ngss, Twitter, 10/13/2020 6:47:31 AM, 237876


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ngss_2020-10-12_23-08-32.xlsx
ngss_2020-10-12_23-08-32.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 13, 2020
Short Description:
ngss via NodeXL https://bit.ly/3lGTi00
@officialngss
@marcusm04525171
@joebiden
@jp_ngss
@_ngss_
@youtube
@ngss_tweeps
@ngssphenomena
@melshep34
@stemteachtools

Top hashtags:
#ngss
#ngsschat
#stem
#science
#scied
#phenomena
#distancelearning
#keepteachingscience

Description:
Description
The graph represents a network of 4,974 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, 13 October 2020 at 06:24 UTC.

The requested start date was Tuesday, 13 October 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 71-day, 16-hour, 30-minute period from Sunday, 02 August 2020 at 06:14 UTC to Monday, 12 October 2020 at 22:45 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 : 4974
Unique Edges : 4797
Edges With Duplicates : 11760
Total Edges : 16557
Number of Edge Types : 5
Replies to : 1576
MentionsInRetweet : 5067
Mentions : 3941
Retweet : 3826
Tweet : 2147
Self-Loops : 2276
Reciprocated Vertex Pair Ratio : 0.0749652294853964
Reciprocated Edge Ratio : 0.13947470565403
Connected Components : 822
Single-Vertex Connected Components : 401
Maximum Vertices in a Connected Component : 2860
Maximum Edges in a Connected Component : 12953
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.523247
Graph Density : 0.000312463337405989
Modularity : 0.408834
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 4,974 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, 13 October 2020 at 06:24 UTC.

The requested start date was Tuesday, 13 October 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 71-day, 16-hour, 30-minute period from Sunday, 02 August 2020 at 06:14 UTC to Monday, 12 October 2020 at 22:45 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:
[78] http://ngss.iptime.org
[23] https://peing.net/ja/masamasa_ngss?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[21] https://www.tandfonline.com/doi/full/10.1080/1046560X.2020.1814980?cookieSet=1
[18] https://epiclearning.web.unc.edu/covid/
[15] https://www.openscied.org/remote-learning-adaptations/
[9] https://www.youtube.com/watch?v=PaD-qbNOxBY&feature=youtu.be

[9] http://STEMteachingtools.org/link/PDFcollection/
[9] http://stemteachingtools.org/brief/32
[9] https://vimeo.com/458685350
[9] https://teachchemistry.org/professional-development/webinars/ngss-what-materials-are-out-there-to-help

Top URLs in Tweet in G1:
[21] https://www.tandfonline.com/doi/full/10.1080/1046560X.2020.1814980?cookieSet=1
[15] https://www.openscied.org/remote-learning-adaptations/
[9] https://www.youtube.com/watch?v=PaD-qbNOxBY&feature=youtu.be

[8] http://STEMteachingtools.org/link/PDFcollection/
[8] http://stemteachingtools.org/brief/32
[8] https://stemforall2020.videohall.com/presentations/1674
[8] https://teachchemistry.org/professional-development/webinars/ngss-what-materials-are-out-there-to-help
[7] https://epiclearning.web.unc.edu/covid/
[7] http://www.msn.com/en-us/news/us/birds-are-dropping-dead-in-new-mexico-potentially-in-the-hundreds-of-thousands/ar-BB1949AD?ocid=st
[7] https://www.edutopia.org/article/building-critical-thinkers-combining-stem-history

Top URLs in Tweet in G2:
[7] http://www.ngss.co.ke
[6] http://www.elementarymatters.com/2015/08/science-and-engineering-practices.html
[3] https://www.teacherspayteachers.com/Product/First-Day-of-Chemistry-What-is-Chemistry-Activities-5758710
[2] http://edtechpicks.org/2015/06/themespark-standards-based-rubrics-html/?utm_content=buffer62b7e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.teacherspayteachers.com/Product/Engaging-Chemistry-Questions-REMOTE-LEARNING-FRIENDLY-5804367
[2] https://www.teacherspayteachers.com/Product/Using-Periodic-Trends-to-Predict-Drug-Effectiveness-3835283
[2] https://exploration.org/programs/homeschool/new-virtual-science-classes/
[2] https://twitter.com/BeholdIsrael/status/1308007735699570689
[2] https://www.californiaeei.org/curriculum/science-units/
[1] https://www.linkedin.com/posts/dougjohnstone_cloud-workers-incur-up-to-75-lower-hard-activity-6695829270251601920-ngSs

