionsInRetweet : 3457
Tweet : 1357
Replies to : 878
Mentions : 2255
Self-Loops : 1416
Reciprocated Vertex Pair Ratio : 0.0666363429611098
Reciprocated Edge Ratio : 0.124946695095949
Connected Components : 458
Single-Vertex Connected Components : 216
Maximum Vertices in a Connected Component : 1724
Maximum Edges in a Connected Component : 8201
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.01531
Graph Density : 0.00056367888812236
Modularity : 0.356739
NodeXL Version : 1.0.1.431
Data Import : The graph represents a network of 2,885 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, 21 April 2020 at 06:11 UTC.

The requested start date was Tuesday, 21 April 2020 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 32-day, 7-hour, 49-minute period from Thursday, 19 March 2020 at 15:03 UTC to Monday, 20 April 2020 at 22:52 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:
[20] https://www.nsta.org/
[17] http://blog.nsta.org/2020/03/27/on-the-having-of-wonderful-ideas-about-science/
[9] http://www.air-worldwide.com/Publications/AIR-Currents/2014/The-Anatomy-of-a-Tornado/
[8] http://stemteachingtools.org/brief/37
[8] https://twitter.com/philiplbell/status/1245871266281578496?s=20
[8] https://www.ngssphenomena.com/#/sensitive-plant/
[6] https://edscoop.com/ngss-with-right-standards-video-games-can-teach-science/
[5] https://www.inaturalist.org/projects/ngss_tweeps
[5] https://magnitude.io/leguminaut-challenge/
[5] https://www.youtube.com/watch?v=D0nfWcTK78U&feature=youtu.be


Top URLs in Tweet in G1:
[18] https://www.nsta.org/
[8] https://twitter.com/philiplbell/status/1245871266281578496?s=20
[8] http://stemteachingtools.org/brief/37
[5] https://www.inaturalist.org/projects/ngss_tweeps
[4] http://stemteachingtools.org/news/2020/guidance-for-supporting-science-learning-during-covid-19
[4] https://www.nextgenscience.org/news/new-classroom-videos-demonstrating-transitions-ngss
[3] https://www.ngsnavigators.com/blog/061#.Xnt6JeSG5Qs.twitter
[3] https://twitter.com/TdiShelton/status/1250963962172227588
[3] https://ngss.nsta.org/classroom-resources.aspx
[3] https://www.achieve.org/our-initiatives/equip/tools-subject/science/task-annotation-project-science

Top URLs in Tweet in G2:
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=224089
[2] https://twitter.com/TdiShelton/status/1245146154393878528
[2] https://twitter.com/TdiShelton/status/1250473957733662726
[2] https://www.birdschoolproject.org/phenomenabased-bird-cams-discussion-questions
[2] https://www.edutopia.org/blog/websites-for-science-teachers-eric-brunsell
[2] https://www.montereycoe.org/programs-services/ed-services/steam
[2] https://wideopenschool.org/
[2] https://catlintucker.com/2020/04/offline-choice-board/
[1] https://twitter.com/i/web/status/1252307476298547201
[1] https://twitter.com/i/web/status/1252247167852515329

Top URLs in Tweet in G3:
[3] http://www.ngss.co.ke
[3] https://dryerase.com/collections/small-group-classroom-modeling/products/large_unlined_dry_erase_boards
[2] https://blog.iammarketingmedia.com/ngss-with-right-standards-video-games-can-teach-science/?utm_campaign=twitter&utm_medium=twitter&utm_source=twitter
[2] https://www.tytoonline.com/microgrant/
[1] https://twitter.com/i/web/status/1240763194278162432
[1] https://twitter.com/i/web/status/1240810233116721152
[1] https://twitter.com/i/web/status/1240831654890835973
[1] https://twitter.com/i/web/status/1240891798937108480
[1] https://twitter.com/i/web/status/1241013301506707463
[1] https://twitter.com/i/web/status/1241077010862166016

Top URLs in Tweet in G4:
[9] http://www.air-worldwide.com/Publications/AIR-Currents/2014/The-Anatomy-of-a-Tornado/
[3] https://naturalhistory.si.edu/events/video-webinar-how-birds-stay-warm-ornithologist-sahas-barve
[2] https://nagt.org/nagt/profdev/workshops/ngss_summit/April92020/index.html
[1] https://lunarexploration.esa.int/#/explore/science/218?ha=245
[1] http://dinosaurpictures.org/ancient-earth/?utm_content=buffereb2ed&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#400
[1] https://vimeo.com/150094425
[1] https://twitter.com/i/web/status/1241759324738707456
[1] https://twitter.com/i/web/status/1242494448329560064
[1] https://twitter.com/i/web/status/1243209436216217601
[1] https://www.youtube.com/watch?v=ZXLomko5oyg&list=PL29-1bJ5x6d7TJFfrZS60Cpi4Y34wrB0X&index=46


Top URLs in Tweet in G5:
[2] https://twitter.com/Baros310_/status/1243337093063102466
[2] https://twitter.com/Bomboclaato/status/1242132410478874624
[2] https://twitter.com/crownthelena/status/1246805703249080322
[2] https://twitter.com/BBCAfrica/status/1250728712628244481
[2] https://twitter.com/pinkbee_/status/1250744086606348289
[2] https://twitter.com/rexhighstar_/status/1251189997723680771
[2] https://twitter.com/drismer92320/status/1251224076825190400
[2] https://twitter.com/bylkaaa21313/status/1251670224237211653
[1] https://twitter.com/PicturesFolder_/status/1243913107732299776
[1] https://twitter.com/hna123456789010/status/1244603333089820678

Top URLs in Tweet in G6:
[2] https://mys.ci/astronomy/3?r=53057057
[2] https://mys.ci/biodiversity/3?r=75553856
[2] https://mys.ci/r/47480351
[1] https://mys.ci/weather/1?r=76090005
[1] https://mys.ci/astronomy/2?r=78815644
[1] https://mys.ci/powers/3?r=57031822
[1] https://mys.ci/weather/1?r=7462010
[1] https://mys.ci/watching/1?r=50179838
[1] https://mys.ci/secrets/2?r=50179838
[1] https://mys.ci/water/4?r=3348565

Top URLs in Tweet in G7:
[5] https://magnitude.io/leguminaut-challenge/
[5] https://www.youtube.com/watch?v=D0nfWcTK78U&feature=youtu.be

[4] https://www.cnn.com/2020/04/08/world/nasa-space-station-stem-activities-scn/index.html?utm_term=15863443210971173eed0267b&bt_ee=dWQQKm3SjXlHFUXQ1Q4qRjfEoDnWiTM4Fx00Ou4Ta570r0IHpXOT9N9v5zh1dDNw1cH6JPTHXP4v6jnat1%2B9eQ%3D%3D&bt_ts=1586344321101
[3] http://www.inqits.com
[2] https://twitter.com/kispride/status/1247754658648444934
[2] https://www.youtube.com/watch?v=OC_YeBVGSKI

[1] https://twitter.com/i/web/status/1243553757666959368
[1] https://twitter.com/i/web/status/1249805901730656256
[1] https://twitter.com/i/web/status/1243519481516826625
[1] https://www.vox.com/science-and-health/2020/4/10/21209961/coronavirus-models-covid-19-limitations-imhe?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter

Top URLs in Tweet in G8:
[2] http://static.nsta.org/ngss/resources/MatrixForK-12ProgressionOfScienceAndEngineeringPracticesInNGSS.8.14.14.pdf
[1] http://coffeeshopphysics.com/articles/2013-02/01_viruses_have_no_color/
[1] http://book.bionumbers.org/how-big-are-viruses/
[1] https://www.smithsonianmag.com/smart-news/scientists-have-finally-figured-out-why-microwaved-grapes-send-sparks-flying-180971539/
[1] https://docs.google.com/document/d/1XCW9PqKk4IDHBtfXyxCbMC1JgUSCSHFv5Zab0bFRWCI/edit?usp=sharing
[1] https://twitter.com/thinksci/status/1245764968768667652
[1] https://drive.google.com/a/rentonschools.us/file/d/1YI3711z8Ax-xSjDzp8u0D4AU8JDemoO6/view?usp=sharing
[1] https://docs.google.com/document/d/1UzIxJXMzzvYkF2qJyakl8C_xb5eOWNnxh2GN-HBWRtw/edit?usp=sharing
[1] https://docs.google.com/document/d/13r0ZN_X_fsTEqCyZyattjdbsLwvpCAWCaEJ8nOGM7Bw/edit?usp=sharing
[1] https://www.youtube.com/watch?v=OMgKdm0JeWw&feature=youtu.be


Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1250956792906964993
[1] https://sites.google.com/view/adventures-in-ngss/home
[1] https://twitter.com/i/web/status/1250964903126392836
[1] https://twitter.com/i/web/status/1242947183046868997
[1] https://twitter.com/i/web/status/1248325640182362113
[1] https://twitter.com/i/web/status/1250952646191538177
[1] https://twitter.com/i/web/status/1250954768547078145
[1] https://twitter.com/i/web/status/1250958423467782144
[1] https://twitter.com/i/web/status/1250960661657473024
[1] https://twitter.com/i/web/status/1250966176470982656

Top URLs in Tweet in G10:
[2] https://flipgrid.com/abbf3fe9
[1] https://twitter.com/i/web/status/1247934762519384064
[1] https://twitter.com/STEMTeachTools/status/1247936028687642626
[1] https://twitter.com/i/web/status/1242484399033077762
[1] https://twitter.com/i/web/status/1242488041890967554
[1] https://twitter.com/i/web/status/1243220600119648256
[1] https://twitter.com/i/web/status/1247175316658737152
[1] https://twitter.com/i/web/status/1247903531702476801
[1] https://twitter.com/i/web/status/1247936355507654657
[1] https://twitter.com/i/web/status/1247993602363408384

Top Domains
Top Domains in Tweet in Entire Graph:
[1069] twitter.com
[92] mys.ci
[51] nsta.org
[43] youtube.com
[36] teacherspayteachers.com
[21] google.com
[21] stemteachingtools.org
[19] ngsnavigators.com
[17] ngssphenomena.com
[13] edscoop.com

Top Domains in Tweet in G1:
[303] twitter.com
[28] nsta.org
[21] stemteachingtools.org
[17] ngsnavigators.com
[8] google.com
[8] nap.edu
[6] zoom.us
[6] nextgenscience.org
[5] youtube.com
[5] concord.org

Top Domains in Tweet in G2:
[92] twitter.com
[3] google.com
[3] nodexlgraphgallery.org
[2] birdschoolproject.org
[2] edutopia.org
[2] zoom.us
[2] montereycoe.org
[2] wideopenschool.org
[2] catlintucker.com
[1] medium.com

Top Domains in Tweet in G3:
[127] twitter.com
[6] youtube.com
[4] blogspot.com
[3] co.ke
[3] dryerase.com
[2] iammarketingmedia.com
[2] teacherspayteachers.com
[2] tytoonline.com
[1] ngssphenomena.com
[1] thewonderofscience.com

Top Domains in Tweet in G4:
[37] twitter.com
[9] air-worldwide.com
[3] si.edu
[2] youtube.com
[2] nagt.org
[1] esa.int
[1] dinosaurpictures.org
[1] vimeo.com
[1] observablehq.com
[1] ted.com