Top URLs in Tweet in G3:
[5] https://melsteachingcorner.blogspot.com/p/ngss.html?m=1
[5] https://melsteachingcorner.blogspot.com/p/ngss.html
[2] https://twitter.com/niqita11/status/1292699675372531714
[2] https://twitter.com/netflixfilm/status/1295755622923644929
[2] https://www.youtube.com/watch?v=gyCumQ78ZoI&feature=youtu.be

[2] https://twitter.com/akhythmetique/status/1280195575212920833
[2] https://www.youtube.com/watch?v=jOoubx-ngSs&feature=youtu.be

[1] https://twitter.com/brvdley__/status/1289578535300956162
[1] https://twitter.com/daisyclk1/status/1294577029103398913
[1] https://twitter.com/ludo_inc/status/1299832501125382145

Top URLs in Tweet in G4:
[2] https://www.dailywire.com/news/cdc-now-says-face-masks-with-vents-or-valves-dont-prevent-spread-of-coronavirus?utm_source=facebook&utm_medium=social&utm_campaign=benshapiro
[1] https://blogs.scientificamerican.com/voices/george-floyds-autopsy-and-the-structural-gaslighting-of-america/
[1] https://www.magapill.com/
[1] https://www.youtube.com/watch?v=evA9nkdOhKU

[1] https://www.youtube.com/watch?v=b85Dw0R4ipg&feature=youtu.be

[1] https://www.medpagetoday.com/blogs/working-stiff/86913
[1] https://www.washingtonexaminer.com/news/medical-examiner-concludes-george-floyd-didnt-die-of-asphyxia
[1] https://www.google.com/imgres?imgurl=https://wsbuzz.com/wp-content/uploads/2020/07/ccelebritiests-gun-comp-new-775x385.jpg&imgrefurl=https://wsbuzz.com/world-news/moment-blm-protester-garrett-foster-approaches-car-with-his-ak-47-before-being-shot-dead-as-suspect-is-released/&tbnid=ISCIuH1NSAyd2M&vet=1&docid=VAb2q9CQAydwGM&w=775&h=385&itg=1&source=sh/x/im

Top URLs in Tweet in G5:
[2] https://www.facebook.com/groups/2634226650127732
[2] https://www.donorschoose.org/project/fossil-analysis-data-collection-through/5221274/?utm_source=dc&utm_medium=twitter&utm_campaign=project&utm_term=teacher_5464030&rf=twitter-dc-2020-10-project-teacher_5464030&challengeid=21200111&_branch_match_id=link-843263455846255333
[1] https://twitter.com/i/web/status/1308562163594932225
[1] https://www.nsta.org/science-and-children/science-and-children-septemberoctober-2020/standards-are-not-curriculum#.X1gTA2apStQ.twitter
[1] https://www.nsta.org/lesson-plan/why-do-some-objects-stick-refrigerator
[1] https://twitter.com/openscied/status/1314304632265547778
[1] https://www.ngssphenomena.com/ourvoice/2020/3/20/sciencenotebooking
[1] https://www.ngssphenomena.com/ourvoice/2020/4/01/scienceisforeveryonemusiccanbringustogehter/
[1] https://twitter.com/BBCEarth/status/1290965802838097921
[1] https://www.ngssphenomena.com/ourvoice/2020/3/20/sciencenotebooking/

Top URLs in Tweet in G6:
[4] https://sites.uci.edu/ucisp/ngss-certification-program/
[3] https://ngss.sdcoe.net/
[2] https://www.kidsatscience.org/
[2] https://www.surveymonkey.com/r/CASENGSSPLSurvey
[2] https://ca-eli.org/teachers/ngss-rollout-6-the-power-of-integrating-science-and-environmental-education/
[2] https://twitter.com/tylercbritt/status/1294468184695869440
[2] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/document/d/1PY_2518LTi5Z2Bxb-X99MJqZad5_n_-EAHjPAd9vNxg/copy&followup=https://docs.google.com/document/d/1PY_2518LTi5Z2Bxb-X99MJqZad5_n_-EAHjPAd9vNxg/copy<mpl=docs
[2] http://events.r20.constantcontact.com/register/event?oeidk=a07eh7h65xs01bcd022&llr=vlphqbdab
[1] https://twitter.com/hmoreyedu/status/1307859226455236608
[1] https://www.sdcoe.net/lls/ccr/Pages/science.aspx