Top Domains in Tweet in G5:
[50] twitter.com
[2] smash.gg

Top Domains in Tweet in G6:
[92] mys.ci
[14] twitter.com

Top Domains in Tweet in G7:
[68] twitter.com
[10] youtube.com
[5] magnitude.io
[4] cnn.com
[3] inqits.com
[2] bit.ly
[1] vox.com
[1] teacheronatrip.com
[1] amplify.com
[1] edumedia-sciences.com

Top Domains in Tweet in G8:
[17] twitter.com
[4] google.com
[3] youtube.com
[2] nsta.org
[2] elevatedstemteaching.com
[1] coffeeshopphysics.com
[1] bionumbers.org
[1] smithsonianmag.com
[1] zoom.us

Top Domains in Tweet in G9:
[31] twitter.com
[2] google.com
[1] instagram.com

Top Domains in Tweet in G10:
[30] twitter.com
[2] flipgrid.com
[1] lab-aids.com
[1] google.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[984] ngss
[376] ngsschat
[142] stem
[101] distancelearning
[92] staycurious
[88] science
[52] nsta
[50] steam
[50] earthscience
[49] scied



Top Hashtags in Tweet in G1:
[316] ngss
[280] ngsschat
[39] scied
[33] citizenscience
[29] nsta
[25] covid19
[22] learningtogether
[21] cangss
[18] dailydo
[17] scienceteachers

Top Hashtags in Tweet in G2:
[105] ngss
[31] ngsschat
[23] cangss
[16] mondaymotivation
[8] elemngss
[6] happybirthdayngss
[6] nsta
[6] distancelearning
[5] earthweek
[4] stem

Top Hashtags in Tweet in G3:
[45] ngss
[8] stem
[8] ngsschat
[5] ausgangssperre
[5] science
[4] edchat
[4] bvb
[4] fcb
[4] bmg
[4] s04

Top Hashtags in Tweet in G4:
[51] ngss
[44] earthscience
[39] stem
[30] sciencehow
[27] steam
[23] geology
[21] students
[19] physics
[14] literacy
[12] chemistry

Top Hashtags in Tweet in G5:
[2] savagechallenge

Top Hashtags in Tweet in G6:
[90] staycurious
[90] ngss
[6] rvisionaries
[4] rvis1m
[2] bahrainedu
[2] issedu
[2] remotelearning
[1] rvisionairies
[1] stayathome

Top Hashtags in Tweet in G7:
[88] ngss
[46] stem
[27] k12
[25] onekis
[18] distancelearning
[12] ar
[12] vr
[9] science
[9] steam
[8] seec

Top Hashtags in Tweet in G8:
[25] ngss
[13] distancelearning
[5] learningtogether
[3] ngsschat
[3] covidsciqueen
[2] ngssathome
[2] kitchenscience
[2] homeschoolscience
[2] baldwinstocker
[2] remotelearning

Top Hashtags in Tweet in G9:
[37] ngss
[21] ngsschat
[8] qft
[5] happybirthdayngss
[5] learningathome
[4] learningtogether
[4] quarantinescience
[2] scienceprp
[2] marathonnotasprint
[2] distancelearning

Top Hashtags in Tweet in G10:
[23] ngss
[8] distancelearning
[6] edchat
[6] ngsschat
[5] homeschooling2020
[5] stem
[5] mschat
[5] scichat
[4] biology
[4] remotelearning

Top Words
Top Words in Tweet in Entire Graph:
[3900] Words in Sentiment List#1: Positive
[689] Words in Sentiment List#2: Negative
[8] Words in Sentiment List#3: Angry/Violent
[97783] Non-categorized Words
[102372] Total Words
[984] #ngss
[923] science
[752] ngss
[667] ngss_tweeps
[553] learning

Top Words in Tweet in G1:
[537] ngss_tweeps
[363] science
[316] #ngss
[280] #ngsschat
[259] learning
[239] students
[192] ngss
[159] teachers
[144] nsta
[139] resources

Top Words in Tweet in G2:
[110] officialngss
[108] science
[104] #ngss
[95] learning
[81] ngssphenomena
[78] world
[76] ngss
[60] change
[57] love
[56] children

Top Words in Tweet in G3:
[108] ngss
[48] science
[45] #ngss
[23] learning
[15] students
[14] ø
[13] standards
[13] stem
[13] great
[13] free

Top Words in Tweet in G4:
[232] nesta_us
[72] webinar
[67] free
[65] video
[63] plate
[63] tectonics
[62] mountains
[62] made
[62] intrinsic
[62] beauty

Top Words in Tweet in G5:
[52] jipi_ngss
[37] ça
[28] jp_ngss
[24] eggatn
[19] fait
[19] yao_frndez
[18] ils
[18] plus
[18] quand
[17] tout

Top Words in Tweet in G6:
[101] mysterysci
[90] #staycurious
[90] #ngss
[88] lesson
[73] terrific
[63] science
[45] teaching
[45] never
[22] great
[19] easy

Top Words in Tweet in G7:
[88] #ngss
[63] kispride
[46] #stem
[34] grade
[32] free
[31] robzook1
[29] science
[29] students
[27] #k12
[25] learning

Top Words in Tweet in G8:
[67] science
[51] thinksci
[35] ngss_tweeps
[34] walk
[32] home
[25] #ngss
[23] families
[22] together
[21] years
[20] useful

Top Words in Tweet in G9:
[37] #ngss
[21] #ngsschat
[18] science
[17] learning
[16] ngss
[14] nicolejbolduc
[12] ify
[12] wonder
[11] rightquestion
[11] webinar

Top Words in Tweet in G10:
[24] science
[23] #ngss
[18] check
[17] uclascienceproj
[16] teachers
[15] students
[15] activity
[15] ngss_tweeps
[11] one
[11] look

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[95] next,generation
[88] #staycurious,#ngss
[86] distance,learning
[82] generation,science
[81] science,standards
[73] lesson,terrific
[65] plate,tectonics
[63] mountains,made
[63] made,plate
[63] tectonics,intrinsic

Top Word Pairs in Tweet in G1:
[44] science,learning
[41] #ngsschat,ngss_tweeps
[39] tdishelton,join
[36] ngsnavigators,podcast
[33] ngss_tweeps,ngsschat
[30] distance,learning
[28] shmoovyshmoov,ngss_tweeps
[26] #ngss,#ngsschat
[26] tdishelton,check
[26] test,drive

Top Word Pairs in Tweet in G2:
[32] april,2013
[32] 2013,next
[32] next,generation
[32] generation,science
[32] science,standards
[32] standards,released
[32] released,turn
[32] turn,seven
[32] seven,years
[32] years,old

Top Word Pairs in Tweet in G3:
[7] next,generation
[6] ø,ø
[5] generation,science
[5] ø,ù
[5] ù,ø
[4] mo,ngss
[4] science,standards
[4] lieblingsspieler,jeweiligen
[4] ngss,aligned
[4] free,online

Top Word Pairs in Tweet in G4:
[63] plate,tectonics
[62] mountains,made
[62] made,plate
[62] tectonics,intrinsic
[62] intrinsic,beauty
[62] beauty,older
[62] older,documentaries
[62] documentaries,sometimes
[62] sometimes,gets
[62] gets,forgotten

Top Word Pairs in Tweet in G5:
[10] eggatn,yao_frndez
[6] melty,blood
[6] jp_ngss,yao_frndez
[5] 2017,2018
[5] 2018,2019
[5] ils,sont
[5] mikeysfamous,sweeetfantasy
[5] jp_ngss,eggatn
[4] trap_queen07,eggatn
[4] comme,ça

Top Word Pairs in Tweet in G6:
[88] #staycurious,#ngss
[73] lesson,terrific
[45] teaching,science
[45] science,never
[37] terrific,teaching
[18] never,#staycurious
[18] never,easy
[17] easy,#staycurious
[11] mysterysci,sign
[11] sign,today