Top URLs in Tweet in G7:
[4] https://www.melissa-stewart.com/educators/educators.html
[3] https://www.youtube.com/playlist?list=PLOus30GoFbwWiHAJOc0A0YYApE0aoTdQb

[2] https://www.pinterest.com/mstewartscience/stemngss-text-sets/
[2] https://www.pbslearningmedia.org/collection/crash-course-biology/
[1] https://www.pinterest.com/pin/468374430003961201/sent/?invite_code=3e47c776d6fa428a93feb63164f99c90&sender=468374567404969454&sfo=1
[1] https://twitter.com/i/web/status/1309306123371962369
[1] https://twitter.com/i/web/status/1309296812319268864
[1] https://twitter.com/i/web/status/1309303606852481027
[1] https://twitter.com/i/web/status/1309307381629759497
[1] https://twitter.com/i/web/status/1310966674963783680

Top URLs in Tweet in G8:
[1] https://twitter.com/beebomco/status/1301134739013730304
[1] https://twitter.com/TKSanthosh001/status/1305791044152225794
[1] https://twitter.com/News18TamilNadu/status/1309403006018834434
[1] https://twitter.com/flipkartsupport/status/1306836620109205505
[1] https://www.lenovosmartered.com/#/home?utm_source=Twitter&utm_medium=Paid&utm_campaign=Smartered
[1] https://www.flipkart.com/flick/details?id=965567&cmpid=VR_CMP_250386606316638&r=9db61642-5c8a-4b98-b002-adfabb2bc4f5&login=1&_refId=fkvideo:SERIES_PAGE:REFERRAL_announcementProgress_95f05f29-8c4c-4158-a876-20b36e09ac25&_appId=CL

Top URLs in Tweet in G9:
[4] https://www.youtube.com/watch?v=UGK7cDdcGlw&feature=share

[1] https://twitter.com/i/web/status/1308878535403220992
[1] https://twitter.com/i/web/status/1304424251970256896
[1] https://twitter.com/i/web/status/1306491228255592451
[1] https://twitter.com/i/web/status/1296993099231698944
[1] https://www.youtube.com/watch?v=hjfNMiohHz0&feature=youtu.be


Top URLs in Tweet in G10:
[1] https://twitter.com/wakelet/status/1313509386527047682
[1] https://twitter.com/mtholfsen/status/1299845490578616320
[1] https://twitter.com/Flipgrid/status/1291308785668153345
[1] https://twitter.com/lambradley/status/1302766045376049152
[1] https://twitter.com/miee_flopsie/status/1306386654903652353
[1] https://mathsolver.microsoft.com/es
[1] https://mathsolver.microsoft.com/en
[1] https://twitter.com/wakelet/status/1313131832418816000
[1] https://buff.ly/3lhQkPw
[1] https://www.youtube.com/watch?v=ADRYA564i5I&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[1073] twitter.com
[78] iptime.org
[67] youtube.com
[67] google.com
[56] stemteachingtools.org
[38] ngsnavigators.com
[33] nextgenscience.org
[24] tandfonline.com
[24] peing.net
[20] teachchemistry.org

Top Domains in Tweet in G1:
[291] twitter.com
[52] stemteachingtools.org
[38] ngsnavigators.com
[30] google.com
[27] nextgenscience.org
[24] tandfonline.com
[19] teachchemistry.org
[18] youtube.com
[17] wested.org
[17] openscied.org

Top Domains in Tweet in G2:
[154] twitter.com
[10] teacherspayteachers.com
[7] instagram.com
[7] co.ke
[6] google.com
[6] elementarymatters.com
[3] blogspot.com
[2] linkedin.com
[2] mdpi.com
[2] eventbrite.com

Top Domains in Tweet in G3:
[96] twitter.com
[10] youtube.com
[10] blogspot.com
[1] chemedx.org
[1] teachchemistry.org
[1] chemix.org
[1] google.com
[1] abcn.ws

Top Domains in Tweet in G4:
[2] youtube.com
[2] dailywire.com
[1] scientificamerican.com
[1] magapill.com
[1] medpagetoday.com
[1] washingtonexaminer.com
[1] google.com

Top Domains in Tweet in G5:
[32] twitter.com
[6] ngssphenomena.com
[4] uncoveringstudentideas.org
[4] bit.ly
[3] eventbrite.com
[3] stemteachingtools.org
[2] nsta.org
[2] facebook.com
[2] donorschoose.org
[1] sciencealert.com

Top Domains in Tweet in G6:
[55] twitter.com
[4] sdcoe.net
[4] google.com
[4] uci.edu
[3] capta.org
[2] kidsatscience.org
[2] surveymonkey.com
[2] ca-eli.org
[2] constantcontact.com
[1] tiktok.com

Top Domains in Tweet in G7:
[21] twitter.com
[5] teq.com
[4] melissa-stewart.com
[3] pinterest.com
[3] youtube.com
[2] pbslearningmedia.org
[2] creosityspace.com
[1] sourcebooks.com
[1] forms.gle
[1] reimaginewaed.com

Top Domains in Tweet in G8:
[4] twitter.com
[1] lenovosmartered.com
[1] flipkart.com

Top Domains in Tweet in G9:
[5] youtube.com
[4] twitter.com

Top Domains in Tweet in G10:
[8] twitter.com
[2] microsoft.com
[2] youtube.com
[1] buff.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1545] ngss
[268] ngsschat
[215] stem
[213] science
[137] scied
[66] phenomena
[66] distancelearning
[65] keepteachingscience
[61] cangss
[57] nsta



Top Hashtags in Tweet in G1:
[590] ngss
[180] ngsschat
[99] scied
[60] science
[58] keepteachingscience
[35] stem
[33] phenomena
[33] stem_discipline
[32] elementary
[29] distancelearning

Top Hashtags in Tweet in G2:
[95] ngss
[22] science
[19] humanitytoallsentientbeingssaves
[19] behumanelyinclusive
[13] stem
[10] chemistryteachers
[8] pbl
[7] bcp
[7] chemed
[7] phenomena

Top Hashtags in Tweet in G3:
[19] ngss
[5] ドラクエウォーク
[4] ngsschat
[4] t2tchat
[3] scied
[3] t2t
[3] miched
[3] science
[2] lovecraftcountry
[2] luxurylifestyle

Top Hashtags in Tweet in G4:
[2] removethetorygovernment
[2] blacklivesmatter
[1] alllivesmattter
[1] kylerittenhouseisinnocent
[1] mybodymychoice
[1] portlandprotests
[1] rittenhouse

Top Hashtags in Tweet in G5:
[83] ngss
[22] nsta
[17] ngsschat
[12] nsta20
[11] scied
[10] stem
[9] phenomena
[8] outdoorlearning
[8] structureandfunction
[7] scienceed

Top Hashtags in Tweet in G6:
[114] ngss
[36] cangss
[16] science
[11] ngsschat
[10] sensemaking
[10] kidsagainstclimatechange
[8] 5emodel
[7] caedchat
[7] environmentalliteracy
[7] synchronous

Top Hashtags in Tweet in G7:
[43] stem
[38] ngss
[30] nstachat
[14] books
[13] k12
[10] science
[8] stemed
[8] pd
[8] ell
[7] engineering

Top Hashtags in Tweet in G8:
[2] justin
[2] covid19
[2] who
[2] tedrosadhanom
[2] trustnone
[2] 61yearsofkamalism
[2] ulaganayagan
[2] kamalhaasan
[2] iplinuae
[2] ipl2020schedule

Top Hashtags in Tweet in G9:
[78] ngss
[36] معايير_العلوم_للجيل_القادم
[35] stem
[27] steam
[23] نواتج_التعلم
[22] ستيم
[15] دورة
[12] ù†ùˆø§øªø¬_ø§ù„øªø¹ù„ù…
[11] الوطن_العربي
[11] البرنامج_التدريبي

Top Hashtags in Tweet in G10:
[9] ngss
[8] science
[7] worldteachersday
[6] edtech
[5] fallcue
[5] hyperdocs
[5] 5emodel
[3] screenrecording
[3] perfectpurity
[3] publishing