Top Word Pairs in Tweet in G7:
[14] #ngss,#stem
[14] hard,fun
[14] scientists,kispride
[14] effectively,implement
[14] implement,next
[13] help,students
[13] next,generation
[12] zspace,experiences
[12] experiences,#ar
[12] #ar,#vr

Top Word Pairs in Tweet in G8:
[28] science,home
[19] science,packet
[19] packet,families
[19] families,discuss
[19] discuss,together
[19] together,created
[19] created,years
[19] years,ago
[19] ago,useful
[19] useful,resource

Top Word Pairs in Tweet in G9:
[9] #ngss,ify
[9] notice,wonder
[8] register,tonight
[8] tonight,free
[8] free,webinar
[8] webinar,#ngss
[8] ify,#qft
[8] #qft,nicolejbolduc
[8] nicolejbolduc,sarahrqi
[8] sarahrqi,happening

Top Word Pairs in Tweet in G10:
[7] science,#distancelearning
[7] #distancelearning,look
[7] look,sepup_ucb
[7] sepup_ucb,#ngss
[7] #ngss,check
[7] check,one
[7] one,rockstar
[6] rockstar,teachers
[5] buy,much
[5] much,spaghetti

Top Replied-To
Top Replied-To in Entire Graph:
@ngss_tweeps
@jipi_ngss
@bmsscienceteach
@sbottasullivan
@ngss_0526
@eggatn
@dionysosduswag
@thinksci
@starrscience

Top Replied-To in G1:
@ngss_tweeps
@bmsscienceteach
@sbottasullivan
@starrscience
@gretchenmilary
@thinksci
@philiplbell
@shmoovyshmoov
@ehauck_tusd_sci
@profcrnkypants

Top Replied-To in G2:
@officialngss
@ngss_tweeps
@zacharymorita
@abeslo
@jeansciqueen
@wildcattribune
@sbottasullivan
@phenomen__al
@tjscience
@kmgill135

Top Replied-To in G4:
@carinotcarl
@ngss_tweeps
@nesta_us
@csssupervisors

Top Replied-To in G5:
@jipi_ngss
@eggatn
@dionysosduswag
@trap_queen07
@pichille
@leviet_
@adegabriella_
@klefman_
@emmadedun

Top Replied-To in G6:
@mysterysci

Top Replied-To in G7:
@cangeographers
@simplykenziii
@walkup_r

Top Replied-To in G8:
@ngss_tweeps
@sbottasullivan
@thinksci
@achosinfo
@knappmelinda
@tina_cheuk
@sjostliketoast
@tdishelton
@jeansciqueen
@philiplbell

Top Replied-To in G9:
@haschweingruber
@phenomen__al
@stemteachtools
@sencernet
@rvccngss
@ngss_tweeps

Top Replied-To in G10:
@ngss_tweeps
@drloriandersen
@uclascienceproj
@eveimanz
@haschweingruber
@carterodactyl
@wevideo
@jennmull5
@koehlertara
@googleforedu

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@nesta_us
@officialngss
@nsta
@stemteachtools
@ngssphenomena
@tdishelton
@mysterysci
@philiplbell
@ngsnavigators

Top Mentioned in G1:
@ngss_tweeps
@nsta
@stemteachtools
@tdishelton
@philiplbell
@ngsnavigators
@officialngss
@ngsschat
@openscied
@sbottasullivan

Top Mentioned in G2:
@officialngss
@ngssphenomena
@openscied
@k12alliance
@doc_b_brown
@flabellinajg
@nextgenstoryli1
@stemteachtools
@ngss_tweeps
@cascience

Top Mentioned in G3:
@dudeneyn
@mrjoshflores
@ijadamiec
@kimlepre

Top Mentioned in G4:
@nesta_us
@sahasbarve
@smithsonianedu
@iris_epo
@omv
@nmnh
@stemscopes
@woodsholeresctr
@airworldwide
@noaaclimate