Top Words
Top Words in Tweet in Entire Graph:
[1543] #ngss
[1524] science
[1346] ngss
[1186] ì
[1140] ø
[990] ù
[749] students
[617] learning
[570] ë
[506] ngss_tweeps

Top Words in Tweet in G1:
[684] science
[588] #ngss
[456] ngss
[449] ngss_tweeps
[336] students
[223] learning
[177] #ngsschat
[169] stemteachtools
[165] great
[141] teachers

Top Words in Tweet in G2:
[166] ngss
[95] #ngss
[86] science
[36] students
[36] die
[35] standards
[28] one
[26] next
[23] world
[22] #science

Top Words in Tweet in G3:
[83] jp_ngss
[49] mais
[45] ça
[42] quand
[40] ce
[28] ils
[27] trop
[26] ai
[26] fait
[25] câ

Top Words in Tweet in G4:
[276] _ngss_
[197] kaitmarieox
[105] people
[62] npcarts
[52] realdonaldtrump
[43] socialiberalist
[42] ucf
[41] black
[41] one
[40] aoc

Top Words in Tweet in G5:
[144] science
[103] ngssphenomena
[99] ngss
[90] learning
[83] #ngss
[77] students
[74] ctskeeley
[62] check
[61] back
[61] school

Top Words in Tweet in G6:
[127] science
[114] #ngss
[69] ngss
[69] teachers
[58] learning
[47] virtual
[42] cascience
[36] #cangss
[34] great
[33] students

Top Words in Tweet in G7:
[43] #stem
[38] #ngss
[30] #nstachat
[25] jenswanbooks
[21] ss
[20] kispride
[19] use
[18] science
[17] ngss
[16] session

Top Words in Tweet in G8:
[33] ngss_official
[14] க
[11] miui_india
[11] ம
[10] ர
[10] த
[9] ப
[8] ட
[6] good
[6] one

Top Words in Tweet in G9:
[1104] ø
[954] ù
[107] øªø
[78] #ngss
[74] ùšø
[72] _ø
[69] ùˆù
[65] ùˆø
[60] ùšù
[57] ùš

Top Words in Tweet in G10:
[25] filibuster3
[21] mrlindsey_ngss
[17] paidinappls
[11] amilversted
[11] kristinoropeza
[11] sportillo1357
[11] wakelet
[11] thank
[10] lisalista73
[10] many

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[475] ø,ø
[405] ù,ø
[387] ø,ù
[338] ì,ì
[300] ù,ù
[244] ì,œë
[194] ë,ì
[154] ãƒ,ãƒ
[140] ê,ì
[130] œë,ì

Top Word Pairs in Tweet in G1:
[58] science,education
[54] #ngss,#ngsschat
[52] high,quality
[50] ngss_tweeps,ngsschat
[48] ãƒ,ãƒ
[44] science,teacher
[43] science,engineering
[42] middle,school
[38] #ngsschat,#ngss
[36] distance,learning

Top Word Pairs in Tweet in G2:
[19] #humanitytoallsentientbeingssaves,shared
[19] shared,one
[19] one,multispecies
[19] multispecies,world
[19] world,#behumanelyinclusive
[17] next,generation
[15] generation,science
[15] science,standards
[9] standards,ngss
[8] ngss,standards

Top Word Pairs in Tweet in G3:
[13] wash,legs
[12] legs,shower
[10] jâ,ai
[10] shower,wash
[9] comme,ça
[9] youtube,ngss
[8] tweets,comme
[7] dvarchives,tazmxchine
[6] ils,ont
[6] ªðÿ,ªðÿ

Top Word Pairs in Tweet in G4:
[60] _ngss_,kaitmarieox
[42] ucf,realdonaldtrump
[41] npcarts,kaitmarieox
[40] socialiberalist,aoc
[37] kaitmarieox,ucf
[32] _ngss_,hyndburn_labour
[26] ogre17,timcast
[26] _ngss_,ogre17
[24] _ngss_,npcarts
[18] fascisthateacc,_ngss_

Top Word Pairs in Tweet in G5:
[50] back,school
[49] 30,day
[49] day,science
[47] science,challenge
[47] many,students
[43] check,30
[43] challenge,back
[43] school,edition
[43] edition,many
[43] students,complete

Top Word Pairs in Tweet in G6:
[22] distance,learning
[16] monterey,county
[16] county,teachers
[16] teachers,4th
[16] 4th,annual
[16] annual,earth
[16] earth,day
[16] day,film
[16] film,festival
[16] festival,before

Top Word Pairs in Tweet in G7:
[16] jenswanbooks,#nstachat
[9] year,old
[9] best,thing
[9] thing,heard
[9] heard,week
[9] week,kispride
[8] trick,finding
[8] finding,#books
[8] #books,use
[8] use,lessons

Top Word Pairs in Tweet in G8:
[6] ngss_official,miui_india
[4] ப,ர
[4] ர,க
[4] ட,ம
[4] fake,fake
[3] ர,ய
[3] க,ட
[3] ngss_official,xiaomiindia
[2] coding,life
[2] thing,middle

Top Word Pairs in Tweet in G9:
[468] ø,ø
[386] ù,ø
[368] ø,ù
[291] ù,ù
[71] _ø,ù
[59] ù,øªø
[46] ø,ùšø
[40] øªø,ù
[36] ù,ùš
[35] ùˆø,ù

Top Word Pairs in Tweet in G10:
[8] amilversted,mrlindsey_ngss
[8] techtrainerrj,teacherkimj
[8] teacherkimj,paidinappls
[7] love,#worldteachersday
[7] #worldteachersday,video
[7] video,wakelet
[7] wakelet,thank
[7] thank,many
[7] many,teacher
[7] teacher,buddies

Top Replied-To
Top Replied-To in Entire Graph:
@_ngss_
@ngss_tweeps
@jp_ngss
@elemscitchr
@ngss_official
@bmsscienceteach
@thinksci
@sbottasullivan
@npcarts
@fascisthateacc

Top Replied-To in G1:
@ngss_tweeps
@elemscitchr
@bmsscienceteach
@thinksci
@sbottasullivan
@msgreenlevine
@richbacolor
@drloriandersen
@techiesciguy
@anjanaiyer

Top Replied-To in G2:
@jenningsstrouss

Top Replied-To in G3:
@jp_ngss
@diodionychopper
@victorblng
@oaristysev
@fleuu_blr
@itachiofwgkta
@niktaphilia
@bin__si
@imdavalk

Top Replied-To in G4:
@_ngss_
@npcarts
@fascisthateacc
@anonymo64439103
@scottbu46268423
@kaitmarieox
@col628
@jallenyo
@voiceof90z
@nottelling117

Top Replied-To in G5:
@ngssphenomena
@ebzscience
@tyniathomassie
@caahayes
@scijeanne
@melshep34
@paulandersen
@mrjbourque

Top Replied-To in G6:
@ngss_tweeps
@ngssfresno
@lisa_bastedo
@jeansciqueen
@brlowell
@dlelnetwork
@chrissiesarm
@richbacolor
@msdiranna
@shelleystem

Top Replied-To in G7:
@educre8ive
@kidssolve

Top Replied-To in G8:
@ngss_official
@prasoonpratham
@polimernews
@ajaysenthil4
@gharisraj
@oppomobileindia
@silithewolf
@trojan_cipher
@jarodpeachey
@geekytamizha_

Top Replied-To in G9:
@hn0_1992
@moe_gov_sa
@a_alghaib
@hudabintabdulla
@saeedqhtani1
@eduksa3
@2mrakez
@ksupress_
@profamalhussein

Top Replied-To in G10:
@filibuster3
@victoriathetech
@microsoftteams
@mrlindsey_ngss
@missmoeteaches
@mtholfsen
@jyphysics
@paidinappls
@ianmikutel
@msexcel

Top Mentioned
Top Mentioned in Entire Graph:
@ngss_tweeps
@stemteachtools
@ngssphenomena
@kaitmarieox
@officialngss
@_ngss_
@ctskeeley
@nextgenscience
@dtcampbe
@tjscience

Top Mentioned in G1:
@ngss_tweeps
@stemteachtools
@officialngss
@nextgenscience
@dtcampbe
@ngsschat
@tjscience
@ngssphenomena
@openscied
@ngsnavigators