Top Mentioned in G5:
@yao_frndez
@jipi_ngss
@eggatn
@mikeysfamous
@klefman_
@sweeetfantasy
@trap_queen07
@dionysosduswag
@itachiofwgkta

Top Mentioned in G6:
@mysterysci
@rvis_bh
@the_ken_davis
@jessbluedavis
@vivifystem
@snapcamera
@sharmeenmoosa
@seesa
@pattih05k
@pickspacers

Top Mentioned in G7:
@kispride
@robzook1
@definedlearning
@zspace
@inqits
@nikkistrecker
@magnitudeio
@jerjacobsen250
@jennysarna
@monica_vincent

Top Mentioned in G8:
@thinksci
@ngss_tweeps
@ngssphenomena
@ngsssfocus
@elevatedstem
@sartoristem
@stemteachtools
@mft1478
@ngssblogs
@ngsschat

Top Mentioned in G9:
@nicolejbolduc
@rightquestion
@sarahrqi
@miss_schilling_
@leadinsci
@stemteachtools
@dr_monaghan
@rvccngss
@jessesemeyn
@sanpasqualhs

Top Mentioned in G10:
@uclascienceproj
@ngss_tweeps
@sepup_ucb
@ngssphenomena
@labaids
@nsta
@flipgrid
@middleweb
@kennethrmiller
@chrismooresci

Top Tweeters
Top Tweeters in Entire Graph:
@airtel_presence
@rlthingy
@cowboyscifibot
@jiocare
@clairebotai
@chidambara09
@joni_looking
@brontyman
@iam__network
@femtech_

Top Tweeters in G1:
@brontyman
@shyduroff
@whysharksmatter
@academicchatter
@realscientists
@theweirdteacher
@tazo157
@itativcs
@jasonwardny
@toddbohannon

Top Tweeters in G2:
@npr
@educationweek
@metoscm
@chrislehmann
@scifri
@wyckoffschools
@catlin_tucker
@commonsense
@kevinmslee
@edweekedtech

Top Tweeters in G3:
@iam__network
@dudeneyn
@caratstalk
@sunicamarkovic
@newsfrombw
@flexi_bell
@poissonajuice
@picante_media
@gabriel08780473
@dowoonvibe

Top Tweeters in G4:
@cowboyscifibot
@volcanowatching
@bg_grace
@cornubiageol
@zettie_geez
@sctrueblue
@shnb_bshnb
@meg_gruber
@bajabug
@cjmoose

Top Tweeters in G5:
@joselisceline
@djlud_
@candycoatdchell
@bolabankz
@idkheyrcm
@jinathot
@itachiofwgkta
@ryosaeba972
@99kopp
@manlike_rex

Top Tweeters in G6:
@sif0709
@mamagotfreetime
@arab_translate
@petalo79
@virtualgiff
@jmanuel_ll
@elizaryenne
@djemir
@mrsmalford
@sophieandmomma

Top Tweeters in G7:
@kis
@justbementalist
@voxdotcom
@markj_ohnson
@cangeographers
@scienceborealis
@suecurriefields
@owlkids
@stem_ai
@brandon_edu

Top Tweeters in G8:
@davidwees
@arcadiaunified
@emorwee
@jssciencefocus
@readmorescience
@sciedhenry
@zingerlearns
@kassiaowedekind
@latinasinstem
@betsypeto

Top Tweeters in G9:
@seesaw
@andreabeaty
@forestservice
@skgeducator
@rightquestion
@dylankendall12
@usmlowerschool
@tamara_jones10
@windywhales
@peggyashbrook

Top Tweeters in G10:
@flipgrid
@jriske
@michaela_65uk
@educre8ive
@routledgeeoe
@middleweb
@wcsdempowers
@wevideo
@googleforedu
@mrdsengclasss


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