Top Mentioned in G2:
@dudeneyn
@elemntrymatters
@brooksplanet2
@jangmideuki
@r_khaped
@educhange
@kimlepre
@kingsson1987
@kingssts

Top Mentioned in G3:
@youtube
@jp_ngss
@victorblng
@dvarchives
@ngss
@souley_cmr
@tazmxchine
@itachiofwgkta
@aggieanet
@melshep34

Top Mentioned in G4:
@kaitmarieox
@_ngss_
@realdonaldtrump
@socialiberalist
@ucf
@npcarts
@aoc
@timcast
@hyndburn_labour
@ogre17

Top Mentioned in G5:
@ngssphenomena
@ctskeeley
@innerorbitedu
@stemteachtools
@brownpatrick8
@jaymctighe
@tjscience
@paulandersen
@drhydrogenhc

Top Mentioned in G6:
@cascience
@wested
@ngss_tweeps
@mbcue
@williamfranzell
@sandiegocoe
@alisalusd
@adoptedelf
@k12alliance
@auntjennoelle

Top Mentioned in G7:
@jenswanbooks
@kispride
@robzook1
@nsta
@mstewartscience
@ngss_tweeps
@educre8ive
@carolelindstrom
@fangmous
@stemcorellc

Top Mentioned in G8:
@miui_india
@xiaomiindia
@ngss_official
@flipkart
@ilikeslander
@polimernews
@dealztrendz
@shopclues
@silithewolf
@geekytamizha_

Top Mentioned in G9:
@rufaidia
@a_alghaib
@moe_gov_sa
@physics91600
@hn0_1992
@marymkairy
@nsta
@saeedqhtani1
@omanfirst2020
@latifh_dleehan

Top Mentioned in G10:
@mrlindsey_ngss
@paidinappls
@filibuster3
@amilversted
@kristinoropeza
@sportillo1357
@lisalista73
@microsoftedu
@wakelet
@missmoeteaches

Top Tweeters
Top Tweeters in Entire Graph:
@telkomsel
@amazonhelp
@femtech_
@ndtv
@fact
@reuters
@ronaldclarke
@elkepoley
@4edwardonly
@mckinlay_liz

Top Tweeters in G1:
@moniselseward
@ssxman2
@whysharksmatter
@weecass1888
@bflamel
@fred7722
@craken_maccraic
@blocht574
@blkhwk0ps
@mtechman

Top Tweeters in G2:
@dudeneyn
@4alphabetbot
@achimw
@loreena1968
@peterklemisch
@riichaaagha
@wenig_worte
@pauleheyman
@watch_union
@rcosn

Top Tweeters in G3:
@abc
@eiseimoi
@samiiam
@jessicamcknzi
@msnbc
@daniparisina
@oh_maguapa
@travismuse09
@stupedely
@99probleems_

Top Tweeters in G4:
@morvjn
@cnn
@goal
@deedecrist
@mrsnickyclark
@youranonnews
@thedemcoalition
@danltcr
@ninnyd101
@squawkanews

Top Tweeters in G5:
@may_gun
@mgcjusa
@bethhill2829
@bellasthunder
@jaybilly2
@imsouthern
@trev_mackenzie
@otterbox
@ludigencia
@rkmerica

Top Tweeters in G6:
@bar_zie
@marciasgreen
@datasciencebot_
@gr8wheels
@aamy4ever
@lewis1jj
@lspenceredd
@cogswell_ben
@wearecta
@kevinmslee

Top Tweeters in G7:
@femtech_
@imasithduh
@jc_james_clark
@stem_ai
@educre8ive
@teresarobeson
@christinekohle1
@mstewartscience
@jedliemagic
@workmanpub

Top Tweeters in G8:
@amazonhelp
@ndtv
@fact
@amazonin
@rameshlaus
@actfibernet
@polimernews
@oppomobileindia
@sunnewstamil
@airtelindia

Top Tweeters in G9:
@dal_dalnaser12
@ty6000g
@mahir392
@ahmd_twaijri
@latifh_dleehan
@alosimi94
@bsheerslamh
@inbot11
@noura24145
@abu_rayn8

Top Tweeters in G10:
@flipgrid
@urbie
@mr_isaacs
@markj_ohnson
@msexcel
@microsoftedu
@mtholfsen
@jennthetutor
@techcoachjuarez
@sig225


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